[{"data":1,"prerenderedAt":10115},["ShallowReactive",2],{"blog-the-harness-is-the-product":3,"series-the-harness-is-the-product":2654,"idi-data":2663},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"subtitle":10,"date":11,"tags":12,"series":19,"author":20,"body":21,"_type":2649,"_id":2650,"_source":2651,"_file":2652,"_extension":2653},"/blog/the-harness-is-the-product","blog",false,"","The Harness Is the Product","The durable advantage in AI agents is shifting from prompts and models to the harness: the operating environment that gives agents tools, memory, authority, evals, routing, and a self-improvement loop.","What we learned building agents that can actually run companies","2026-06-08",[13,14,15,16,17,18],"ai","agents","harnesses","evaluation","ai-ceo","software","The Agentic Economy","romain",{"type":22,"children":23,"toc":2629},"root",[24,32,37,42,47,52,57,148,153,158,165,170,175,180,185,199,204,209,214,219,225,230,235,240,245,250,315,320,325,330,336,348,353,358,397,402,407,412,417,422,465,470,475,480,523,536,541,546,551,557,562,567,572,614,619,642,647,652,657,690,695,701,706,711,716,721,726,749,754,792,797,802,808,813,818,823,881,886,934,939,944,949,955,960,965,970,979,984,998,1003,1008,1056,1061,1067,1072,1077,1082,1087,1092,1097,1135,1140,1183,1188,1193,1198,1245,1250,1255,1260,1288,1293,1299,1304,1309,1314,1319,1324,1378,1383,1388,1393,1398,1404,1409,1414,1419,1462,1467,1472,1477,1482,1487,1492,1497,1550,1555,1560,1566,1571,1576,1581,1624,1629,1677,1682,1730,1735,1768,1773,1778,1783,1788,1851,1856,1862,1867,1872,1876,1919,1923,1966,1970,2018,2022,2055,2060,2111,2116,2122,2127,2132,2137,2210,2215,2220,2225,2231,2236,2241,2246,2309,2321,2326,2331,2336,2342,2347,2352,2357,2362,2367,2372,2380,2385,2393,2398,2403,2408,2414,2419,2429,2439,2449,2459,2469,2479,2489,2499,2509,2519,2529,2539,2558,2564,2569,2574,2579,2584,2589,2594,2599,2604,2609,2614,2619,2624],{"type":25,"tag":26,"props":27,"children":28},"element","p",{},[29],{"type":30,"value":31},"text","The model is not the agent.",{"type":25,"tag":26,"props":33,"children":34},{},[35],{"type":30,"value":36},"This sounds obvious until you watch teams build agents. Most start by asking which model to use, which prompt to write, which tool list to expose. Then the agent fails in the same predictable ways: it loses context, calls the wrong tool, burns the expensive model on trivial work, declares victory too early, forgets what it learned, and cannot prove whether it improved.",{"type":25,"tag":26,"props":38,"children":39},{},[40],{"type":30,"value":41},"The missing thing is the harness.",{"type":25,"tag":26,"props":43,"children":44},{},[45],{"type":30,"value":46},"Not a thin wrapper around the API. Not a prompt template. Not a chat UI. A real harness is the operating environment around the model: state, tools, memory, authority, routing, evals, traces, budgets, artifacts, recovery loops, and human review.",{"type":25,"tag":26,"props":48,"children":49},{},[50],{"type":30,"value":51},"The last few weeks made this clearer than anything else we have built in the AI CEO experiment.",{"type":25,"tag":26,"props":53,"children":54},{},[55],{"type":30,"value":56},"We started with a simple question: what should a good agent harness do? The answer became much larger. If you want an agent to create videos, operate a company, resolve disputes, run finance workflows, or improve itself over time, the harness becomes the product. The model is only one component inside it.",{"type":25,"tag":26,"props":58,"children":59},{},[60,62,71,73,80,81,88,90,97,98,105,106,113,114,121,122,129,130,137,139,146],{"type":30,"value":61},"This is the lesson from ",{"type":25,"tag":63,"props":64,"children":68},"a",{"href":65,"rel":66},"https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents",[67],"nofollow",[69],{"type":30,"value":70},"Anthropic's work on long-running agents",{"type":30,"value":72},", ",{"type":25,"tag":63,"props":74,"children":77},{"href":75,"rel":76},"https://openai.com/index/harness-engineering/",[67],[78],{"type":30,"value":79},"OpenAI's harness engineering framing",{"type":30,"value":72},{"type":25,"tag":63,"props":82,"children":85},{"href":83,"rel":84},"https://developers.openai.com/blog/eval-skills",[67],[86],{"type":30,"value":87},"OpenAI's eval work",{"type":30,"value":89},", the production eval writing from ",{"type":25,"tag":63,"props":91,"children":94},{"href":92,"rel":93},"https://hamel.dev/blog/posts/evals/",[67],[95],{"type":30,"value":96},"Hamel",{"type":30,"value":72},{"type":25,"tag":63,"props":99,"children":102},{"href":100,"rel":101},"https://eugeneyan.com/writing/evals/",[67],[103],{"type":30,"value":104},"Eugene Yan",{"type":30,"value":72},{"type":25,"tag":63,"props":107,"children":110},{"href":108,"rel":109},"https://www.sh-reya.com/blog/ai-engineering-flywheel/",[67],[111],{"type":30,"value":112},"Shreya Shankar",{"type":30,"value":72},{"type":25,"tag":63,"props":115,"children":118},{"href":116,"rel":117},"https://docs.langchain.com/langsmith/evaluation",[67],[119],{"type":30,"value":120},"LangSmith",{"type":30,"value":72},{"type":25,"tag":63,"props":123,"children":126},{"href":124,"rel":125},"https://arize.com/docs/phoenix",[67],[127],{"type":30,"value":128},"Phoenix",{"type":30,"value":72},{"type":25,"tag":63,"props":131,"children":134},{"href":132,"rel":133},"https://docs.ragas.io/en/stable/concepts/metrics/available_metrics/agents/",[67],[135],{"type":30,"value":136},"Ragas",{"type":30,"value":138},", a recent ",{"type":25,"tag":63,"props":140,"children":143},{"href":141,"rel":142},"https://www.youtube.com/watch?v=W5GAYkcUxnI",[67],[144],{"type":30,"value":145},"X-IA talk on Codex and agent harnesses",{"type":30,"value":147},", and the messy reality of trying to build something like Win.sh.",{"type":25,"tag":26,"props":149,"children":150},{},[151],{"type":30,"value":152},"The future of agents will not be won by the best prompt.",{"type":25,"tag":26,"props":154,"children":155},{},[156],{"type":30,"value":157},"It will be won by the best harness.",{"type":25,"tag":159,"props":160,"children":162},"h2",{"id":161},"prompting-was-the-first-layer",[163],{"type":30,"value":164},"Prompting Was the First Layer",{"type":25,"tag":26,"props":166,"children":167},{},[168],{"type":30,"value":169},"The first generation of agent engineering was prompt engineering.",{"type":25,"tag":26,"props":171,"children":172},{},[173],{"type":30,"value":174},"You wrote a long system prompt. You listed rules. You told the model its role. You gave examples. You added \"think step by step\" or \"be concise\" or \"never do X.\" When something failed, you added another sentence to the prompt.",{"type":25,"tag":26,"props":176,"children":177},{},[178],{"type":30,"value":179},"This worked for assistants. It does not scale to operators.",{"type":25,"tag":26,"props":181,"children":182},{},[183],{"type":30,"value":184},"A prompt can describe a rule. A harness can enforce it.",{"type":25,"tag":26,"props":186,"children":187},{},[188,190,197],{"type":30,"value":189},"A prompt can tell an agent to ask before spending money. A harness can classify a tool call as ",{"type":25,"tag":191,"props":192,"children":194},"code",{"className":193},[],[195],{"type":30,"value":196},"spend",{"type":30,"value":198},", check the authority matrix, convert the action into an approval request, log the event, and fail the eval if the agent bypasses approval.",{"type":25,"tag":26,"props":200,"children":201},{},[202],{"type":30,"value":203},"A prompt can tell an agent to use a cheap model for summaries. A harness can route the task, record the model call, compare cost per successful task against baseline, and alert when expensive routes are overused.",{"type":25,"tag":26,"props":205,"children":206},{},[207],{"type":30,"value":208},"A prompt can tell an agent to remember what it learned. A harness can create a checkpoint, update memory, attach artifacts, and make the next run read the durable state before acting.",{"type":25,"tag":26,"props":210,"children":211},{},[212],{"type":30,"value":213},"The difference is testability.",{"type":25,"tag":26,"props":215,"children":216},{},[217],{"type":30,"value":218},"Prompts are instructions. Harnesses are contracts.",{"type":25,"tag":159,"props":220,"children":222},{"id":221},"the-contract-is-the-new-prompt",[223],{"type":30,"value":224},"The Contract Is the New Prompt",{"type":25,"tag":26,"props":226,"children":227},{},[228],{"type":30,"value":229},"One artifact changed how I think about this. It was not an official paper. It was one of those leaked or semi-public prompt artifacts people pass around. It should not be treated as truth. It is useful only as a product specimen.",{"type":25,"tag":26,"props":231,"children":232},{},[233],{"type":30,"value":234},"What mattered was not the secret content. What mattered was the structure.",{"type":25,"tag":26,"props":236,"children":237},{},[238],{"type":30,"value":239},"The prompt separated identity, message protocol, capabilities, behavior, memory, monetization, platform UI rules, voice, product facts, and formatting. In other words, it was not just telling the model what to say. It was defining an operating contract.",{"type":25,"tag":26,"props":241,"children":242},{},[243],{"type":30,"value":244},"That is the right abstraction.",{"type":25,"tag":26,"props":246,"children":247},{},[248],{"type":30,"value":249},"An agent should have a versioned operating contract with sections like:",{"type":25,"tag":251,"props":252,"children":253},"ul",{},[254,260,265,270,275,280,285,290,295,300,305,310],{"type":25,"tag":255,"props":256,"children":257},"li",{},[258],{"type":30,"value":259},"identity",{"type":25,"tag":255,"props":261,"children":262},{},[263],{"type":30,"value":264},"message channels",{"type":25,"tag":255,"props":266,"children":267},{},[268],{"type":30,"value":269},"capabilities",{"type":25,"tag":255,"props":271,"children":272},{},[273],{"type":30,"value":274},"tool catalog",{"type":25,"tag":255,"props":276,"children":277},{},[278],{"type":30,"value":279},"authority policy",{"type":25,"tag":255,"props":281,"children":282},{},[283],{"type":30,"value":284},"model-routing policy",{"type":25,"tag":255,"props":286,"children":287},{},[288],{"type":30,"value":289},"memory and context policy",{"type":25,"tag":255,"props":291,"children":292},{},[293],{"type":30,"value":294},"output contract",{"type":25,"tag":255,"props":296,"children":297},{},[298],{"type":30,"value":299},"budget guardrails",{"type":25,"tag":255,"props":301,"children":302},{},[303],{"type":30,"value":304},"UI affordances",{"type":25,"tag":255,"props":306,"children":307},{},[308],{"type":30,"value":309},"product facts",{"type":25,"tag":255,"props":311,"children":312},{},[313],{"type":30,"value":314},"eval expectations",{"type":25,"tag":26,"props":316,"children":317},{},[318],{"type":30,"value":319},"The contract should compile into prompt sections, runtime policy, and eval scaffolds.",{"type":25,"tag":26,"props":321,"children":322},{},[323],{"type":30,"value":324},"If the contract says internal specialist agents should be hidden from the user, we can eval that. If it says external customer messages require approval, we can eval that. If it says low-risk summaries should use the cheap route, we can eval that. If it says long-running work needs a checkpoint, we can eval that.",{"type":25,"tag":26,"props":326,"children":327},{},[328],{"type":30,"value":329},"The prompt is no longer the source of truth. The contract is.",{"type":25,"tag":159,"props":331,"children":333},{"id":332},"codex-makes-the-harness-concrete",[334],{"type":30,"value":335},"Codex Makes the Harness Concrete",{"type":25,"tag":26,"props":337,"children":338},{},[339,346],{"type":25,"tag":63,"props":340,"children":343},{"href":341,"rel":342},"https://github.com/openai/codex",[67],[344],{"type":30,"value":345},"Codex",{"type":30,"value":347}," is useful to study because it is not just a coding model. It is a harness around a coding model.",{"type":25,"tag":26,"props":349,"children":350},{},[351],{"type":30,"value":352},"The public shape is simple: the same underlying harness can sit behind the desktop app, terminal, IDE, and cloud task experience. The interface changes. The runtime loop does not.",{"type":25,"tag":26,"props":354,"children":355},{},[356],{"type":30,"value":357},"That loop looks roughly like this:",{"type":25,"tag":359,"props":360,"children":361},"ol",{},[362,367,372,377,382,387,392],{"type":25,"tag":255,"props":363,"children":364},{},[365],{"type":30,"value":366},"initialize context from conversation history, user request, system instructions, project instructions, tools, and loaded skills",{"type":25,"tag":255,"props":368,"children":369},{},[370],{"type":30,"value":371},"let the model reason",{"type":25,"tag":255,"props":373,"children":374},{},[375],{"type":30,"value":376},"catch function calls",{"type":25,"tag":255,"props":378,"children":379},{},[380],{"type":30,"value":381},"execute tools",{"type":25,"tag":255,"props":383,"children":384},{},[385],{"type":30,"value":386},"inject tool results back into context",{"type":25,"tag":255,"props":388,"children":389},{},[390],{"type":30,"value":391},"repeat until the task is complete",{"type":25,"tag":255,"props":393,"children":394},{},[395],{"type":30,"value":396},"apply the resulting changes through controlled mutation surfaces",{"type":25,"tag":26,"props":398,"children":399},{},[400],{"type":30,"value":401},"Two Codex product decisions are worth copying.",{"type":25,"tag":26,"props":403,"children":404},{},[405],{"type":30,"value":406},"First, command execution is interactive and session-based. Instead of treating every terminal call as an isolated one-shot, the harness can keep a live session and write back into it. This matters because real work is stateful. Servers keep running. Test output streams. A long install continues. A browser session has a URL, cookies, errors, and logs.",{"type":25,"tag":26,"props":408,"children":409},{},[410],{"type":30,"value":411},"Second, file editing is separate from arbitrary shell commands. The model is naturally good at structured diffs, so the harness should let it produce patches directly and enforce permissions around those patches. That is cleaner than making every edit happen through ad hoc shell text manipulation.",{"type":25,"tag":26,"props":413,"children":414},{},[415],{"type":30,"value":416},"The general lesson is bigger than coding. A Win.sh harness should not let an agent mutate business state only through generic API calls. A Melies harness should not let an agent rewrite a project only through loose natural-language instructions. The harness should expose dedicated mutation tools: propose price change, draft customer email, update memory, render shot, revise character bible, create checkpoint, open approval request, apply patch.",{"type":25,"tag":26,"props":418,"children":419},{},[420],{"type":30,"value":421},"Each mutation tool should have:",{"type":25,"tag":251,"props":423,"children":424},{},[425,430,435,440,445,450,455,460],{"type":25,"tag":255,"props":426,"children":427},{},[428],{"type":30,"value":429},"typed inputs",{"type":25,"tag":255,"props":431,"children":432},{},[433],{"type":30,"value":434},"explicit authority class",{"type":25,"tag":255,"props":436,"children":437},{},[438],{"type":30,"value":439},"dry-run mode",{"type":25,"tag":255,"props":441,"children":442},{},[443],{"type":30,"value":444},"preview artifact",{"type":25,"tag":255,"props":446,"children":447},{},[448],{"type":30,"value":449},"approval policy",{"type":25,"tag":255,"props":451,"children":452},{},[453],{"type":30,"value":454},"idempotency key",{"type":25,"tag":255,"props":456,"children":457},{},[458],{"type":30,"value":459},"rollback or compensation path",{"type":25,"tag":255,"props":461,"children":462},{},[463],{"type":30,"value":464},"trace entry",{"type":25,"tag":26,"props":466,"children":467},{},[468],{"type":30,"value":469},"That is how the harness turns \"the agent did something\" into \"the agent made a controlled change we can inspect, approve, replay, and evaluate.\"",{"type":25,"tag":26,"props":471,"children":472},{},[473],{"type":30,"value":474},"Codex also makes context hygiene feel less abstract. Long-running agents need compaction, but compaction can silently erase the wrong thing. Configuration changes made halfway through a task have to survive summarization. Images and screenshots consume more context than people expect. Tool lists need stable ordering if you want prompt caching to work. Changing the initial prompt every turn can destroy cache hits; appending config changes as later messages can preserve them.",{"type":25,"tag":26,"props":476,"children":477},{},[478],{"type":30,"value":479},"So a serious harness needs context policy, not just memory:",{"type":25,"tag":251,"props":481,"children":482},{},[483,488,493,498,503,508,513,518],{"type":25,"tag":255,"props":484,"children":485},{},[486],{"type":30,"value":487},"keep initial prompt sections stable",{"type":25,"tag":255,"props":489,"children":490},{},[491],{"type":30,"value":492},"sort tool definitions deterministically",{"type":25,"tag":255,"props":494,"children":495},{},[496],{"type":30,"value":497},"treat config changes as explicit events",{"type":25,"tag":255,"props":499,"children":500},{},[501],{"type":30,"value":502},"preserve the latest config after compaction",{"type":25,"tag":255,"props":504,"children":505},{},[506],{"type":30,"value":507},"estimate image and artifact token cost",{"type":25,"tag":255,"props":509,"children":510},{},[511],{"type":30,"value":512},"launch subagents for expensive exploration",{"type":25,"tag":255,"props":514,"children":515},{},[516],{"type":30,"value":517},"return only distilled findings to the main thread",{"type":25,"tag":255,"props":519,"children":520},{},[521],{"type":30,"value":522},"start a fresh run when the context has drifted beyond repair",{"type":25,"tag":26,"props":524,"children":525},{},[526,528,534],{"type":30,"value":527},"This also changes how we should write project instructions. A giant ",{"type":25,"tag":191,"props":529,"children":531},{"className":530},[],[532],{"type":30,"value":533},"AGENTS.md",{"type":30,"value":535}," is not wisdom. It is a landfill.",{"type":25,"tag":26,"props":537,"children":538},{},[539],{"type":30,"value":540},"The better pattern is to use project instructions as a map: where to find product facts, coding standards, eval definitions, integration docs, domain methods, and examples. The agent should load what it needs when it needs it. If everything is in context, nothing is important.",{"type":25,"tag":26,"props":542,"children":543},{},[544],{"type":30,"value":545},"This is directly applicable outside code. A company agent should not receive the entire company history in every run. It should receive a compact operating state, then links to the deeper artifacts it can inspect: Stripe baselines, customer segments, recent decisions, active risks, playbooks, failed experiments, eval results. A studio agent should receive the current creative state, then links to story bible, character sheets, shot history, visual references, asset lineage, and feedback decisions.",{"type":25,"tag":26,"props":547,"children":548},{},[549],{"type":30,"value":550},"The harness should teach the agent how to navigate the organization, not drown it in the organization.",{"type":25,"tag":159,"props":552,"children":554},{"id":553},"a-good-harness-has-an-authority-system",[555],{"type":30,"value":556},"A Good Harness Has an Authority System",{"type":25,"tag":26,"props":558,"children":559},{},[560],{"type":30,"value":561},"Authority is where agent demos become real systems.",{"type":25,"tag":26,"props":563,"children":564},{},[565],{"type":30,"value":566},"Most agents are impressive until they can do damage. Then everyone quietly turns off the dangerous tools. That is not autonomy. It is a toy with a keyboard.",{"type":25,"tag":26,"props":568,"children":569},{},[570],{"type":30,"value":571},"A useful harness needs action classes:",{"type":25,"tag":251,"props":573,"children":574},{},[575,580,585,590,594,599,604,609],{"type":25,"tag":255,"props":576,"children":577},{},[578],{"type":30,"value":579},"read",{"type":25,"tag":255,"props":581,"children":582},{},[583],{"type":30,"value":584},"write",{"type":25,"tag":255,"props":586,"children":587},{},[588],{"type":30,"value":589},"external message",{"type":25,"tag":255,"props":591,"children":592},{},[593],{"type":30,"value":196},{"type":25,"tag":255,"props":595,"children":596},{},[597],{"type":30,"value":598},"customer-impacting action",{"type":25,"tag":255,"props":600,"children":601},{},[602],{"type":30,"value":603},"pricing change",{"type":25,"tag":255,"props":605,"children":606},{},[607],{"type":30,"value":608},"production deploy",{"type":25,"tag":255,"props":610,"children":611},{},[612],{"type":30,"value":613},"admin/destructive operation",{"type":25,"tag":26,"props":615,"children":616},{},[617],{"type":30,"value":618},"And it needs policies:",{"type":25,"tag":251,"props":620,"children":621},{},[622,627,632,637],{"type":25,"tag":255,"props":623,"children":624},{},[625],{"type":30,"value":626},"execute automatically",{"type":25,"tag":255,"props":628,"children":629},{},[630],{"type":30,"value":631},"dry-run only",{"type":25,"tag":255,"props":633,"children":634},{},[635],{"type":30,"value":636},"ask for approval",{"type":25,"tag":255,"props":638,"children":639},{},[640],{"type":30,"value":641},"block",{"type":25,"tag":26,"props":643,"children":644},{},[645],{"type":30,"value":646},"This is not just for safety. It is how an agent earns trust.",{"type":25,"tag":26,"props":648,"children":649},{},[650],{"type":30,"value":651},"In the AI CEO experiment, the agent should not start with full authority. It should begin by reading, diagnosing, documenting, and recommending. If its recommendations are consistently good, some actions move into autonomous territory. The authority matrix becomes a learning instrument.",{"type":25,"tag":26,"props":653,"children":654},{},[655],{"type":30,"value":656},"The harness should track this:",{"type":25,"tag":251,"props":658,"children":659},{},[660,665,670,675,680,685],{"type":25,"tag":255,"props":661,"children":662},{},[663],{"type":30,"value":664},"what actions were proposed",{"type":25,"tag":255,"props":666,"children":667},{},[668],{"type":30,"value":669},"what actions were approved",{"type":25,"tag":255,"props":671,"children":672},{},[673],{"type":30,"value":674},"what actions were rejected",{"type":25,"tag":255,"props":676,"children":677},{},[678],{"type":30,"value":679},"what happened after approval",{"type":25,"tag":255,"props":681,"children":682},{},[683],{"type":30,"value":684},"where the agent asked when it could have acted",{"type":25,"tag":255,"props":686,"children":687},{},[688],{"type":30,"value":689},"where it acted when it should have asked",{"type":25,"tag":26,"props":691,"children":692},{},[693],{"type":30,"value":694},"Autonomy is not a binary switch. It is a portfolio of permissions earned through evidence.",{"type":25,"tag":159,"props":696,"children":698},{"id":697},"model-routing-is-part-of-the-harness",[699],{"type":30,"value":700},"Model Routing Is Part of the Harness",{"type":25,"tag":26,"props":702,"children":703},{},[704],{"type":30,"value":705},"Most teams still talk about models as if one agent uses one model.",{"type":25,"tag":26,"props":707,"children":708},{},[709],{"type":30,"value":710},"That is already wrong.",{"type":25,"tag":26,"props":712,"children":713},{},[714],{"type":30,"value":715},"A serious harness should route every task to the cheapest model that can do it reliably, then escalate when risk or uncertainty increases.",{"type":25,"tag":26,"props":717,"children":718},{},[719],{"type":30,"value":720},"Summarizing yesterday's Stripe transactions does not need the same model as deciding whether to roll back a pricing experiment. Classifying a support email does not need the same model as diagnosing a churn spike with three plausible causes. Repairing malformed tool arguments does not need the same model as writing a board memo.",{"type":25,"tag":26,"props":722,"children":723},{},[724],{"type":30,"value":725},"The harness should route by task class:",{"type":25,"tag":251,"props":727,"children":728},{},[729,734,739,744],{"type":25,"tag":255,"props":730,"children":731},{},[732],{"type":30,"value":733},"cheap model for extraction, summaries, classification, status updates",{"type":25,"tag":255,"props":735,"children":736},{},[737],{"type":30,"value":738},"balanced model for normal tool use and routine planning",{"type":25,"tag":255,"props":740,"children":741},{},[742],{"type":30,"value":743},"strong model for ambiguous strategy, high-risk decisions, eval judging, and failure recovery",{"type":25,"tag":255,"props":745,"children":746},{},[747],{"type":30,"value":748},"specialist model for creative, coding, visual, or domain-specific work",{"type":25,"tag":26,"props":750,"children":751},{},[752],{"type":30,"value":753},"Then it should measure the routing policy directly:",{"type":25,"tag":251,"props":755,"children":756},{},[757,762,767,772,777,782,787],{"type":25,"tag":255,"props":758,"children":759},{},[760],{"type":30,"value":761},"cost per task",{"type":25,"tag":255,"props":763,"children":764},{},[765],{"type":30,"value":766},"cost per successful task",{"type":25,"tag":255,"props":768,"children":769},{},[770],{"type":30,"value":771},"median wall-clock time",{"type":25,"tag":255,"props":773,"children":774},{},[775],{"type":30,"value":776},"recovery rate after tool errors",{"type":25,"tag":255,"props":778,"children":779},{},[780],{"type":30,"value":781},"expensive-model overuse",{"type":25,"tag":255,"props":783,"children":784},{},[785],{"type":30,"value":786},"underpowered-model failure rate",{"type":25,"tag":255,"props":788,"children":789},{},[790],{"type":30,"value":791},"route escalation effectiveness",{"type":25,"tag":26,"props":793,"children":794},{},[795],{"type":30,"value":796},"This is one of the most important points in the whole system. Model routing is not an optimization after the agent works. It is part of why the agent works.",{"type":25,"tag":26,"props":798,"children":799},{},[800],{"type":30,"value":801},"A better harness can make a cheaper model behave like a more expensive one for many tasks. We saw the same pattern in the scaffolding benchmark: structured context made weaker models recall institutional knowledge far better. The lesson generalizes. Good environment design is worth model tiers.",{"type":25,"tag":159,"props":803,"children":805},{"id":804},"memory-is-not-a-vector-store",[806],{"type":30,"value":807},"Memory Is Not a Vector Store",{"type":25,"tag":26,"props":809,"children":810},{},[811],{"type":30,"value":812},"Agents do not fail only because they lack information. They fail because they do not know what information matters, what is durable, what changed, and what must be carried forward.",{"type":25,"tag":26,"props":814,"children":815},{},[816],{"type":30,"value":817},"Memory needs structure.",{"type":25,"tag":26,"props":819,"children":820},{},[821],{"type":30,"value":822},"For a company agent, memory should include:",{"type":25,"tag":251,"props":824,"children":825},{},[826,831,836,841,846,851,856,861,866,871,876],{"type":25,"tag":255,"props":827,"children":828},{},[829],{"type":30,"value":830},"current goals",{"type":25,"tag":255,"props":832,"children":833},{},[834],{"type":30,"value":835},"business model",{"type":25,"tag":255,"props":837,"children":838},{},[839],{"type":30,"value":840},"active integrations",{"type":25,"tag":255,"props":842,"children":843},{},[844],{"type":30,"value":845},"revenue and cost baselines",{"type":25,"tag":255,"props":847,"children":848},{},[849],{"type":30,"value":850},"customer segments",{"type":25,"tag":255,"props":852,"children":853},{},[854],{"type":30,"value":855},"recent decisions",{"type":25,"tag":255,"props":857,"children":858},{},[859],{"type":30,"value":860},"known risks",{"type":25,"tag":255,"props":862,"children":863},{},[864],{"type":30,"value":865},"authority level",{"type":25,"tag":255,"props":867,"children":868},{},[869],{"type":30,"value":870},"failed experiments",{"type":25,"tag":255,"props":872,"children":873},{},[874],{"type":30,"value":875},"founder preferences",{"type":25,"tag":255,"props":877,"children":878},{},[879],{"type":30,"value":880},"mistakes to avoid",{"type":25,"tag":26,"props":882,"children":883},{},[884],{"type":30,"value":885},"For a creative studio agent, memory should include:",{"type":25,"tag":251,"props":887,"children":888},{},[889,894,899,904,909,914,919,924,929],{"type":25,"tag":255,"props":890,"children":891},{},[892],{"type":30,"value":893},"story bible",{"type":25,"tag":255,"props":895,"children":896},{},[897],{"type":30,"value":898},"character continuity",{"type":25,"tag":255,"props":900,"children":901},{},[902],{"type":30,"value":903},"location continuity",{"type":25,"tag":255,"props":905,"children":906},{},[907],{"type":30,"value":908},"visual style",{"type":25,"tag":255,"props":910,"children":911},{},[912],{"type":30,"value":913},"asset lineage",{"type":25,"tag":255,"props":915,"children":916},{},[917],{"type":30,"value":918},"shot history",{"type":25,"tag":255,"props":920,"children":921},{},[922],{"type":30,"value":923},"feedback decisions",{"type":25,"tag":255,"props":925,"children":926},{},[927],{"type":30,"value":928},"render constraints",{"type":25,"tag":255,"props":930,"children":931},{},[932],{"type":30,"value":933},"licensing constraints",{"type":25,"tag":26,"props":935,"children":936},{},[937],{"type":30,"value":938},"A vector search over old chats is not enough. The agent needs a maintained state package: short summaries, deep references, artifacts, checkpoints, and freshness checks.",{"type":25,"tag":26,"props":940,"children":941},{},[942],{"type":30,"value":943},"Anthropic's long-running agent work points in this direction. Long tasks need handoffs. The next agent or next context window has to know what happened, what remains, what failed, what was verified, and what end state is required.",{"type":25,"tag":26,"props":945,"children":946},{},[947],{"type":30,"value":948},"The simple rule: if a human would need a handoff note, the agent needs a checkpoint.",{"type":25,"tag":159,"props":950,"children":952},{"id":951},"tools-need-to-be-agent-native",[953],{"type":30,"value":954},"Tools Need to Be Agent-Native",{"type":25,"tag":26,"props":956,"children":957},{},[958],{"type":30,"value":959},"Most software tools were built for humans.",{"type":25,"tag":26,"props":961,"children":962},{},[963],{"type":30,"value":964},"An agent does not want a dashboard. It wants a structured interface. It wants stable IDs, typed inputs, predictable outputs, retry-safe operations, dry-runs, and error messages that say how to recover.",{"type":25,"tag":26,"props":966,"children":967},{},[968],{"type":30,"value":969},"Bad tool error:",{"type":25,"tag":971,"props":972,"children":973},"blockquote",{},[974],{"type":25,"tag":26,"props":975,"children":976},{},[977],{"type":30,"value":978},"Invalid request.",{"type":25,"tag":26,"props":980,"children":981},{},[982],{"type":30,"value":983},"Good tool error:",{"type":25,"tag":971,"props":985,"children":986},{},[987],{"type":25,"tag":26,"props":988,"children":989},{},[990,996],{"type":25,"tag":191,"props":991,"children":993},{"className":992},[],[994],{"type":30,"value":995},"customer_id",{"type":30,"value":997}," is missing. Search customers by email first, then retry with the returned customer ID.",{"type":25,"tag":26,"props":999,"children":1000},{},[1001],{"type":30,"value":1002},"That difference is the difference between a stuck task and a self-correcting loop.",{"type":25,"tag":26,"props":1004,"children":1005},{},[1006],{"type":30,"value":1007},"The harness should make tool quality measurable:",{"type":25,"tag":251,"props":1009,"children":1010},{},[1011,1016,1021,1026,1031,1036,1041,1046,1051],{"type":25,"tag":255,"props":1012,"children":1013},{},[1014],{"type":30,"value":1015},"malformed tool call rate",{"type":25,"tag":255,"props":1017,"children":1018},{},[1019],{"type":30,"value":1020},"repair success rate",{"type":25,"tag":255,"props":1022,"children":1023},{},[1024],{"type":30,"value":1025},"retry count",{"type":25,"tag":255,"props":1027,"children":1028},{},[1029],{"type":30,"value":1030},"tool-call F1",{"type":25,"tag":255,"props":1032,"children":1033},{},[1034],{"type":30,"value":1035},"required tool coverage",{"type":25,"tag":255,"props":1037,"children":1038},{},[1039],{"type":30,"value":1040},"forbidden tool avoidance",{"type":25,"tag":255,"props":1042,"children":1043},{},[1044],{"type":30,"value":1045},"tool-order correctness",{"type":25,"tag":255,"props":1047,"children":1048},{},[1049],{"type":30,"value":1050},"dry-run usage before risky action",{"type":25,"tag":255,"props":1052,"children":1053},{},[1054],{"type":30,"value":1055},"independent verification of claimed success",{"type":25,"tag":26,"props":1057,"children":1058},{},[1059],{"type":30,"value":1060},"This is why agent-native interfaces matter. A GUI is a translation layer for humans. A harness is a translation layer for agents.",{"type":25,"tag":159,"props":1062,"children":1064},{"id":1063},"skills-are-not-enough",[1065],{"type":30,"value":1066},"Skills Are Not Enough",{"type":25,"tag":26,"props":1068,"children":1069},{},[1070],{"type":30,"value":1071},"Skills are powerful. They package judgment. They tell the agent when to use a technique, what references to read, what scripts to run, what constraints matter.",{"type":25,"tag":26,"props":1073,"children":1074},{},[1075],{"type":30,"value":1076},"But a skill is still interpreted by an agent at runtime.",{"type":25,"tag":26,"props":1078,"children":1079},{},[1080],{"type":30,"value":1081},"That means a skill can be skipped, partially followed, rephrased, over-applied, or reinterpreted differently on the tenth run than on the first. For exploratory work, that flexibility is useful. For production work, it is dangerous.",{"type":25,"tag":26,"props":1083,"children":1084},{},[1085],{"type":30,"value":1086},"The missing layer is a method.",{"type":25,"tag":26,"props":1088,"children":1089},{},[1090],{"type":30,"value":1091},"A method is a repeatable domain workflow between natural language and code. It should be readable by humans and agents, but executed by software. It should define the domain vocabulary, inputs, steps, models, outputs, validations, and traces.",{"type":25,"tag":26,"props":1093,"children":1094},{},[1095],{"type":30,"value":1096},"For example, a Melies method could be:",{"type":25,"tag":251,"props":1098,"children":1099},{},[1100,1105,1110,1115,1120,1125,1130],{"type":25,"tag":255,"props":1101,"children":1102},{},[1103],{"type":30,"value":1104},"input: script excerpt, visual style, character bible, render budget",{"type":25,"tag":255,"props":1106,"children":1107},{},[1108],{"type":30,"value":1109},"step: decompose into scenes",{"type":25,"tag":255,"props":1111,"children":1112},{},[1113],{"type":30,"value":1114},"step: generate shot list",{"type":25,"tag":255,"props":1116,"children":1117},{},[1118],{"type":30,"value":1119},"step: verify character continuity",{"type":25,"tag":255,"props":1121,"children":1122},{},[1123],{"type":30,"value":1124},"step: route each shot to the right image or video model",{"type":25,"tag":255,"props":1126,"children":1127},{},[1128],{"type":30,"value":1129},"step: compose edit plan",{"type":25,"tag":255,"props":1131,"children":1132},{},[1133],{"type":30,"value":1134},"output: storyboard, prompts, asset manifest, cost estimate, continuity report",{"type":25,"tag":26,"props":1136,"children":1137},{},[1138],{"type":30,"value":1139},"A Win.sh method could be:",{"type":25,"tag":251,"props":1141,"children":1142},{},[1143,1148,1153,1158,1163,1168,1173,1178],{"type":25,"tag":255,"props":1144,"children":1145},{},[1146],{"type":30,"value":1147},"input: company state, latest metrics, active risks, founder goal",{"type":25,"tag":255,"props":1149,"children":1150},{},[1151],{"type":30,"value":1152},"step: classify the business situation",{"type":25,"tag":255,"props":1154,"children":1155},{},[1156],{"type":30,"value":1157},"step: choose the next observation",{"type":25,"tag":255,"props":1159,"children":1160},{},[1161],{"type":30,"value":1162},"step: diagnose using required data sources",{"type":25,"tag":255,"props":1164,"children":1165},{},[1166],{"type":30,"value":1167},"step: propose reversible actions",{"type":25,"tag":255,"props":1169,"children":1170},{},[1171],{"type":30,"value":1172},"step: check authority policy",{"type":25,"tag":255,"props":1174,"children":1175},{},[1176],{"type":30,"value":1177},"step: create approval request or execute safe action",{"type":25,"tag":255,"props":1179,"children":1180},{},[1181],{"type":30,"value":1182},"output: decision memo, action plan, trace, updated memory, eval candidate",{"type":25,"tag":26,"props":1184,"children":1185},{},[1186],{"type":30,"value":1187},"The agent can help author and improve these methods. But once a method is accepted, the harness should run it deterministically.",{"type":25,"tag":26,"props":1189,"children":1190},{},[1191],{"type":30,"value":1192},"This is where many non-code agent systems are currently weaker than software agents. Code has languages, compilers, tests, linters, diffs, runtime logs, and review workflows. Business and creative work mostly have documents, slides, dashboards, and vibes. That is why coding agents feel ahead: software already has a machine-checkable substrate.",{"type":25,"tag":26,"props":1194,"children":1195},{},[1196],{"type":30,"value":1197},"The way to close the gap is not to turn every founder or filmmaker into a programmer. It is to give business and creative work their own machine-checkable substrate:",{"type":25,"tag":251,"props":1199,"children":1200},{},[1201,1205,1210,1215,1220,1225,1230,1235,1240],{"type":25,"tag":255,"props":1202,"children":1203},{},[1204],{"type":30,"value":429},{"type":25,"tag":255,"props":1206,"children":1207},{},[1208],{"type":30,"value":1209},"domain concepts",{"type":25,"tag":255,"props":1211,"children":1212},{},[1213],{"type":30,"value":1214},"explicit steps",{"type":25,"tag":255,"props":1216,"children":1217},{},[1218],{"type":30,"value":1219},"model routes",{"type":25,"tag":255,"props":1221,"children":1222},{},[1223],{"type":30,"value":1224},"structured outputs",{"type":25,"tag":255,"props":1226,"children":1227},{},[1228],{"type":30,"value":1229},"validation rules",{"type":25,"tag":255,"props":1231,"children":1232},{},[1233],{"type":30,"value":1234},"audit traces",{"type":25,"tag":255,"props":1236,"children":1237},{},[1238],{"type":30,"value":1239},"editable visual flowcharts",{"type":25,"tag":255,"props":1241,"children":1242},{},[1243],{"type":30,"value":1244},"reusable method packages",{"type":25,"tag":26,"props":1246,"children":1247},{},[1248],{"type":30,"value":1249},"This is the bridge between \"prompt the agent\" and \"write software.\"",{"type":25,"tag":26,"props":1251,"children":1252},{},[1253],{"type":30,"value":1254},"For Win.sh, methods become company operating playbooks. For Melies, methods become production pipelines. For the open-source harness, methods become a public extension format: safe to share, easy to inspect, and specific enough to evaluate.",{"type":25,"tag":26,"props":1256,"children":1257},{},[1258],{"type":30,"value":1259},"The distinction matters:",{"type":25,"tag":251,"props":1261,"children":1262},{},[1263,1268,1273,1278,1283],{"type":25,"tag":255,"props":1264,"children":1265},{},[1266],{"type":30,"value":1267},"a prompt tells the agent what you want",{"type":25,"tag":255,"props":1269,"children":1270},{},[1271],{"type":30,"value":1272},"a skill teaches the agent how to approach a class of work",{"type":25,"tag":255,"props":1274,"children":1275},{},[1276],{"type":30,"value":1277},"a method executes a repeatable workflow",{"type":25,"tag":255,"props":1279,"children":1280},{},[1281],{"type":30,"value":1282},"a tool mutates the world",{"type":25,"tag":255,"props":1284,"children":1285},{},[1286],{"type":30,"value":1287},"an eval decides whether the behavior improved",{"type":25,"tag":26,"props":1289,"children":1290},{},[1291],{"type":30,"value":1292},"A good harness needs all five.",{"type":25,"tag":159,"props":1294,"children":1296},{"id":1295},"evals-must-score-the-trace",[1297],{"type":30,"value":1298},"Evals Must Score the Trace",{"type":25,"tag":26,"props":1300,"children":1301},{},[1302],{"type":30,"value":1303},"The biggest mistake in agent evals is scoring only the final answer.",{"type":25,"tag":26,"props":1305,"children":1306},{},[1307],{"type":30,"value":1308},"For agents, the final answer is often the least important part. The trace is where the real behavior lives.",{"type":25,"tag":26,"props":1310,"children":1311},{},[1312],{"type":30,"value":1313},"Did the agent observe before acting? Did it call the right tools? Did it avoid forbidden tools? Did it use the right model route? Did it ask approval before an external action? Did it recover from tool failure? Did it leave a checkpoint? Did it update memory? Did it stay inside budget? Did it leak private data into the trace?",{"type":25,"tag":26,"props":1315,"children":1316},{},[1317],{"type":30,"value":1318},"Those are harness questions.",{"type":25,"tag":26,"props":1320,"children":1321},{},[1322],{"type":30,"value":1323},"A useful eval ladder looks like this:",{"type":25,"tag":359,"props":1325,"children":1326},{},[1327,1338,1348,1358,1368],{"type":25,"tag":255,"props":1328,"children":1329},{},[1330,1336],{"type":25,"tag":1331,"props":1332,"children":1333},"strong",{},[1334],{"type":30,"value":1335},"Deterministic checks.",{"type":30,"value":1337}," Schema validity, required tools, forbidden tools, authority events, routing, cost ceilings, checkpoints, redaction.",{"type":25,"tag":255,"props":1339,"children":1340},{},[1341,1346],{"type":25,"tag":1331,"props":1342,"children":1343},{},[1344],{"type":30,"value":1345},"Artifact checks.",{"type":30,"value":1347}," Did the report render? Did the video include the required scenes? Did the code build? Did the data table match the expected query?",{"type":25,"tag":255,"props":1349,"children":1350},{},[1351,1356],{"type":25,"tag":1331,"props":1352,"children":1353},{},[1354],{"type":30,"value":1355},"Rubric/model-assisted checks.",{"type":30,"value":1357}," Did the recommendation consider alternatives? Was uncertainty calibrated? Was the creative output coherent? Did the business decision use the right evidence?",{"type":25,"tag":255,"props":1359,"children":1360},{},[1361,1366],{"type":25,"tag":1331,"props":1362,"children":1363},{},[1364],{"type":30,"value":1365},"Human review.",{"type":30,"value":1367}," Sampled traces, adjudication, failure labels, baseline approval.",{"type":25,"tag":255,"props":1369,"children":1370},{},[1371,1376],{"type":25,"tag":1331,"props":1372,"children":1373},{},[1374],{"type":30,"value":1375},"Online/shadow evals.",{"type":30,"value":1377}," Production traces, delayed outcomes, user corrections, A/B comparisons.",{"type":25,"tag":26,"props":1379,"children":1380},{},[1381],{"type":30,"value":1382},"This matches the best public eval advice: start with cheap deterministic checks, add model judges only where necessary, calibrate judges against human labels, and close the loop from production failures back into evals.",{"type":25,"tag":26,"props":1384,"children":1385},{},[1386],{"type":30,"value":1387},"The key sentence from our work: a synthetic trace suite is not a real business eval.",{"type":25,"tag":26,"props":1389,"children":1390},{},[1391],{"type":30,"value":1392},"It is still useful. It proves the eval contract. It tells you whether the harness captured the right events and enforced the right policies. But it does not prove the agent can operate a business.",{"type":25,"tag":26,"props":1394,"children":1395},{},[1396],{"type":30,"value":1397},"To test that, you need simulated worlds and delayed outcomes.",{"type":25,"tag":159,"props":1399,"children":1401},{"id":1400},"review-loops-are-production-infrastructure",[1402],{"type":30,"value":1403},"Review Loops Are Production Infrastructure",{"type":25,"tag":26,"props":1405,"children":1406},{},[1407],{"type":30,"value":1408},"One reason coding agents are improving so quickly is that code review already exists. The agent can make a change, another agent can review it, tests can run, a human can sample the diff, and the result can be merged or rejected.",{"type":25,"tag":26,"props":1410,"children":1411},{},[1412],{"type":30,"value":1413},"That pattern should move into every serious harness.",{"type":25,"tag":26,"props":1415,"children":1416},{},[1417],{"type":30,"value":1418},"The harness should support explicit reviewer roles:",{"type":25,"tag":251,"props":1420,"children":1421},{},[1422,1427,1432,1437,1442,1447,1452,1457],{"type":25,"tag":255,"props":1423,"children":1424},{},[1425],{"type":30,"value":1426},"planner",{"type":25,"tag":255,"props":1428,"children":1429},{},[1430],{"type":30,"value":1431},"executor",{"type":25,"tag":255,"props":1433,"children":1434},{},[1435],{"type":30,"value":1436},"verifier",{"type":25,"tag":255,"props":1438,"children":1439},{},[1440],{"type":30,"value":1441},"critic",{"type":25,"tag":255,"props":1443,"children":1444},{},[1445],{"type":30,"value":1446},"security reviewer",{"type":25,"tag":255,"props":1448,"children":1449},{},[1450],{"type":30,"value":1451},"cost reviewer",{"type":25,"tag":255,"props":1453,"children":1454},{},[1455],{"type":30,"value":1456},"domain reviewer",{"type":25,"tag":255,"props":1458,"children":1459},{},[1460],{"type":30,"value":1461},"final approver",{"type":25,"tag":26,"props":1463,"children":1464},{},[1465],{"type":30,"value":1466},"This does not mean every task needs eight agents. It means the harness should be able to add review pressure where uncertainty or risk justifies it.",{"type":25,"tag":26,"props":1468,"children":1469},{},[1470],{"type":30,"value":1471},"The best shape is often not \"many agents in a chat.\" It is a publication and review system.",{"type":25,"tag":26,"props":1473,"children":1474},{},[1475],{"type":30,"value":1476},"One agent investigates and publishes a finding. Another reviews it. A third tries to reproduce it. The harness records accepts, rejects, objections, confidence, and evidence. Over time, the best-supported claim rises to the top.",{"type":25,"tag":26,"props":1478,"children":1479},{},[1480],{"type":30,"value":1481},"This matters for hard problems: security research, math, product strategy, company diagnosis, creative direction. In those domains, the correct answer is not always produced by one linear pass. The agent needs to search, publish, review, revise, and converge.",{"type":25,"tag":26,"props":1483,"children":1484},{},[1485],{"type":30,"value":1486},"But the transcript also made one uncomfortable point clear: adding more agents can make results worse.",{"type":25,"tag":26,"props":1488,"children":1489},{},[1490],{"type":30,"value":1491},"At a fixed budget, two agents may work well, four may work better, and eight may collapse into noise, duplicated work, or shallow review. The harness cannot assume collaboration scales linearly. It has to measure the curve.",{"type":25,"tag":26,"props":1493,"children":1494},{},[1495],{"type":30,"value":1496},"So multi-agent orchestration needs evals of its own:",{"type":25,"tag":251,"props":1498,"children":1499},{},[1500,1505,1510,1515,1520,1525,1530,1535,1540,1545],{"type":25,"tag":255,"props":1501,"children":1502},{},[1503],{"type":30,"value":1504},"result quality by number of agents",{"type":25,"tag":255,"props":1506,"children":1507},{},[1508],{"type":30,"value":1509},"cost by number of agents",{"type":25,"tag":255,"props":1511,"children":1512},{},[1513],{"type":30,"value":1514},"duplicate-work rate",{"type":25,"tag":255,"props":1516,"children":1517},{},[1518],{"type":30,"value":1519},"useful-review rate",{"type":25,"tag":255,"props":1521,"children":1522},{},[1523],{"type":30,"value":1524},"time to first valid finding",{"type":25,"tag":255,"props":1526,"children":1527},{},[1528],{"type":30,"value":1529},"false-positive rate",{"type":25,"tag":255,"props":1531,"children":1532},{},[1533],{"type":30,"value":1534},"convergence rate",{"type":25,"tag":255,"props":1536,"children":1537},{},[1538],{"type":30,"value":1539},"reviewer disagreement",{"type":25,"tag":255,"props":1541,"children":1542},{},[1543],{"type":30,"value":1544},"cross-agent contamination",{"type":25,"tag":255,"props":1546,"children":1547},{},[1548],{"type":30,"value":1549},"best single-agent baseline",{"type":25,"tag":26,"props":1551,"children":1552},{},[1553],{"type":30,"value":1554},"For Win.sh, this suggests a CEO agent should not directly become a swarm. It should have a small executive loop: operator, analyst, verifier, and board reviewer. For Melies, it suggests a small studio loop: director, continuity reviewer, production manager, and taste critic.",{"type":25,"tag":26,"props":1556,"children":1557},{},[1558],{"type":30,"value":1559},"The harness should increase or decrease collaboration based on measured value, not aesthetic excitement.",{"type":25,"tag":159,"props":1561,"children":1563},{"id":1562},"the-company-agent-is-solving-a-pomdp",[1564],{"type":30,"value":1565},"The Company Agent Is Solving a POMDP",{"type":25,"tag":26,"props":1567,"children":1568},{},[1569],{"type":30,"value":1570},"Entrepreneurship is a partially observable Markov decision process.",{"type":25,"tag":26,"props":1572,"children":1573},{},[1574],{"type":30,"value":1575},"That sounds like overkill until you map it.",{"type":25,"tag":26,"props":1577,"children":1578},{},[1579],{"type":30,"value":1580},"The hidden state:",{"type":25,"tag":251,"props":1582,"children":1583},{},[1584,1589,1594,1599,1604,1609,1614,1619],{"type":25,"tag":255,"props":1585,"children":1586},{},[1587],{"type":30,"value":1588},"customer intent",{"type":25,"tag":255,"props":1590,"children":1591},{},[1592],{"type":30,"value":1593},"churn risk",{"type":25,"tag":255,"props":1595,"children":1596},{},[1597],{"type":30,"value":1598},"product quality",{"type":25,"tag":255,"props":1600,"children":1601},{},[1602],{"type":30,"value":1603},"founder constraints",{"type":25,"tag":255,"props":1605,"children":1606},{},[1607],{"type":30,"value":1608},"competitor pressure",{"type":25,"tag":255,"props":1610,"children":1611},{},[1612],{"type":30,"value":1613},"market timing",{"type":25,"tag":255,"props":1615,"children":1616},{},[1617],{"type":30,"value":1618},"pricing sensitivity",{"type":25,"tag":255,"props":1620,"children":1621},{},[1622],{"type":30,"value":1623},"trust level",{"type":25,"tag":26,"props":1625,"children":1626},{},[1627],{"type":30,"value":1628},"The observations:",{"type":25,"tag":251,"props":1630,"children":1631},{},[1632,1637,1642,1647,1652,1657,1662,1667,1672],{"type":25,"tag":255,"props":1633,"children":1634},{},[1635],{"type":30,"value":1636},"Stripe metrics",{"type":25,"tag":255,"props":1638,"children":1639},{},[1640],{"type":30,"value":1641},"analytics",{"type":25,"tag":255,"props":1643,"children":1644},{},[1645],{"type":30,"value":1646},"support inbox",{"type":25,"tag":255,"props":1648,"children":1649},{},[1650],{"type":30,"value":1651},"customer calls",{"type":25,"tag":255,"props":1653,"children":1654},{},[1655],{"type":30,"value":1656},"GitHub issues",{"type":25,"tag":255,"props":1658,"children":1659},{},[1660],{"type":30,"value":1661},"email",{"type":25,"tag":255,"props":1663,"children":1664},{},[1665],{"type":30,"value":1666},"product events",{"type":25,"tag":255,"props":1668,"children":1669},{},[1670],{"type":30,"value":1671},"search traffic",{"type":25,"tag":255,"props":1673,"children":1674},{},[1675],{"type":30,"value":1676},"founder feedback",{"type":25,"tag":26,"props":1678,"children":1679},{},[1680],{"type":30,"value":1681},"The actions:",{"type":25,"tag":251,"props":1683,"children":1684},{},[1685,1690,1695,1700,1705,1710,1715,1720,1725],{"type":25,"tag":255,"props":1686,"children":1687},{},[1688],{"type":30,"value":1689},"observe more",{"type":25,"tag":255,"props":1691,"children":1692},{},[1693],{"type":30,"value":1694},"ask a clarifying question",{"type":25,"tag":255,"props":1696,"children":1697},{},[1698],{"type":30,"value":1699},"diagnose",{"type":25,"tag":255,"props":1701,"children":1702},{},[1703],{"type":30,"value":1704},"recommend",{"type":25,"tag":255,"props":1706,"children":1707},{},[1708],{"type":30,"value":1709},"execute reversible change",{"type":25,"tag":255,"props":1711,"children":1712},{},[1713],{"type":30,"value":1714},"request approval",{"type":25,"tag":255,"props":1716,"children":1717},{},[1718],{"type":30,"value":1719},"roll back",{"type":25,"tag":255,"props":1721,"children":1722},{},[1723],{"type":30,"value":1724},"update memory",{"type":25,"tag":255,"props":1726,"children":1727},{},[1728],{"type":30,"value":1729},"create an eval",{"type":25,"tag":26,"props":1731,"children":1732},{},[1733],{"type":30,"value":1734},"The reward:",{"type":25,"tag":251,"props":1736,"children":1737},{},[1738,1743,1748,1753,1758,1763],{"type":25,"tag":255,"props":1739,"children":1740},{},[1741],{"type":30,"value":1742},"revenue",{"type":25,"tag":255,"props":1744,"children":1745},{},[1746],{"type":30,"value":1747},"retention",{"type":25,"tag":255,"props":1749,"children":1750},{},[1751],{"type":30,"value":1752},"lower risk",{"type":25,"tag":255,"props":1754,"children":1755},{},[1756],{"type":30,"value":1757},"validated learning",{"type":25,"tag":255,"props":1759,"children":1760},{},[1761],{"type":30,"value":1762},"lower operator burden",{"type":25,"tag":255,"props":1764,"children":1765},{},[1766],{"type":30,"value":1767},"fewer repeated mistakes",{"type":25,"tag":26,"props":1769,"children":1770},{},[1771],{"type":30,"value":1772},"This is why final-answer evals are so inadequate. The hard part is not writing a plausible business memo. The hard part is choosing the next observation or action under uncertainty.",{"type":25,"tag":26,"props":1774,"children":1775},{},[1776],{"type":30,"value":1777},"Sometimes the correct action is to do nothing. Sometimes it is to ask for more data. Sometimes it is to block the agent from sending the customer email it drafted. Sometimes it is to roll back a feature even though the metric anomaly has three possible causes.",{"type":25,"tag":26,"props":1779,"children":1780},{},[1781],{"type":30,"value":1782},"The harness has to evaluate those choices.",{"type":25,"tag":26,"props":1784,"children":1785},{},[1786],{"type":30,"value":1787},"For Win.sh, the eval suite should include:",{"type":25,"tag":251,"props":1789,"children":1790},{},[1791,1796,1801,1806,1811,1816,1821,1826,1831,1836,1841,1846],{"type":25,"tag":255,"props":1792,"children":1793},{},[1794],{"type":30,"value":1795},"ambiguous MRR drop",{"type":25,"tag":255,"props":1797,"children":1798},{},[1799],{"type":30,"value":1800},"churn spike after product change",{"type":25,"tag":255,"props":1802,"children":1803},{},[1804],{"type":30,"value":1805},"traffic drop with stable revenue",{"type":25,"tag":255,"props":1807,"children":1808},{},[1809],{"type":30,"value":1810},"support issue with customer harm",{"type":25,"tag":255,"props":1812,"children":1813},{},[1814],{"type":30,"value":1815},"pricing experiment needing rollback",{"type":25,"tag":255,"props":1817,"children":1818},{},[1819],{"type":30,"value":1820},"malformed tool argument recovery",{"type":25,"tag":255,"props":1822,"children":1823},{},[1824],{"type":30,"value":1825},"context reset recovery",{"type":25,"tag":255,"props":1827,"children":1828},{},[1829],{"type":30,"value":1830},"missing integration permission",{"type":25,"tag":255,"props":1832,"children":1833},{},[1834],{"type":30,"value":1835},"budget exhausted during heartbeat",{"type":25,"tag":255,"props":1837,"children":1838},{},[1839],{"type":30,"value":1840},"risky external action above authority",{"type":25,"tag":255,"props":1842,"children":1843},{},[1844],{"type":30,"value":1845},"opportunity validation where not building is correct",{"type":25,"tag":255,"props":1847,"children":1848},{},[1849],{"type":30,"value":1850},"repeated failure becoming a new eval",{"type":25,"tag":26,"props":1852,"children":1853},{},[1854],{"type":30,"value":1855},"This is not a normal SaaS dashboard. It is an operating system for business agents.",{"type":25,"tag":159,"props":1857,"children":1859},{"id":1858},"the-creative-studio-agent-has-the-same-problem",[1860],{"type":30,"value":1861},"The Creative Studio Agent Has the Same Problem",{"type":25,"tag":26,"props":1863,"children":1864},{},[1865],{"type":30,"value":1866},"Melies looks different from Win.sh, but the harness problem is similar.",{"type":25,"tag":26,"props":1868,"children":1869},{},[1870],{"type":30,"value":1871},"A studio agent making videos is also operating under partial observability. It does not know whether a shot will render well until it tries. It does not know whether a character will remain consistent across scenes unless it tracks lineage. It does not know whether the user's taste changed unless feedback is captured and folded back into the project state.",{"type":25,"tag":26,"props":1873,"children":1874},{},[1875],{"type":30,"value":1580},{"type":25,"tag":251,"props":1877,"children":1878},{},[1879,1884,1889,1894,1899,1904,1909,1914],{"type":25,"tag":255,"props":1880,"children":1881},{},[1882],{"type":30,"value":1883},"creative intent",{"type":25,"tag":255,"props":1885,"children":1886},{},[1887],{"type":30,"value":1888},"style preference",{"type":25,"tag":255,"props":1890,"children":1891},{},[1892],{"type":30,"value":1893},"character identity",{"type":25,"tag":255,"props":1895,"children":1896},{},[1897],{"type":30,"value":1898},"continuity constraints",{"type":25,"tag":255,"props":1900,"children":1901},{},[1902],{"type":30,"value":1903},"model quirks",{"type":25,"tag":255,"props":1905,"children":1906},{},[1907],{"type":30,"value":1908},"asset licensing",{"type":25,"tag":255,"props":1910,"children":1911},{},[1912],{"type":30,"value":1913},"render cost",{"type":25,"tag":255,"props":1915,"children":1916},{},[1917],{"type":30,"value":1918},"client taste",{"type":25,"tag":26,"props":1920,"children":1921},{},[1922],{"type":30,"value":1628},{"type":25,"tag":251,"props":1924,"children":1925},{},[1926,1931,1936,1941,1946,1951,1956,1961],{"type":25,"tag":255,"props":1927,"children":1928},{},[1929],{"type":30,"value":1930},"script",{"type":25,"tag":255,"props":1932,"children":1933},{},[1934],{"type":30,"value":1935},"storyboards",{"type":25,"tag":255,"props":1937,"children":1938},{},[1939],{"type":30,"value":1940},"generated shots",{"type":25,"tag":255,"props":1942,"children":1943},{},[1944],{"type":30,"value":1945},"prompt outputs",{"type":25,"tag":255,"props":1947,"children":1948},{},[1949],{"type":30,"value":1950},"user feedback",{"type":25,"tag":255,"props":1952,"children":1953},{},[1954],{"type":30,"value":1955},"failed renders",{"type":25,"tag":255,"props":1957,"children":1958},{},[1959],{"type":30,"value":1960},"reference images",{"type":25,"tag":255,"props":1962,"children":1963},{},[1964],{"type":30,"value":1965},"asset metadata",{"type":25,"tag":26,"props":1967,"children":1968},{},[1969],{"type":30,"value":1681},{"type":25,"tag":251,"props":1971,"children":1972},{},[1973,1978,1983,1988,1993,1998,2003,2008,2013],{"type":25,"tag":255,"props":1974,"children":1975},{},[1976],{"type":30,"value":1977},"break script into scenes",{"type":25,"tag":255,"props":1979,"children":1980},{},[1981],{"type":30,"value":1982},"generate shot prompts",{"type":25,"tag":255,"props":1984,"children":1985},{},[1986],{"type":30,"value":1987},"choose model",{"type":25,"tag":255,"props":1989,"children":1990},{},[1991],{"type":30,"value":1992},"render",{"type":25,"tag":255,"props":1994,"children":1995},{},[1996],{"type":30,"value":1997},"compare continuity",{"type":25,"tag":255,"props":1999,"children":2000},{},[2001],{"type":30,"value":2002},"revise",{"type":25,"tag":255,"props":2004,"children":2005},{},[2006],{"type":30,"value":2007},"create alternate cut",{"type":25,"tag":255,"props":2009,"children":2010},{},[2011],{"type":30,"value":2012},"ask for signoff",{"type":25,"tag":255,"props":2014,"children":2015},{},[2016],{"type":30,"value":2017},"update the project bible",{"type":25,"tag":26,"props":2019,"children":2020},{},[2021],{"type":30,"value":1734},{"type":25,"tag":251,"props":2023,"children":2024},{},[2025,2030,2035,2040,2045,2050],{"type":25,"tag":255,"props":2026,"children":2027},{},[2028],{"type":30,"value":2029},"coherent story",{"type":25,"tag":255,"props":2031,"children":2032},{},[2033],{"type":30,"value":2034},"visual continuity",{"type":25,"tag":255,"props":2036,"children":2037},{},[2038],{"type":30,"value":2039},"lower render waste",{"type":25,"tag":255,"props":2041,"children":2042},{},[2043],{"type":30,"value":2044},"faster iteration",{"type":25,"tag":255,"props":2046,"children":2047},{},[2048],{"type":30,"value":2049},"fewer subjective surprises",{"type":25,"tag":255,"props":2051,"children":2052},{},[2053],{"type":30,"value":2054},"publishable output",{"type":25,"tag":26,"props":2056,"children":2057},{},[2058],{"type":30,"value":2059},"So the Melies harness should eval:",{"type":25,"tag":251,"props":2061,"children":2062},{},[2063,2068,2072,2076,2081,2086,2091,2096,2101,2106],{"type":25,"tag":255,"props":2064,"children":2065},{},[2066],{"type":30,"value":2067},"script-to-shot decomposition",{"type":25,"tag":255,"props":2069,"children":2070},{},[2071],{"type":30,"value":898},{"type":25,"tag":255,"props":2073,"children":2074},{},[2075],{"type":30,"value":903},{"type":25,"tag":255,"props":2077,"children":2078},{},[2079],{"type":30,"value":2080},"style adherence",{"type":25,"tag":255,"props":2082,"children":2083},{},[2084],{"type":30,"value":2085},"prompt repair",{"type":25,"tag":255,"props":2087,"children":2088},{},[2089],{"type":30,"value":2090},"asset provenance",{"type":25,"tag":255,"props":2092,"children":2093},{},[2094],{"type":30,"value":2095},"cost and render-time ceilings",{"type":25,"tag":255,"props":2097,"children":2098},{},[2099],{"type":30,"value":2100},"feedback incorporation",{"type":25,"tag":255,"props":2102,"children":2103},{},[2104],{"type":30,"value":2105},"edit continuity",{"type":25,"tag":255,"props":2107,"children":2108},{},[2109],{"type":30,"value":2110},"human signoff for subjective choices",{"type":25,"tag":26,"props":2112,"children":2113},{},[2114],{"type":30,"value":2115},"Different domain, same principle. The harness converts a model into a working operator.",{"type":25,"tag":159,"props":2117,"children":2119},{"id":2118},"the-admin-page-matters",[2120],{"type":30,"value":2121},"The Admin Page Matters",{"type":25,"tag":26,"props":2123,"children":2124},{},[2125],{"type":30,"value":2126},"One surprisingly important lesson: humans need to see the harness.",{"type":25,"tag":26,"props":2128,"children":2129},{},[2130],{"type":30,"value":2131},"If the harness is invisible, no one knows whether the agent is improving. You get anecdotes instead of telemetry. You remember the impressive run and forget the stuck ones. You feel progress without measuring it.",{"type":25,"tag":26,"props":2133,"children":2134},{},[2135],{"type":30,"value":2136},"The admin surface should show:",{"type":25,"tag":251,"props":2138,"children":2139},{},[2140,2145,2150,2155,2160,2165,2170,2175,2180,2185,2190,2195,2200,2205],{"type":25,"tag":255,"props":2141,"children":2142},{},[2143],{"type":30,"value":2144},"installed harnesses",{"type":25,"tag":255,"props":2146,"children":2147},{},[2148],{"type":30,"value":2149},"contract completeness",{"type":25,"tag":255,"props":2151,"children":2152},{},[2153],{"type":30,"value":2154},"active workspaces",{"type":25,"tag":255,"props":2156,"children":2157},{},[2158],{"type":30,"value":2159},"required integrations",{"type":25,"tag":255,"props":2161,"children":2162},{},[2163],{"type":30,"value":2164},"skills loaded",{"type":25,"tag":255,"props":2166,"children":2167},{},[2168],{"type":30,"value":2169},"latest eval results",{"type":25,"tag":255,"props":2171,"children":2172},{},[2173],{"type":30,"value":2174},"pass rate",{"type":25,"tag":255,"props":2176,"children":2177},{},[2178],{"type":30,"value":2179},"average score",{"type":25,"tag":255,"props":2181,"children":2182},{},[2183],{"type":30,"value":2184},"total cost",{"type":25,"tag":255,"props":2186,"children":2187},{},[2188],{"type":30,"value":2189},"cost per success",{"type":25,"tag":255,"props":2191,"children":2192},{},[2193],{"type":30,"value":2194},"median task time",{"type":25,"tag":255,"props":2196,"children":2197},{},[2198],{"type":30,"value":2199},"recovery rate",{"type":25,"tag":255,"props":2201,"children":2202},{},[2203],{"type":30,"value":2204},"stuck-run rate",{"type":25,"tag":255,"props":2206,"children":2207},{},[2208],{"type":30,"value":2209},"baseline deltas",{"type":25,"tag":26,"props":2211,"children":2212},{},[2213],{"type":30,"value":2214},"This is why NanoCorp-style telemetry is the right instinct: cost per task, median task time, recovery rate. The exact numbers matter less than the dashboard shape. A harness release should have before/after evidence.",{"type":25,"tag":26,"props":2216,"children":2217},{},[2218],{"type":30,"value":2219},"If cost goes down but recovery also goes down, you did not improve the agent. If pass rate goes up because the eval got easier, you did not improve the agent. If the agent completes more tasks by taking unsafe actions, you did not improve the agent.",{"type":25,"tag":26,"props":2221,"children":2222},{},[2223],{"type":30,"value":2224},"The harness dashboard is where taste meets accountability.",{"type":25,"tag":159,"props":2226,"children":2228},{"id":2227},"self-improvement-is-a-loop-not-a-vibe",[2229],{"type":30,"value":2230},"Self-Improvement Is a Loop, Not a Vibe",{"type":25,"tag":26,"props":2232,"children":2233},{},[2234],{"type":30,"value":2235},"Everyone says self-improving agents. Most mean \"the agent writes a note after failing.\"",{"type":25,"tag":26,"props":2237,"children":2238},{},[2239],{"type":30,"value":2240},"That is not enough.",{"type":25,"tag":26,"props":2242,"children":2243},{},[2244],{"type":30,"value":2245},"A real self-improvement loop looks like this:",{"type":25,"tag":359,"props":2247,"children":2248},{},[2249,2254,2259,2264,2269,2274,2279,2284,2289,2294,2299,2304],{"type":25,"tag":255,"props":2250,"children":2251},{},[2252],{"type":30,"value":2253},"Capture the trace.",{"type":25,"tag":255,"props":2255,"children":2256},{},[2257],{"type":30,"value":2258},"Capture the outcome.",{"type":25,"tag":255,"props":2260,"children":2261},{},[2262],{"type":30,"value":2263},"Capture human correction.",{"type":25,"tag":255,"props":2265,"children":2266},{},[2267],{"type":30,"value":2268},"Label the failure.",{"type":25,"tag":255,"props":2270,"children":2271},{},[2272],{"type":30,"value":2273},"Cluster repeated failures.",{"type":25,"tag":255,"props":2275,"children":2276},{},[2277],{"type":30,"value":2278},"Promote the cluster into an eval.",{"type":25,"tag":255,"props":2280,"children":2281},{},[2282],{"type":30,"value":2283},"Create a scoped improvement task.",{"type":25,"tag":255,"props":2285,"children":2286},{},[2287],{"type":30,"value":2288},"Change the prompt, tool, router, verifier, adapter, or docs.",{"type":25,"tag":255,"props":2290,"children":2291},{},[2292],{"type":30,"value":2293},"Run targeted evals.",{"type":25,"tag":255,"props":2295,"children":2296},{},[2297],{"type":30,"value":2298},"Run regression evals.",{"type":25,"tag":255,"props":2300,"children":2301},{},[2302],{"type":30,"value":2303},"Accept or reject the change.",{"type":25,"tag":255,"props":2305,"children":2306},{},[2307],{"type":30,"value":2308},"Update the baseline only after review.",{"type":25,"tag":26,"props":2310,"children":2311},{},[2312,2319],{"type":25,"tag":63,"props":2313,"children":2316},{"href":2314,"rel":2315},"https://openai.com/index/building-self-improving-tax-agents-with-codex/",[67],[2317],{"type":30,"value":2318},"OpenAI's tax-agent writeup",{"type":30,"value":2320}," is valuable because it shows this pattern in the wild: evidence becomes findings, findings become evals, evals become engineering tasks, tasks get verified.",{"type":25,"tag":26,"props":2322,"children":2323},{},[2324],{"type":30,"value":2325},"That is the loop we need for agents that run companies or studios.",{"type":25,"tag":26,"props":2327,"children":2328},{},[2329],{"type":30,"value":2330},"Not \"the agent changed itself.\" More like: the harness found a repeated failure, proposed a change, proved the change improved the target eval without breaking the baseline, and a human accepted the new version.",{"type":25,"tag":26,"props":2332,"children":2333},{},[2334],{"type":30,"value":2335},"Self-improvement without evals is just mutation.",{"type":25,"tag":159,"props":2337,"children":2339},{"id":2338},"the-product-boundary-moves",[2340],{"type":30,"value":2341},"The Product Boundary Moves",{"type":25,"tag":26,"props":2343,"children":2344},{},[2345],{"type":30,"value":2346},"This is the strategic point.",{"type":25,"tag":26,"props":2348,"children":2349},{},[2350],{"type":30,"value":2351},"In the GUI era, the product was the interface. You built screens for humans to click. The moat was usability, workflow, and distribution.",{"type":25,"tag":26,"props":2353,"children":2354},{},[2355],{"type":30,"value":2356},"In the agent era, the product boundary moves down.",{"type":25,"tag":26,"props":2358,"children":2359},{},[2360],{"type":30,"value":2361},"The agent does not need your dashboard. It needs your structured state, your tool surface, your auth model, your pricing, your error recovery, your evals, your trust guarantees, your default position inside other agents' skills.",{"type":25,"tag":26,"props":2363,"children":2364},{},[2365],{"type":30,"value":2366},"This changes what software companies should build.",{"type":25,"tag":26,"props":2368,"children":2369},{},[2370],{"type":30,"value":2371},"A normal SaaS product asks:",{"type":25,"tag":971,"props":2373,"children":2374},{},[2375],{"type":25,"tag":26,"props":2376,"children":2377},{},[2378],{"type":30,"value":2379},"What should the user see?",{"type":25,"tag":26,"props":2381,"children":2382},{},[2383],{"type":30,"value":2384},"An agent-native product asks:",{"type":25,"tag":971,"props":2386,"children":2387},{},[2388],{"type":25,"tag":26,"props":2389,"children":2390},{},[2391],{"type":30,"value":2392},"What should the agent be allowed to know, decide, and do?",{"type":25,"tag":26,"props":2394,"children":2395},{},[2396],{"type":30,"value":2397},"That is a harness question.",{"type":25,"tag":26,"props":2399,"children":2400},{},[2401],{"type":30,"value":2402},"The companies that understand this will stop treating agents as chatbots on top of existing apps. They will build operating contracts, typed tools, machine-native auth, model routing, trace stores, eval suites, and improvement loops.",{"type":25,"tag":26,"props":2404,"children":2405},{},[2406],{"type":30,"value":2407},"The companies that do not will keep adding AI sidebars to dashboards that agents do not want to use.",{"type":25,"tag":159,"props":2409,"children":2411},{"id":2410},"the-playbook",[2412],{"type":30,"value":2413},"The Playbook",{"type":25,"tag":26,"props":2415,"children":2416},{},[2417],{"type":30,"value":2418},"If I had to compress everything we learned into a build order, it would be this.",{"type":25,"tag":26,"props":2420,"children":2421},{},[2422,2427],{"type":25,"tag":1331,"props":2423,"children":2424},{},[2425],{"type":30,"value":2426},"1. Define the operating contract.",{"type":30,"value":2428}," Identity, channels, capabilities, authority, routing, memory, output, budget, UI affordances.",{"type":25,"tag":26,"props":2430,"children":2431},{},[2432,2437],{"type":25,"tag":1331,"props":2433,"children":2434},{},[2435],{"type":30,"value":2436},"2. Make context navigable.",{"type":30,"value":2438}," Stable prompt sections, deterministic tool ordering, config events, compaction policy, artifact budgets, project instructions as maps.",{"type":25,"tag":26,"props":2440,"children":2441},{},[2442,2447],{"type":25,"tag":1331,"props":2443,"children":2444},{},[2445],{"type":30,"value":2446},"3. Make tools agent-native.",{"type":30,"value":2448}," Typed inputs, structured outputs, stable IDs, dry-run support, corrective error messages, independent verification.",{"type":25,"tag":26,"props":2450,"children":2451},{},[2452,2457],{"type":25,"tag":1331,"props":2453,"children":2454},{},[2455],{"type":30,"value":2456},"4. Add a method layer.",{"type":30,"value":2458}," Repeatable domain workflows with typed inputs, explicit steps, model routes, structured outputs, validations, and audit traces.",{"type":25,"tag":26,"props":2460,"children":2461},{},[2462,2467],{"type":25,"tag":1331,"props":2463,"children":2464},{},[2465],{"type":30,"value":2466},"5. Add trace capture before adding ambition.",{"type":30,"value":2468}," Model calls, tool calls, authority events, artifacts, checkpoints, failures, costs, duration, route IDs.",{"type":25,"tag":26,"props":2470,"children":2471},{},[2472,2477],{"type":25,"tag":1331,"props":2473,"children":2474},{},[2475],{"type":30,"value":2476},"6. Build deterministic evals first.",{"type":30,"value":2478}," Required tools, forbidden tools, authority, cost ceiling, model route, checkpoint, redaction.",{"type":25,"tag":26,"props":2480,"children":2481},{},[2482,2487],{"type":25,"tag":1331,"props":2483,"children":2484},{},[2485],{"type":30,"value":2486},"7. Add simulated worlds.",{"type":30,"value":2488}," A company simulator for Win.sh. A creative production simulator for Melies. The agent needs to act under uncertainty, not replay canned traces forever.",{"type":25,"tag":26,"props":2490,"children":2491},{},[2492,2497],{"type":25,"tag":1331,"props":2493,"children":2494},{},[2495],{"type":30,"value":2496},"8. Add reviewer loops.",{"type":30,"value":2498}," Planner, executor, verifier, critic, and final approver roles. Measure whether extra agents improve quality per dollar.",{"type":25,"tag":26,"props":2500,"children":2501},{},[2502,2507],{"type":25,"tag":1331,"props":2503,"children":2504},{},[2505],{"type":30,"value":2506},"9. Add rubric judges carefully.",{"type":30,"value":2508}," Calibrate against human labels. Score one dimension at a time. Track judge drift.",{"type":25,"tag":26,"props":2510,"children":2511},{},[2512,2517],{"type":25,"tag":1331,"props":2513,"children":2514},{},[2515],{"type":30,"value":2516},"10. Build the admin view.",{"type":30,"value":2518}," Harnesses, contracts, methods, evals, costs, routes, recovery, context health, baseline deltas.",{"type":25,"tag":26,"props":2520,"children":2521},{},[2522,2527],{"type":25,"tag":1331,"props":2523,"children":2524},{},[2525],{"type":30,"value":2526},"11. Close the self-improvement loop.",{"type":30,"value":2528}," Production trace → failure cluster → eval → scoped fix → regression suite → reviewed baseline.",{"type":25,"tag":26,"props":2530,"children":2531},{},[2532,2537],{"type":25,"tag":1331,"props":2533,"children":2534},{},[2535],{"type":30,"value":2536},"12. Keep the core independent.",{"type":30,"value":2538}," The open-source harness should contain contracts, runners, metrics, logging, export. Product-specific prompts, traces, tools, and outcomes stay private.",{"type":25,"tag":26,"props":2540,"children":2541},{},[2542,2547,2549,2556],{"type":25,"tag":1331,"props":2543,"children":2544},{},[2545],{"type":30,"value":2546},"13. Register the harness.",{"type":30,"value":2548}," Hugging Face now explicitly asks builders to ",{"type":25,"tag":63,"props":2550,"children":2553},{"href":2551,"rel":2552},"https://huggingface.co/docs/hub/agents-overview#register-your-agent-harness",[67],[2554],{"type":30,"value":2555},"register agent harnesses",{"type":30,"value":2557},". This is a small signal, but an important one: harnesses are becoming a recognized category.",{"type":25,"tag":159,"props":2559,"children":2561},{"id":2560},"the-hard-part",[2562],{"type":30,"value":2563},"The Hard Part",{"type":25,"tag":26,"props":2565,"children":2566},{},[2567],{"type":30,"value":2568},"The hard part is not making an agent impressive once.",{"type":25,"tag":26,"props":2570,"children":2571},{},[2572],{"type":30,"value":2573},"The hard part is making it reliable enough that you can give it more authority.",{"type":25,"tag":26,"props":2575,"children":2576},{},[2577],{"type":30,"value":2578},"That requires a different engineering culture. Less demo. More telemetry. Less prompt worship. More contracts. Less \"the model is smart.\" More \"the run passed because it observed, routed, acted, verified, checkpointed, and stayed inside authority.\"",{"type":25,"tag":26,"props":2580,"children":2581},{},[2582],{"type":30,"value":2583},"The agentic economy will not be built by models alone.",{"type":25,"tag":26,"props":2585,"children":2586},{},[2587],{"type":30,"value":2588},"It will be built by harnesses that turn models into accountable operators.",{"type":25,"tag":26,"props":2590,"children":2591},{},[2592],{"type":30,"value":2593},"For Win.sh, that means a harness that can operate inside the POMDP of entrepreneurship: uncertain state, costly observations, risky actions, delayed rewards.",{"type":25,"tag":26,"props":2595,"children":2596},{},[2597],{"type":30,"value":2598},"For Melies, it means a harness that can operate inside the POMDP of creative production: unstable outputs, continuity constraints, subjective taste, expensive iteration.",{"type":25,"tag":26,"props":2600,"children":2601},{},[2602],{"type":30,"value":2603},"For every company building agents, it means the same thing:",{"type":25,"tag":26,"props":2605,"children":2606},{},[2607],{"type":30,"value":2608},"Your prompt is not enough.",{"type":25,"tag":26,"props":2610,"children":2611},{},[2612],{"type":30,"value":2613},"Your model choice is not enough.",{"type":25,"tag":26,"props":2615,"children":2616},{},[2617],{"type":30,"value":2618},"Your tool list is not enough.",{"type":25,"tag":26,"props":2620,"children":2621},{},[2622],{"type":30,"value":2623},"The harness is where the agent becomes real.",{"type":25,"tag":26,"props":2625,"children":2626},{},[2627],{"type":30,"value":2628},"And eventually, the harness is the product.",{"title":7,"searchDepth":2630,"depth":2630,"links":2631},2,[2632,2633,2634,2635,2636,2637,2638,2639,2640,2641,2642,2643,2644,2645,2646,2647,2648],{"id":161,"depth":2630,"text":164},{"id":221,"depth":2630,"text":224},{"id":332,"depth":2630,"text":335},{"id":553,"depth":2630,"text":556},{"id":697,"depth":2630,"text":700},{"id":804,"depth":2630,"text":807},{"id":951,"depth":2630,"text":954},{"id":1063,"depth":2630,"text":1066},{"id":1295,"depth":2630,"text":1298},{"id":1400,"depth":2630,"text":1403},{"id":1562,"depth":2630,"text":1565},{"id":1858,"depth":2630,"text":1861},{"id":2118,"depth":2630,"text":2121},{"id":2227,"depth":2630,"text":2230},{"id":2338,"depth":2630,"text":2341},{"id":2410,"depth":2630,"text":2413},{"id":2560,"depth":2630,"text":2563},"markdown","content:blog:the-harness-is-the-product.md","content","blog/the-harness-is-the-product.md","md",[2655,2659,2662],{"_path":2656,"title":2657,"date":2658},"/blog/the-gui-parenthesis","The GUI Parenthesis","2026-03-13",{"_path":2660,"title":19,"date":2661},"/blog/the-agentic-economy","2026-03-18",{"_path":4,"title":8,"date":11},{"version":2664,"methodology":2665,"lastUpdated":2666,"description":2667,"categories":2668,"labels":2750,"readings":2772},"3.4","https://yukicapital.com/intelligence-disruption-index#methodology","2026-04-02T22:08:23.179Z","Intelligence Disruption Index v3 — measuring whether AI is replacing human work",[2669,2700,2715,2731],{"id":2670,"name":2671,"weight":2672,"signals":2673},"displacement","Job Displacement",0.25,[2674,2678,2682,2686,2689,2693,2697],{"id":2675,"name":2676,"weight":2677},"ai_exposed_jobs","AI-Exposed Jobs",0.2,{"id":2679,"name":2680,"weight":2681},"indeed_job_postings","Indeed AI Postings",0.18,{"id":2683,"name":2684,"weight":2685},"indeed_total_postings","Indeed Total Postings",0.08,{"id":2687,"name":2688,"weight":2681},"info_unemployment","Info Sector Unemployment",{"id":2690,"name":2691,"weight":2692},"big4_headcount","Big 4 Headcount",0.15,{"id":2694,"name":2695,"weight":2696},"wage_compression","Wage Compression",0.13,{"id":2698,"name":2699,"weight":2685},"business_formations","Business Formations",{"id":2701,"name":2702,"weight":2672,"signals":2703},"cost","AI Capacity & Cost",[2704,2708,2712],{"id":2705,"name":2706,"weight":2707},"frontier_agent_horizon","Agent Horizon (METR)",0.45,{"id":2709,"name":2710,"weight":2711},"cheapest_frontier","Cheapest Model",0.3,{"id":2713,"name":2714,"weight":2672},"median_frontier_price","Median Frontier Price",{"id":2716,"name":2717,"weight":2672,"signals":2718},"penetration","AI Penetration",[2719,2722,2725,2728],{"id":2720,"name":2721,"weight":2672},"ai_web_content","AI Web Content",{"id":2723,"name":2724,"weight":2692},"ai_in_science","AI in Science",{"id":2726,"name":2727,"weight":2711},"enterprise_ai_seats","Enterprise AI Seats",{"id":2729,"name":2730,"weight":2711},"ai_automation_rate","AI Automation Rate",{"id":2732,"name":2733,"weight":2672,"signals":2734},"automation","Physical Automation",[2735,2738,2741,2744,2747],{"id":2736,"name":2737,"weight":2672},"amazon_robot_ratio","Amazon Robot Ratio",{"id":2739,"name":2740,"weight":2692},"humanoid_robots","Humanoid Robots",{"id":2742,"name":2743,"weight":2692},"autonomous_miles","CA AV Miles",{"id":2745,"name":2746,"weight":2672},"warehouse_employment","Warehouse Share",{"id":2748,"name":2749,"weight":2677},"transport_employment","Transport Share",[2751,2756,2760,2764,2768],{"min":2752,"max":2753,"label":2754,"meaning":2755},0,20,"Minimal","AI has little measurable economic impact",{"min":2753,"max":2757,"label":2758,"meaning":2759},40,"Early","Signals emerging, no broad labor effects",{"min":2757,"max":2761,"label":2762,"meaning":2763},60,"Moderate","Clear economic signals in AI-exposed sectors",{"min":2761,"max":2765,"label":2766,"meaning":2767},80,"Significant","Broad labor market restructuring underway",{"min":2765,"max":2769,"label":2770,"meaning":2771},100,"Extreme","Systemic transformation of human labor",[2773,2884,2969,3046,3128,3204,3286,3365,3439,3516,3590,3665,3740,3824,3915,4006,4103,4197,4286,4380,4470,4557,4648,4737,4822,4914,4998,5088,5170,5250,5338,5423,5510,5590,5675,5758,5842,5933,6018,6103,6185,6270,6348,6435,6521,6606,6693,6778,6864,6960,7045,7130,7218,7301,7383,7472,7558,7645,7733,7815,7909,8003,8090,8173,8256,8349,8439,8521,8604,8692,8771,8857,8941,9031,9110,9189,9269,9341,9421,9505,9586,9663,9741,9823,9906,9980,10044],{"date":2774,"composite":2775,"categories":2778,"metadata":2880},"2019-01",{"raw":2776,"smoothed":2776,"delta":2777,"deltaSmoothed":2777},17.2,null,{"displacement":2779,"cost":2816,"penetration":2829,"automation":2849},{"score":2780,"signals":2781},34.4,{"ai_exposed_jobs":2782,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":2789,"big4_headcount":2794,"wage_compression":2800,"business_formations":2809},{"score":2783,"raw":2784,"source":2788},5.8,{"currentEmployment":2785,"baselineEmployment":2786,"declineFromBaseline":2787},7720000,7370000,0.0475,"bls_oews",{"score":2790,"raw":2791,"source":2793},51.3,{"rate":2792},4.13,"fred",{"score":2795,"raw":2796,"source":2799},48,{"totalHeadcount":2797,"yoyGrowth":2752,"displayGrowth":2798},1077005,"+0.0%","big4_headcount_json",{"score":2801,"raw":2802,"source":2793},5,{"currentWage":2803,"priorWage":2804,"nominalYoY":2805,"cpiYoY":2806,"realWageYoY":2807,"realWageYoYPct":2808},41.71,38.95,0.0709,0.0149,0.056,"5.60%",{"score":2810,"raw":2811,"source":2793},90,{"currentAvg":2812,"baselineAvg":2813,"deviationPct":2814,"deviationPctDisplay":2815},288374,423650,-0.3193,"-31.9%",{"score":2817,"signals":2818},7.5,{"frontier_agent_horizon":2777,"cheapest_frontier":2819,"median_frontier_price":2824},{"score":2801,"raw":2820,"source":2823},{"cheapestPrice":2821,"displayPrice":2822},120,"$120/MTok","pricing_history",{"score":2825,"raw":2826,"source":2828},10.5,{"medianPrice":2761,"displayPrice":2827},"$60/MTok","median_frontier_price_history",{"score":2830,"signals":2831},6.1,{"ai_web_content":2832,"ai_in_science":2836,"enterprise_ai_seats":2842,"ai_automation_rate":2846},{"score":2801,"raw":2833,"source":2835},{"percentage":2752,"displayPct":2834},"0%","ai_web_content_history",{"score":2837,"raw":2838,"source":2841},12.5,{"ratio":2839,"percentage":2840},0.015,"1.50%","ai_in_science_history",{"score":2801,"raw":2843,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},"0/1M","enterprise_ai_seats_history",{"score":2801,"raw":2847,"source":2848},{"automationRate":2752,"displayRate":2834},"anthropic_economic_index",{"score":2850,"signals":2851},20.8,{"amazon_robot_ratio":2852,"humanoid_robots":2859,"autonomous_miles":2866,"warehouse_employment":2874,"transport_employment":2877},{"score":2853,"raw":2854,"source":2858},24,{"robots":2855,"employees":2856,"ratioPer1000":2857},200000,798000,250.63,"amazon_robots_json",{"score":2860,"raw":2861,"source":2865},17.4,{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},32000,7.71,4.15,"humanoid_robots_json",{"score":2867,"raw":2868,"source":2873},21.5,{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},2880612,1451000,0.0009,315,"autonomous_miles_json",{"score":2753,"raw":2875,"source":2793},{"currentShare":2876,"baselineShare":2876,"shareDecline":2752},0.782,{"score":2753,"raw":2878,"source":2793},{"currentShare":2879,"baselineShare":2879,"shareDecline":2752},3.724,{"signalsAvailable":2881,"signalsTotal":2882,"quality":2883},16,19,"high",{"date":2885,"composite":2886,"categories":2889,"metadata":2967},"2019-02",{"raw":2887,"smoothed":2776,"delta":2888,"deltaSmoothed":2752},17.1,-0.1,{"displacement":2890,"cost":2920,"penetration":2934,"automation":2948},{"score":2891,"signals":2892},34.6,{"ai_exposed_jobs":2893,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":2897,"big4_headcount":2901,"wage_compression":2907,"business_formations":2915},{"score":2817,"raw":2894,"source":2788},{"currentEmployment":2895,"baselineEmployment":2786,"declineFromBaseline":2896},7676667,0.0416,{"score":2898,"raw":2899,"source":2793},52.3,{"rate":2900},4.23,{"score":2902,"raw":2903,"source":2799},45.4,{"totalHeadcount":2904,"yoyGrowth":2905,"displayGrowth":2906},1081359,0.004,"+0.4%",{"score":2801,"raw":2908,"source":2793},{"currentWage":2909,"priorWage":2910,"nominalYoY":2911,"cpiYoY":2912,"realWageYoY":2913,"realWageYoYPct":2914},41.73,39.15,0.0659,0.0152,0.0533,"5.33%",{"score":2810,"raw":2916,"source":2793},{"currentAvg":2917,"baselineAvg":2813,"deviationPct":2918,"deviationPctDisplay":2919},291235,-0.3126,"-31.3%",{"score":2921,"signals":2922},6.4,{"frontier_agent_horizon":2923,"cheapest_frontier":2928,"median_frontier_price":2932},{"score":2801,"raw":2924,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},"GPT-2",-3,"metr_agent_horizon_json",{"score":2801,"raw":2929,"source":2823},{"cheapestPrice":2930,"displayPrice":2931},116.4,"$116.4/MTok",{"score":2825,"raw":2933,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":2935,"signals":2936},6.2,{"ai_web_content":2937,"ai_in_science":2939,"enterprise_ai_seats":2944,"ai_automation_rate":2946},{"score":2801,"raw":2938,"source":2835},{"percentage":2752,"displayPct":2834},{"score":2940,"raw":2941,"source":2841},12.8,{"ratio":2942,"percentage":2943},0.0156,"1.56%",{"score":2801,"raw":2945,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":2947,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":2949,"signals":2950},21.2,{"amazon_robot_ratio":2951,"humanoid_robots":2953,"autonomous_miles":2955,"warehouse_employment":2957,"transport_employment":2962},{"score":2853,"raw":2952,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":2954,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":2956,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":2958,"raw":2959,"source":2793},19.8,{"currentShare":2960,"baselineShare":2876,"shareDecline":2961},0.785,0.003,{"score":2963,"raw":2964,"source":2793},22.1,{"currentShare":2965,"baselineShare":2879,"shareDecline":2966},3.713,-0.011,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},17,{"date":2970,"composite":2971,"categories":2972,"metadata":3045},"2019-03",{"raw":2887,"smoothed":2776,"delta":2752,"deltaSmoothed":2752},{"displacement":2973,"cost":3003,"penetration":3013,"automation":3026},{"score":2891,"signals":2974},{"ai_exposed_jobs":2975,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":2980,"big4_headcount":2984,"wage_compression":2990,"business_formations":2998},{"score":2976,"raw":2977,"source":2788},9.3,{"currentEmployment":2978,"baselineEmployment":2786,"declineFromBaseline":2979},7633333,0.0357,{"score":2981,"raw":2982,"source":2793},52.7,{"rate":2983},4.27,{"score":2985,"raw":2986,"source":2799},42.7,{"totalHeadcount":2987,"yoyGrowth":2988,"displayGrowth":2989},1085714,0.0081,"+0.8%",{"score":2801,"raw":2991,"source":2793},{"currentWage":2992,"priorWage":2993,"nominalYoY":2994,"cpiYoY":2995,"realWageYoY":2996,"realWageYoYPct":2997},42.08,39.32,0.0702,0.0188,0.0527,"5.27%",{"score":2810,"raw":2999,"source":2793},{"currentAvg":3000,"baselineAvg":2813,"deviationPct":3001,"deviationPctDisplay":3002},292084,-0.3106,"-31.1%",{"score":2921,"signals":3004},{"frontier_agent_horizon":3005,"cheapest_frontier":3007,"median_frontier_price":3011},{"score":2801,"raw":3006,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":2801,"raw":3008,"source":2823},{"cheapestPrice":3009,"displayPrice":3010},113.15,"$113.15/MTok",{"score":2825,"raw":3012,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":2935,"signals":3014},{"ai_web_content":3015,"ai_in_science":3017,"enterprise_ai_seats":3022,"ai_automation_rate":3024},{"score":2801,"raw":3016,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3018,"raw":3019,"source":2841},13.1,{"ratio":3020,"percentage":3021},0.0162,"1.62%",{"score":2801,"raw":3023,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3025,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3027,"signals":3028},21.1,{"amazon_robot_ratio":3029,"humanoid_robots":3031,"autonomous_miles":3033,"warehouse_employment":3035,"transport_employment":3040},{"score":2853,"raw":3030,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3032,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3034,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3036,"raw":3037,"source":2793},19.9,{"currentShare":3038,"baselineShare":2876,"shareDecline":3039},0.783,0.001,{"score":3041,"raw":3042,"source":2793},21.6,{"currentShare":3043,"baselineShare":2879,"shareDecline":3044},3.716,-0.008,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3047,"composite":3048,"categories":3052,"metadata":3127},"2019-04",{"raw":3049,"smoothed":2968,"delta":3050,"deltaSmoothed":3051},16.7,-0.4,-0.2,{"displacement":3053,"cost":3085,"penetration":3095,"automation":3108},{"score":3054,"signals":3055},33.4,{"ai_exposed_jobs":3056,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3061,"big4_headcount":3065,"wage_compression":3071,"business_formations":3080},{"score":3057,"raw":3058,"source":2788},11,{"currentEmployment":3059,"baselineEmployment":2786,"declineFromBaseline":3060},7590000,0.0299,{"score":3062,"raw":3063,"source":2793},47.3,{"rate":3064},3.87,{"score":3066,"raw":3067,"source":2799},40.1,{"totalHeadcount":3068,"yoyGrowth":3069,"displayGrowth":3070},1090068,0.0121,"+1.2%",{"score":3072,"raw":3073,"source":2793},6.3,{"currentWage":3074,"priorWage":3075,"nominalYoY":3076,"cpiYoY":3077,"realWageYoY":3078,"realWageYoYPct":3079},41.82,39.45,0.0601,0.02,0.0474,"4.74%",{"score":2810,"raw":3081,"source":2793},{"currentAvg":3082,"baselineAvg":2813,"deviationPct":3083,"deviationPctDisplay":3084},297828,-0.297,"-29.7%",{"score":2921,"signals":3086},{"frontier_agent_horizon":3087,"cheapest_frontier":3089,"median_frontier_price":3093},{"score":2801,"raw":3088,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":2801,"raw":3090,"source":2823},{"cheapestPrice":3091,"displayPrice":3092},109.56,"$109.56/MTok",{"score":2825,"raw":3094,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":3072,"signals":3096},{"ai_web_content":3097,"ai_in_science":3099,"enterprise_ai_seats":3104,"ai_automation_rate":3106},{"score":2801,"raw":3098,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3100,"raw":3101,"source":2841},13.4,{"ratio":3102,"percentage":3103},0.0168,"1.68%",{"score":2801,"raw":3105,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3107,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3109,"signals":3110},20.6,{"amazon_robot_ratio":3111,"humanoid_robots":3113,"autonomous_miles":3115,"warehouse_employment":3117,"transport_employment":3122},{"score":2853,"raw":3112,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3114,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3116,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3118,"raw":3119,"source":2793},19.3,{"currentShare":3120,"baselineShare":2876,"shareDecline":3121},0.795,0.013,{"score":3123,"raw":3124,"source":2793},19.7,{"currentShare":3125,"baselineShare":2879,"shareDecline":3126},3.73,0.007,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3129,"composite":3130,"categories":3133,"metadata":3203},"2019-05",{"raw":3131,"smoothed":3132,"delta":3050,"deltaSmoothed":3051},16.3,16.8,{"displacement":3134,"cost":3163,"penetration":3173,"automation":3186},{"score":3135,"signals":3136},31.9,{"ai_exposed_jobs":3137,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3141,"big4_headcount":3144,"wage_compression":3149,"business_formations":3158},{"score":2940,"raw":3138,"source":2788},{"currentEmployment":3139,"baselineEmployment":2786,"declineFromBaseline":3140},7546667,0.024,{"score":2757,"raw":3142,"source":2793},{"rate":3143},3.5,{"score":3145,"raw":3146,"source":2799},37.5,{"totalHeadcount":3147,"yoyGrowth":3020,"displayGrowth":3148},1094423,"+1.6%",{"score":3150,"raw":3151,"source":2793},7.8,{"currentWage":3152,"priorWage":3153,"nominalYoY":3154,"cpiYoY":3155,"realWageYoY":3156,"realWageYoYPct":3157},41.98,39.62,0.0596,0.018,0.0443,"4.43%",{"score":2810,"raw":3159,"source":2793},{"currentAvg":3160,"baselineAvg":2813,"deviationPct":3161,"deviationPctDisplay":3162},293878,-0.3063,"-30.6%",{"score":2921,"signals":3164},{"frontier_agent_horizon":3165,"cheapest_frontier":3167,"median_frontier_price":3171},{"score":2801,"raw":3166,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":2801,"raw":3168,"source":2823},{"cheapestPrice":3169,"displayPrice":3170},106.07,"$106.07/MTok",{"score":2825,"raw":3172,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":3072,"signals":3174},{"ai_web_content":3175,"ai_in_science":3177,"enterprise_ai_seats":3182,"ai_automation_rate":3184},{"score":2801,"raw":3176,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3178,"raw":3179,"source":2841},13.7,{"ratio":3180,"percentage":3181},0.0174,"1.74%",{"score":2801,"raw":3183,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3185,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3187,"signals":3188},20.4,{"amazon_robot_ratio":3189,"humanoid_robots":3191,"autonomous_miles":3193,"warehouse_employment":3195,"transport_employment":3200},{"score":2853,"raw":3190,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3192,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3194,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3196,"raw":3197,"source":2793},18.9,{"currentShare":3198,"baselineShare":2876,"shareDecline":3199},0.804,0.022,{"score":2882,"raw":3201,"source":2793},{"currentShare":3202,"baselineShare":2879,"shareDecline":3077},3.744,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3205,"composite":3206,"categories":3211,"metadata":3285},"2019-06",{"raw":3207,"smoothed":3208,"delta":3209,"deltaSmoothed":3210},15.8,16.5,-0.5,-0.3,{"displacement":3212,"cost":3244,"penetration":3254,"automation":3266},{"score":3213,"signals":3214},30.1,{"ai_exposed_jobs":3215,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3220,"big4_headcount":3224,"wage_compression":3230,"business_formations":3239},{"score":3216,"raw":3217,"source":2788},14.6,{"currentEmployment":3218,"baselineEmployment":2786,"declineFromBaseline":3219},7503333,0.0181,{"score":3221,"raw":3222,"source":2793},31.3,{"rate":3223},3.07,{"score":3225,"raw":3226,"source":2799},34.9,{"totalHeadcount":3227,"yoyGrowth":3228,"displayGrowth":3229},1098777,0.0202,"+2.0%",{"score":3231,"raw":3232,"source":2793},10,{"currentWage":3233,"priorWage":3234,"nominalYoY":3235,"cpiYoY":3236,"realWageYoY":3237,"realWageYoYPct":3238},42.01,39.82,0.055,0.0167,0.04,"4.00%",{"score":2810,"raw":3240,"source":2793},{"currentAvg":3241,"baselineAvg":2813,"deviationPct":3242,"deviationPctDisplay":3243},290357,-0.3146,"-31.5%",{"score":2921,"signals":3245},{"frontier_agent_horizon":3246,"cheapest_frontier":3248,"median_frontier_price":3252},{"score":2801,"raw":3247,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":2801,"raw":3249,"source":2823},{"cheapestPrice":3250,"displayPrice":3251},102.48,"$102.48/MTok",{"score":2825,"raw":3253,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":2921,"signals":3255},{"ai_web_content":3256,"ai_in_science":3258,"enterprise_ai_seats":3262,"ai_automation_rate":3264},{"score":2801,"raw":3257,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3259,"raw":3260,"source":2841},14,{"ratio":3155,"percentage":3261},"1.80%",{"score":2801,"raw":3263,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3265,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3267,"signals":3268},20.1,{"amazon_robot_ratio":3269,"humanoid_robots":3271,"autonomous_miles":3273,"warehouse_employment":3275,"transport_employment":3280},{"score":2853,"raw":3270,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3272,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3274,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3276,"raw":3277,"source":2793},18.5,{"currentShare":3278,"baselineShare":2876,"shareDecline":3279},0.812,0.03,{"score":3281,"raw":3282,"source":2793},18.1,{"currentShare":3283,"baselineShare":2879,"shareDecline":3284},3.762,0.039,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3287,"composite":3288,"categories":3291,"metadata":3364},"2019-07",{"raw":3289,"smoothed":3131,"delta":3290,"deltaSmoothed":3051},15.9,0.1,{"displacement":3292,"cost":3323,"penetration":3334,"automation":3347},{"score":3293,"signals":3294},30.7,{"ai_exposed_jobs":3295,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3299,"big4_headcount":3303,"wage_compression":3309,"business_formations":3318},{"score":3131,"raw":3296,"source":2788},{"currentEmployment":3297,"baselineEmployment":2786,"declineFromBaseline":3298},7460000,0.0122,{"score":3300,"raw":3301,"source":2793},34,{"rate":3302},3.2,{"score":3304,"raw":3305,"source":2799},32.9,{"totalHeadcount":3306,"yoyGrowth":3307,"displayGrowth":3308},1103132,0.0243,"+2.4%",{"score":3310,"raw":3311,"source":2793},9.5,{"currentWage":3312,"priorWage":3313,"nominalYoY":3314,"cpiYoY":3315,"realWageYoY":3316,"realWageYoYPct":3317},42.23,39.79,0.0613,0.0183,0.041,"4.10%",{"score":2810,"raw":3319,"source":2793},{"currentAvg":3320,"baselineAvg":2813,"deviationPct":3321,"deviationPctDisplay":3322},286186,-0.3245,"-32.4%",{"score":2921,"signals":3324},{"frontier_agent_horizon":3325,"cheapest_frontier":3327,"median_frontier_price":3332},{"score":2801,"raw":3326,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":3328,"raw":3329,"source":2823},5.1,{"cheapestPrice":3330,"displayPrice":3331},98.99,"$98.99/MTok",{"score":2825,"raw":3333,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":2921,"signals":3335},{"ai_web_content":3336,"ai_in_science":3338,"enterprise_ai_seats":3343,"ai_automation_rate":3345},{"score":2801,"raw":3337,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3339,"raw":3340,"source":2841},14.3,{"ratio":3341,"percentage":3342},0.0186,"1.86%",{"score":2801,"raw":3344,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3346,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3036,"signals":3348},{"amazon_robot_ratio":3349,"humanoid_robots":3351,"autonomous_miles":3353,"warehouse_employment":3355,"transport_employment":3359},{"score":2853,"raw":3350,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3352,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3354,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3356,"raw":3357,"source":2793},18,{"currentShare":3358,"baselineShare":2876,"shareDecline":3237},0.822,{"score":3360,"raw":3361,"source":2793},17.8,{"currentShare":3362,"baselineShare":2879,"shareDecline":3363},3.768,0.045,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3366,"composite":3367,"categories":3370,"metadata":3438},"2019-08",{"raw":3208,"smoothed":3368,"delta":3369,"deltaSmoothed":3290},16.4,0.6,{"displacement":3371,"cost":3400,"penetration":3412,"automation":3424},{"score":3372,"signals":3373},33.3,{"ai_exposed_jobs":3374,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3378,"big4_headcount":3382,"wage_compression":3388,"business_formations":3395},{"score":3281,"raw":3375,"source":2788},{"currentEmployment":3376,"baselineEmployment":2786,"declineFromBaseline":3377},7416667,0.0063,{"score":3379,"raw":3380,"source":2793},45.3,{"rate":3381},3.77,{"score":3383,"raw":3384,"source":2799},30.8,{"totalHeadcount":3385,"yoyGrowth":3386,"displayGrowth":3387},1107486,0.0283,"+2.8%",{"score":3150,"raw":3389,"source":2793},{"currentWage":3390,"priorWage":3391,"nominalYoY":3392,"cpiYoY":3180,"realWageYoY":3393,"realWageYoYPct":3394},42.94,40.16,0.0692,0.0444,"4.44%",{"score":2810,"raw":3396,"source":2793},{"currentAvg":3397,"baselineAvg":2813,"deviationPct":3398,"deviationPctDisplay":3399},287713,-0.3209,"-32.1%",{"score":3401,"signals":3402},6.5,{"frontier_agent_horizon":3403,"cheapest_frontier":3405,"median_frontier_price":3410},{"score":2801,"raw":3404,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":3406,"raw":3407,"source":2823},5.4,{"cheapestPrice":3408,"displayPrice":3409},95.4,"$95.4/MTok",{"score":2825,"raw":3411,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":2921,"signals":3413},{"ai_web_content":3414,"ai_in_science":3416,"enterprise_ai_seats":3420,"ai_automation_rate":3422},{"score":2801,"raw":3415,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3216,"raw":3417,"source":2841},{"ratio":3418,"percentage":3419},0.0191,"1.91%",{"score":2801,"raw":3421,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3423,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":2958,"signals":3425},{"amazon_robot_ratio":3426,"humanoid_robots":3428,"autonomous_miles":3430,"warehouse_employment":3432,"transport_employment":3435},{"score":2853,"raw":3427,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3429,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3431,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3360,"raw":3433,"source":2793},{"currentShare":3434,"baselineShare":2876,"shareDecline":3363},0.827,{"score":3360,"raw":3436,"source":2793},{"currentShare":3362,"baselineShare":2879,"shareDecline":3437},0.044,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3440,"composite":3441,"categories":3443,"metadata":3515},"2019-09",{"raw":2887,"smoothed":3442,"delta":3369,"deltaSmoothed":2677},16.6,{"displacement":3444,"cost":3473,"penetration":3485,"automation":3498},{"score":3445,"signals":3446},35.7,{"ai_exposed_jobs":3447,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3451,"big4_headcount":3455,"wage_compression":3461,"business_formations":3469},{"score":3036,"raw":3448,"source":2788},{"currentEmployment":3449,"baselineEmployment":2786,"declineFromBaseline":3450},7373333,0.0005,{"score":3452,"raw":3453,"source":2793},53.3,{"rate":3454},4.33,{"score":3456,"raw":3457,"source":2799},28.8,{"totalHeadcount":3458,"yoyGrowth":3459,"displayGrowth":3460},1111840,0.0323,"+3.2%",{"score":3462,"raw":3463,"source":2793},10.4,{"currentWage":3464,"priorWage":3465,"nominalYoY":3466,"cpiYoY":3102,"realWageYoY":3467,"realWageYoYPct":3468},42.22,40.62,0.0394,0.0391,"3.91%",{"score":2810,"raw":3470,"source":2793},{"currentAvg":3471,"baselineAvg":2813,"deviationPct":3472,"deviationPctDisplay":3399},287777,-0.3207,{"score":3474,"signals":3475},6.6,{"frontier_agent_horizon":3476,"cheapest_frontier":3478,"median_frontier_price":3483},{"score":2801,"raw":3477,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":3479,"raw":3480,"source":2823},5.7,{"cheapestPrice":3481,"displayPrice":3482},91.8,"$91.8/MTok",{"score":2825,"raw":3484,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":3401,"signals":3486},{"ai_web_content":3487,"ai_in_science":3489,"enterprise_ai_seats":3494,"ai_automation_rate":3496},{"score":2801,"raw":3488,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3490,"raw":3491,"source":2841},14.9,{"ratio":3492,"percentage":3493},0.0197,"1.97%",{"score":2801,"raw":3495,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3497,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3123,"signals":3499},{"amazon_robot_ratio":3500,"humanoid_robots":3502,"autonomous_miles":3504,"warehouse_employment":3506,"transport_employment":3511},{"score":2853,"raw":3501,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3503,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3505,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3507,"raw":3508,"source":2793},17.5,{"currentShare":3509,"baselineShare":2876,"shareDecline":3510},0.832,0.049,{"score":3512,"raw":3513,"source":2793},17.6,{"currentShare":3514,"baselineShare":2879,"shareDecline":3510},3.772,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3517,"composite":3518,"categories":3519,"metadata":3589},"2019-10",{"raw":2860,"smoothed":3132,"delta":2711,"deltaSmoothed":2677},{"displacement":3520,"cost":3549,"penetration":3560,"automation":3573},{"score":3521,"signals":3522},36.7,{"ai_exposed_jobs":3523,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3528,"big4_headcount":3530,"wage_compression":3536,"business_formations":3544},{"score":3524,"raw":3525,"source":2788},24.1,{"currentEmployment":3526,"baselineEmployment":2786,"declineFromBaseline":3527},7330000,-0.0054,{"score":2790,"raw":3529,"source":2793},{"rate":2792},{"score":3531,"raw":3532,"source":2799},26.8,{"totalHeadcount":3533,"yoyGrowth":3534,"displayGrowth":3535},1116195,0.0364,"+3.6%",{"score":3537,"raw":3538,"source":2793},14.5,{"currentWage":3539,"priorWage":3540,"nominalYoY":2979,"cpiYoY":3541,"realWageYoY":3542,"realWageYoYPct":3543},42.34,40.88,0.0173,0.0309,"3.09%",{"score":2810,"raw":3545,"source":2793},{"currentAvg":3546,"baselineAvg":2813,"deviationPct":3547,"deviationPctDisplay":3548},293502,-0.3072,"-30.7%",{"score":3550,"signals":3551},6.7,{"frontier_agent_horizon":3552,"cheapest_frontier":3554,"median_frontier_price":3558},{"score":2801,"raw":3553,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":2830,"raw":3555,"source":2823},{"cheapestPrice":3556,"displayPrice":3557},88.32,"$88.32/MTok",{"score":2825,"raw":3559,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":3401,"signals":3561},{"ai_web_content":3562,"ai_in_science":3564,"enterprise_ai_seats":3569,"ai_automation_rate":3571},{"score":2801,"raw":3563,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3565,"raw":3566,"source":2841},15.1,{"ratio":3567,"percentage":3568},0.0203,"2.03%",{"score":2801,"raw":3570,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3572,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3123,"signals":3574},{"amazon_robot_ratio":3575,"humanoid_robots":3577,"autonomous_miles":3579,"warehouse_employment":3581,"transport_employment":3585},{"score":2853,"raw":3576,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3578,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3580,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":2860,"raw":3582,"source":2793},{"currentShare":3583,"baselineShare":2876,"shareDecline":3584},0.834,0.052,{"score":2860,"raw":3586,"source":2793},{"currentShare":3587,"baselineShare":2879,"shareDecline":3588},3.775,0.051,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3591,"composite":3592,"categories":3594,"metadata":3664},"2019-11",{"raw":3593,"smoothed":3132,"delta":3209,"deltaSmoothed":2752},16.9,{"displacement":3595,"cost":3624,"penetration":3635,"automation":3647},{"score":2780,"signals":3596},{"ai_exposed_jobs":3597,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3602,"big4_headcount":3606,"wage_compression":3612,"business_formations":3620},{"score":3598,"raw":3599,"source":2788},28.5,{"currentEmployment":3600,"baselineEmployment":2786,"declineFromBaseline":3601},7286667,-0.0113,{"score":3603,"raw":3604,"source":2793},32,{"rate":3605},3.1,{"score":3607,"raw":3608,"source":2799},24.8,{"totalHeadcount":3609,"yoyGrowth":3610,"displayGrowth":3611},1120549,0.0404,"+4.0%",{"score":3613,"raw":3614,"source":2793},23.4,{"currentWage":3615,"priorWage":3616,"nominalYoY":3617,"cpiYoY":3618,"realWageYoY":2995,"realWageYoYPct":3619},42.64,41.14,0.0365,0.0209,"1.88%",{"score":2810,"raw":3621,"source":2793},{"currentAvg":3622,"baselineAvg":2813,"deviationPct":3623,"deviationPctDisplay":3162},294136,-0.3057,{"score":3625,"signals":3626},6.8,{"frontier_agent_horizon":3627,"cheapest_frontier":3629,"median_frontier_price":3633},{"score":2801,"raw":3628,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":2921,"raw":3630,"source":2823},{"cheapestPrice":3631,"displayPrice":3632},84.72,"$84.72/MTok",{"score":2825,"raw":3634,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":3474,"signals":3636},{"ai_web_content":3637,"ai_in_science":3639,"enterprise_ai_seats":3643,"ai_automation_rate":3645},{"score":2801,"raw":3638,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3640,"raw":3641,"source":2841},15.4,{"ratio":3618,"percentage":3642},"2.09%",{"score":2801,"raw":3644,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3646,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3648,"signals":3649},19.6,{"amazon_robot_ratio":3650,"humanoid_robots":3652,"autonomous_miles":3654,"warehouse_employment":3656,"transport_employment":3660},{"score":2853,"raw":3651,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3653,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3655,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":2776,"raw":3657,"source":2793},{"currentShare":3658,"baselineShare":2876,"shareDecline":3659},0.839,0.057,{"score":2887,"raw":3661,"source":2793},{"currentShare":3662,"baselineShare":2879,"shareDecline":3663},3.782,0.058,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3666,"composite":3667,"categories":3668,"metadata":3739},"2019-12",{"raw":3368,"smoothed":3049,"delta":3209,"deltaSmoothed":2888},{"displacement":3669,"cost":3699,"penetration":3710,"automation":3723},{"score":3670,"signals":3671},32.8,{"ai_exposed_jobs":3672,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3676,"big4_headcount":3679,"wage_compression":3685,"business_formations":3694},{"score":3304,"raw":3673,"source":2788},{"currentEmployment":3674,"baselineEmployment":2786,"declineFromBaseline":3675},7243333,-0.0172,{"score":2882,"raw":3677,"source":2793},{"rate":3678},2.27,{"score":3680,"raw":3681,"source":2799},22.8,{"totalHeadcount":3682,"yoyGrowth":3683,"displayGrowth":3684},1124904,0.0445,"+4.4%",{"score":3686,"raw":3687,"source":2793},27.9,{"currentWage":3688,"priorWage":3689,"nominalYoY":3690,"cpiYoY":3691,"realWageYoY":3692,"realWageYoYPct":3693},42.69,41.54,0.0277,0.0232,0.0128,"1.28%",{"score":2810,"raw":3695,"source":2793},{"currentAvg":3696,"baselineAvg":2813,"deviationPct":3697,"deviationPctDisplay":3698},302318,-0.2864,"-28.6%",{"score":3700,"signals":3701},6.9,{"frontier_agent_horizon":3702,"cheapest_frontier":3704,"median_frontier_price":3708},{"score":2801,"raw":3703,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":3625,"raw":3705,"source":2823},{"cheapestPrice":3706,"displayPrice":3707},81.24,"$81.24/MTok",{"score":2825,"raw":3709,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":3474,"signals":3711},{"ai_web_content":3712,"ai_in_science":3714,"enterprise_ai_seats":3719,"ai_automation_rate":3721},{"score":2801,"raw":3713,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3715,"raw":3716,"source":2841},15.7,{"ratio":3717,"percentage":3718},0.0214,"2.14%",{"score":2801,"raw":3720,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3722,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3118,"signals":3724},{"amazon_robot_ratio":3725,"humanoid_robots":3727,"autonomous_miles":3729,"warehouse_employment":3731,"transport_employment":3735},{"score":2853,"raw":3726,"source":2858},{"robots":2855,"employees":2856,"ratioPer1000":2857},{"score":2860,"raw":3728,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":2863,"perMillion":2864},{"score":2867,"raw":3730,"source":2873},{"totalMiles":2869,"waymoMiles":2870,"avSharePct":2871,"caVmtBillions":2872},{"score":3132,"raw":3732,"source":2793},{"currentShare":3733,"baselineShare":2876,"shareDecline":3734},0.846,0.064,{"score":3368,"raw":3736,"source":2793},{"currentShare":3737,"baselineShare":2879,"shareDecline":3738},3.795,0.071,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3741,"composite":3742,"categories":3744,"metadata":3823},"2020-01",{"raw":3743,"smoothed":3442,"delta":3051,"deltaSmoothed":2888},16.2,{"displacement":3745,"cost":3774,"penetration":3786,"automation":3797},{"score":3746,"signals":3747},33.2,{"ai_exposed_jobs":3748,"indeed_job_postings":2777,"indeed_total_postings":2777,"info_unemployment":3753,"big4_headcount":3756,"wage_compression":3762,"business_formations":3769},{"score":3749,"raw":3750,"source":2788},37,{"currentEmployment":3751,"baselineEmployment":2786,"declineFromBaseline":3752},7200000,-0.0231,{"score":3339,"raw":3754,"source":2793},{"rate":3755},1.93,{"score":3757,"raw":3758,"source":2799},20.7,{"totalHeadcount":3759,"yoyGrowth":3760,"displayGrowth":3761},1129258,0.0485,"+4.9%",{"score":3670,"raw":3763,"source":2793},{"currentWage":3764,"priorWage":2803,"nominalYoY":3765,"cpiYoY":3766,"realWageYoY":3767,"realWageYoYPct":3768},42.86,0.0276,0.026,0.0072,"0.72%",{"score":2810,"raw":3770,"source":2793},{"currentAvg":3771,"baselineAvg":2813,"deviationPct":3772,"deviationPctDisplay":3773},297197,-0.2985,"-29.8%",{"score":3775,"signals":3776},7,{"frontier_agent_horizon":3777,"cheapest_frontier":3779,"median_frontier_price":3784},{"score":2801,"raw":3778,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":3780,"raw":3781,"source":2823},7.2,{"cheapestPrice":3782,"displayPrice":3783},77.64,"$77.64/MTok",{"score":2825,"raw":3785,"source":2828},{"medianPrice":2761,"displayPrice":2827},{"score":3550,"signals":3787},{"ai_web_content":3788,"ai_in_science":3790,"enterprise_ai_seats":3793,"ai_automation_rate":3795},{"score":2801,"raw":3789,"source":2835},{"percentage":2752,"displayPct":2834},{"score":2881,"raw":3791,"source":2841},{"ratio":3199,"percentage":3792},"2.20%",{"score":2801,"raw":3794,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3796,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3356,"signals":3798},{"amazon_robot_ratio":3799,"humanoid_robots":3804,"autonomous_miles":3809,"warehouse_employment":3814,"transport_employment":3818},{"score":2867,"raw":3800,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},270000,1298000,208.01,{"score":3507,"raw":3805,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},33000,7.79,4.24,{"score":3648,"raw":3810,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},1978882,628839,0.0006,{"score":3743,"raw":3815,"source":2793},{"currentShare":3816,"baselineShare":2876,"shareDecline":3817},0.859,0.077,{"score":3819,"raw":3820,"source":2793},14.8,{"currentShare":3821,"baselineShare":2879,"shareDecline":3822},3.828,0.104,{"signalsAvailable":2968,"signalsTotal":2882,"quality":2883},{"date":3825,"composite":3826,"categories":3827,"metadata":3914},"2020-02",{"raw":3368,"smoothed":3208,"delta":2677,"deltaSmoothed":2888},{"displacement":3828,"cost":3871,"penetration":3885,"automation":3897},{"score":3829,"signals":3830},33.5,{"ai_exposed_jobs":3831,"indeed_job_postings":3836,"indeed_total_postings":3849,"info_unemployment":3852,"big4_headcount":3854,"wage_compression":3858,"business_formations":3866},{"score":3832,"raw":3833,"source":2788},35.5,{"currentEmployment":3834,"baselineEmployment":2786,"declineFromBaseline":3835},7216667,-0.0208,{"score":3837,"raw":3838,"source":3848},29,{"compositeIndex":3839,"sectors":3840},101.3,{"Accounting":3841,"Banking & Finance":3842,"Marketing":3843,"Data & Analytics":3844,"Media & Communications":3845,"IT Systems & Solutions":3846,"Software Development":3847},99.3,98.2,104.5,100.2,102.6,99.5,104.6,"indeed_hiring_lab",{"score":3225,"raw":3850,"source":3848},{"index":3851},100.1,{"score":2882,"raw":3853,"source":2793},{"rate":3678},{"score":3109,"raw":3855,"source":2799},{"totalHeadcount":3856,"yoyGrowth":3857,"displayGrowth":3761},1134205,0.0489,{"score":3859,"raw":3860,"source":2793},36.2,{"currentWage":3861,"priorWage":2909,"nominalYoY":3862,"cpiYoY":3863,"realWageYoY":3864,"realWageYoYPct":3865},42.93,0.0288,0.0234,0.0038,"0.38%",{"score":2810,"raw":3867,"source":2793},{"currentAvg":3868,"baselineAvg":2813,"deviationPct":3869,"deviationPctDisplay":3870},300536,-0.2906,"-29.1%",{"score":3780,"signals":3872},{"frontier_agent_horizon":3873,"cheapest_frontier":3875,"median_frontier_price":3880},{"score":2801,"raw":3874,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":3876,"raw":3877,"source":2823},7.6,{"cheapestPrice":3878,"displayPrice":3879},74.04,"$74.04/MTok",{"score":3881,"raw":3882,"source":2828},10.8,{"medianPrice":3883,"displayPrice":3884},58.73,"$58.73/MTok",{"score":3550,"signals":3886},{"ai_web_content":3887,"ai_in_science":3889,"enterprise_ai_seats":3893,"ai_automation_rate":3895},{"score":2801,"raw":3888,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3208,"raw":3890,"source":2841},{"ratio":3891,"percentage":3892},0.023,"2.30%",{"score":2801,"raw":3894,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3896,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3281,"signals":3898},{"amazon_robot_ratio":3899,"humanoid_robots":3901,"autonomous_miles":3903,"warehouse_employment":3905,"transport_employment":3910},{"score":2867,"raw":3900,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":3902,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":3904,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":3906,"raw":3907,"source":2793},15.6,{"currentShare":3908,"baselineShare":2876,"shareDecline":3909},0.869,0.087,{"score":3208,"raw":3911,"source":2793},{"currentShare":3912,"baselineShare":2879,"shareDecline":3913},3.794,0.07,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":3916,"composite":3917,"categories":3918,"metadata":4005},"2020-03",{"raw":2968,"smoothed":3049,"delta":3369,"deltaSmoothed":2677},{"displacement":3919,"cost":3962,"penetration":3976,"automation":3987},{"score":3920,"signals":3921},36.3,{"ai_exposed_jobs":3922,"indeed_job_postings":3927,"indeed_total_postings":3939,"info_unemployment":3943,"big4_headcount":3946,"wage_compression":3950,"business_formations":3957},{"score":3923,"raw":3924,"source":2788},33.9,{"currentEmployment":3925,"baselineEmployment":2786,"declineFromBaseline":3926},7233333,-0.0185,{"score":3928,"raw":3929,"source":3848},45.6,{"compositeIndex":3930,"sectors":3931},84.4,{"Accounting":3932,"Banking & Finance":3933,"Marketing":3934,"Data & Analytics":3935,"Media & Communications":3936,"IT Systems & Solutions":3937,"Software Development":3938},80.2,89.6,76.8,85.5,70.8,88.3,99.6,{"score":3940,"raw":3941,"source":3848},40.5,{"index":3942},94.5,{"score":3276,"raw":3944,"source":2793},{"rate":3945},2.23,{"score":3187,"raw":3947,"source":2799},{"totalHeadcount":3948,"yoyGrowth":3949,"displayGrowth":3761},1139152,0.0492,{"score":3951,"raw":3952,"source":2793},34.8,{"currentWage":3953,"priorWage":2992,"nominalYoY":3954,"cpiYoY":2806,"realWageYoY":3955,"realWageYoYPct":3956},43.07,0.0235,0.0052,"0.52%",{"score":2810,"raw":3958,"source":2793},{"currentAvg":3959,"baselineAvg":2813,"deviationPct":3960,"deviationPctDisplay":3961},281835,-0.3347,"-33.5%",{"score":3963,"signals":3964},7.4,{"frontier_agent_horizon":3965,"cheapest_frontier":3967,"median_frontier_price":3972},{"score":2801,"raw":3966,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":3968,"raw":3969,"source":2823},8,{"cheapestPrice":3970,"displayPrice":3971},70.68,"$70.68/MTok",{"score":3057,"raw":3973,"source":2828},{"medianPrice":3974,"displayPrice":3975},57.54,"$57.54/MTok",{"score":3625,"signals":3977},{"ai_web_content":3978,"ai_in_science":3980,"enterprise_ai_seats":3983,"ai_automation_rate":3985},{"score":2801,"raw":3979,"source":2835},{"percentage":2752,"displayPct":2834},{"score":2968,"raw":3981,"source":2841},{"ratio":3140,"percentage":3982},"2.40%",{"score":2801,"raw":3984,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":3986,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3988,"signals":3989},17.3,{"amazon_robot_ratio":3990,"humanoid_robots":3992,"autonomous_miles":3994,"warehouse_employment":3996,"transport_employment":4000},{"score":2867,"raw":3991,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":3993,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":3995,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":3537,"raw":3997,"source":2793},{"currentShare":3998,"baselineShare":2876,"shareDecline":3999},0.891,0.109,{"score":4001,"raw":4002,"source":2793},13.9,{"currentShare":4003,"baselineShare":2879,"shareDecline":4004},3.845,0.122,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4007,"composite":4008,"categories":4012,"metadata":4102},"2020-04",{"raw":4009,"smoothed":4010,"delta":3302,"deltaSmoothed":4011},20.2,17.7,1,{"displacement":4013,"cost":4058,"penetration":4072,"automation":4084},{"score":4014,"signals":4015},50.9,{"ai_exposed_jobs":4016,"indeed_job_postings":4021,"indeed_total_postings":4032,"info_unemployment":4036,"big4_headcount":4040,"wage_compression":4045,"business_formations":4053},{"score":4017,"raw":4018,"source":2788},32.2,{"currentEmployment":4019,"baselineEmployment":2786,"declineFromBaseline":4020},7250000,-0.0163,{"score":4022,"raw":4023,"source":3848},83.1,{"compositeIndex":4024,"sectors":4025},42.5,{"Accounting":3749,"Banking & Finance":4026,"Marketing":4027,"Data & Analytics":4028,"Media & Communications":4029,"IT Systems & Solutions":4030,"Software Development":4031},41.5,28.9,47.4,25.9,50.7,65.8,{"score":4033,"raw":4034,"source":3848},66.8,{"index":4035},68.2,{"score":4037,"raw":4038,"source":2793},61,{"rate":4039},5.13,{"score":4009,"raw":4041,"source":2799},{"totalHeadcount":4042,"yoyGrowth":4043,"displayGrowth":4044},1144099,0.0496,"+5.0%",{"score":4046,"raw":4047,"source":2793},23,{"currentWage":4048,"priorWage":3074,"nominalYoY":4049,"cpiYoY":4050,"realWageYoY":4051,"realWageYoYPct":4052},43.79,0.0471,0.0031,0.0193,"1.93%",{"score":2810,"raw":4054,"source":2793},{"currentAvg":4055,"baselineAvg":2813,"deviationPct":4056,"deviationPctDisplay":4057},266237,-0.3716,"-37.2%",{"score":3876,"signals":4059},{"frontier_agent_horizon":4060,"cheapest_frontier":4062,"median_frontier_price":4067},{"score":2801,"raw":4061,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":4063,"raw":4064,"source":2823},8.5,{"cheapestPrice":4065,"displayPrice":4066},67.08,"$67.08/MTok",{"score":4068,"raw":4069,"source":2828},11.2,{"medianPrice":4070,"displayPrice":4071},56.27,"$56.27/MTok",{"score":3700,"signals":4073},{"ai_web_content":4074,"ai_in_science":4076,"enterprise_ai_seats":4080,"ai_automation_rate":4082},{"score":2801,"raw":4075,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3507,"raw":4077,"source":2841},{"ratio":4078,"percentage":4079},0.025,"2.50%",{"score":2801,"raw":4081,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4083,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":4085,"signals":4086},15.2,{"amazon_robot_ratio":4087,"humanoid_robots":4089,"autonomous_miles":4091,"warehouse_employment":4093,"transport_employment":4098},{"score":2867,"raw":4088,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4090,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4092,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":4094,"raw":4095,"source":2793},10.7,{"currentShare":4096,"baselineShare":2876,"shareDecline":4097},0.969,0.187,{"score":3150,"raw":4099,"source":2793},{"currentShare":4100,"baselineShare":2879,"shareDecline":4101},4.055,0.331,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4104,"composite":4105,"categories":4108,"metadata":4196},"2020-05",{"raw":3757,"smoothed":3276,"delta":4106,"deltaSmoothed":4107},0.5,0.8,{"displacement":4109,"cost":4152,"penetration":4166,"automation":4177},{"score":4110,"signals":4111},52.5,{"ai_exposed_jobs":4112,"indeed_job_postings":4117,"indeed_total_postings":4128,"info_unemployment":4132,"big4_headcount":4136,"wage_compression":4140,"business_formations":4147},{"score":4113,"raw":4114,"source":2788},30.5,{"currentEmployment":4115,"baselineEmployment":2786,"declineFromBaseline":4116},7266667,-0.014,{"score":4118,"raw":4119,"source":3848},80.3,{"compositeIndex":4120,"sectors":4121},46.3,{"Accounting":2902,"Banking & Finance":4122,"Marketing":4123,"Data & Analytics":4124,"Media & Communications":4125,"IT Systems & Solutions":4126,"Software Development":4127},42.3,36.9,46.7,39.7,51.6,61.6,{"score":4129,"raw":4130,"source":3848},72.1,{"index":4131},62.9,{"score":4133,"raw":4134,"source":2793},78,{"rate":4135},7.9,{"score":2753,"raw":4137,"source":2799},{"totalHeadcount":4138,"yoyGrowth":4139,"displayGrowth":4044},1149046,0.0499,{"score":3216,"raw":4141,"source":2793},{"currentWage":4142,"priorWage":3152,"nominalYoY":4143,"cpiYoY":4144,"realWageYoY":4145,"realWageYoYPct":4146},43.74,0.0419,0.002,0.0308,"3.08%",{"score":2810,"raw":4148,"source":2793},{"currentAvg":4149,"baselineAvg":2813,"deviationPct":4150,"deviationPctDisplay":4151},264399,-0.3759,"-37.6%",{"score":3150,"signals":4153},{"frontier_agent_horizon":4154,"cheapest_frontier":4156,"median_frontier_price":4161},{"score":2801,"raw":4155,"source":2927},{"p50Hours":2752,"model":2925,"logHours":2926},{"score":4157,"raw":4158,"source":2823},8.9,{"cheapestPrice":4159,"displayPrice":4160},63.6,"$63.6/MTok",{"score":4162,"raw":4163,"source":2828},11.5,{"medianPrice":4164,"displayPrice":4165},55.03,"$55.03/MTok",{"score":3775,"signals":4167},{"ai_web_content":4168,"ai_in_science":4170,"enterprise_ai_seats":4173,"ai_automation_rate":4175},{"score":2801,"raw":4169,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3356,"raw":4171,"source":2841},{"ratio":3766,"percentage":4172},"2.60%",{"score":2801,"raw":4174,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4176,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":4178,"signals":4179},15.3,{"amazon_robot_ratio":4180,"humanoid_robots":4182,"autonomous_miles":4184,"warehouse_employment":4186,"transport_employment":4191},{"score":2867,"raw":4181,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4183,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4185,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":4187,"raw":4188,"source":2793},10.3,{"currentShare":4189,"baselineShare":2876,"shareDecline":4190},0.976,0.194,{"score":4192,"raw":4193,"source":2793},9,{"currentShare":4194,"baselineShare":2879,"shareDecline":4195},3.985,0.261,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4198,"composite":4199,"categories":4201,"metadata":4285},"2020-06",{"raw":3187,"smoothed":4200,"delta":3210,"deltaSmoothed":3369},19.1,{"displacement":4202,"cost":4242,"penetration":4256,"automation":4268},{"score":4203,"signals":4204},51.2,{"ai_exposed_jobs":4205,"indeed_job_postings":4209,"indeed_total_postings":4219,"info_unemployment":4223,"big4_headcount":4227,"wage_compression":4231,"business_formations":4237},{"score":3456,"raw":4206,"source":2788},{"currentEmployment":4207,"baselineEmployment":2786,"declineFromBaseline":4208},7283333,-0.0118,{"score":4210,"raw":4211,"source":3848},71.1,{"compositeIndex":4212,"sectors":4213},58.5,{"Accounting":4214,"Banking & Finance":4215,"Marketing":4014,"Data & Analytics":4216,"Media & Communications":2981,"IT Systems & Solutions":4217,"Software Development":4218},62.7,59,53.2,62.3,68.5,{"score":4220,"raw":4221,"source":3848},64.9,{"index":4222},70.1,{"score":4224,"raw":4225,"source":2793},87.6,{"rate":4226},11.3,{"score":3036,"raw":4228,"source":2799},{"totalHeadcount":4229,"yoyGrowth":4230,"displayGrowth":4044},1153993,0.0503,{"score":4162,"raw":4232,"source":2793},{"currentWage":4233,"priorWage":3233,"nominalYoY":4234,"cpiYoY":3767,"realWageYoY":4235,"realWageYoYPct":4236},43.46,0.0345,0.0371,"3.71%",{"score":2810,"raw":4238,"source":2793},{"currentAvg":4239,"baselineAvg":2813,"deviationPct":4240,"deviationPctDisplay":4241},303653,-0.2832,"-28.3%",{"score":3968,"signals":4243},{"frontier_agent_horizon":4244,"cheapest_frontier":4248,"median_frontier_price":4251},{"score":2801,"raw":4245,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},"davinci-002",-2.7,{"score":4249,"raw":4250,"source":2823},9.4,{"cheapestPrice":2761,"displayPrice":2827},{"score":4252,"raw":4253,"source":2828},11.7,{"medianPrice":4254,"displayPrice":4255},53.76,"$53.76/MTok",{"score":3775,"signals":4257},{"ai_web_content":4258,"ai_in_science":4260,"enterprise_ai_seats":4264,"ai_automation_rate":4266},{"score":2801,"raw":4259,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3276,"raw":4261,"source":2841},{"ratio":4262,"percentage":4263},0.027,"2.70%",{"score":2801,"raw":4265,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4267,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":4178,"signals":4269},{"amazon_robot_ratio":4270,"humanoid_robots":4272,"autonomous_miles":4274,"warehouse_employment":4276,"transport_employment":4281},{"score":2867,"raw":4271,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4273,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4275,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":4277,"raw":4278,"source":2793},9.7,{"currentShare":4279,"baselineShare":2876,"shareDecline":4280},1.001,0.219,{"score":4277,"raw":4282,"source":2793},{"currentShare":4283,"baselineShare":2879,"shareDecline":4284},3.944,0.221,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4287,"composite":4288,"categories":4290,"metadata":4379},"2020-07",{"raw":2882,"smoothed":2882,"delta":4289,"deltaSmoothed":2888},-1.4,{"displacement":4291,"cost":4337,"penetration":4349,"automation":4362},{"score":4292,"signals":4293},45.5,{"ai_exposed_jobs":4294,"indeed_job_postings":4299,"indeed_total_postings":4310,"info_unemployment":4314,"big4_headcount":4318,"wage_compression":4323,"business_formations":4331},{"score":4295,"raw":4296,"source":2788},27.1,{"currentEmployment":4297,"baselineEmployment":2786,"declineFromBaseline":4298},7300000,-0.0095,{"score":4300,"raw":4301,"source":3848},60.7,{"compositeIndex":4302,"sectors":4303},69.3,{"Accounting":4304,"Banking & Finance":4305,"Marketing":4306,"Data & Analytics":4217,"Media & Communications":4307,"IT Systems & Solutions":4308,"Software Development":4309},72.8,72.5,61.7,65.3,73.8,76.4,{"score":4311,"raw":4312,"source":3848},56.7,{"index":4313},78.3,{"score":4315,"raw":4316,"source":2793},88.5,{"rate":4317},11.73,{"score":3036,"raw":4319,"source":2799},{"totalHeadcount":4320,"yoyGrowth":4321,"displayGrowth":4322},1158940,0.0506,"+5.1%",{"score":4324,"raw":4325,"source":2793},12.3,{"currentWage":4326,"priorWage":3312,"nominalYoY":4327,"cpiYoY":4328,"realWageYoY":4329,"realWageYoYPct":4330},44.29,0.0488,0.01,0.0354,"3.54%",{"score":4332,"raw":4333,"source":2793},51.7,{"currentAvg":4334,"baselineAvg":2813,"deviationPct":4335,"deviationPctDisplay":4336},407370,-0.0384,"-3.8%",{"score":4338,"signals":4339},8.1,{"frontier_agent_horizon":4340,"cheapest_frontier":4342,"median_frontier_price":4344},{"score":2801,"raw":4341,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4343,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":4345,"raw":4346,"source":2828},12,{"medianPrice":4347,"displayPrice":4348},52.53,"$52.53/MTok",{"score":4350,"signals":4351},7.1,{"ai_web_content":4352,"ai_in_science":4354,"enterprise_ai_seats":4358,"ai_automation_rate":4360},{"score":2801,"raw":4353,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3196,"raw":4355,"source":2841},{"ratio":4356,"percentage":4357},0.0278,"2.78%",{"score":2801,"raw":4359,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4361,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":4178,"signals":4363},{"amazon_robot_ratio":4364,"humanoid_robots":4366,"autonomous_miles":4368,"warehouse_employment":4370,"transport_employment":4375},{"score":2867,"raw":4365,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4367,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4369,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":4371,"raw":4372,"source":2793},9.8,{"currentShare":4373,"baselineShare":2876,"shareDecline":4374},0.996,0.214,{"score":4376,"raw":4377,"source":2793},9.6,{"currentShare":4378,"baselineShare":2879,"shareDecline":4284},3.945,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4381,"composite":4382,"categories":4386,"metadata":4469},"2020-08",{"raw":4383,"smoothed":4384,"delta":4385,"deltaSmoothed":3051},18.2,18.8,-0.8,{"displacement":4387,"cost":4429,"penetration":4439,"automation":4452},{"score":4024,"signals":4388},{"ai_exposed_jobs":4389,"indeed_job_postings":4394,"indeed_total_postings":4405,"info_unemployment":4409,"big4_headcount":4413,"wage_compression":4417,"business_formations":4423},{"score":4390,"raw":4391,"source":2788},25.4,{"currentEmployment":4392,"baselineEmployment":2786,"declineFromBaseline":4393},7316667,-0.0072,{"score":4212,"raw":4395,"source":3848},{"compositeIndex":4396,"sectors":4397},71.5,{"Accounting":4398,"Banking & Finance":4399,"Marketing":4400,"Data & Analytics":4401,"Media & Communications":4402,"IT Systems & Solutions":4403,"Software Development":4404},77.5,75.1,63.5,66,59.5,78.7,80.4,{"score":4406,"raw":4407,"source":3848},52,{"index":4408},83,{"score":4410,"raw":4411,"source":2793},86.9,{"rate":4412},10.97,{"score":2958,"raw":4414,"source":2799},{"totalHeadcount":4415,"yoyGrowth":4416,"displayGrowth":4322},1163886,0.0509,{"score":2887,"raw":4418,"source":2793},{"currentWage":4419,"priorWage":3390,"nominalYoY":4420,"cpiYoY":3692,"realWageYoY":4421,"realWageYoYPct":4422},44.16,0.0284,0.0273,"2.73%",{"score":4424,"raw":4425,"source":2793},24.2,{"currentAvg":4426,"baselineAvg":2813,"deviationPct":4427,"deviationPctDisplay":4428},469472,0.1082,"+10.8%",{"score":4338,"signals":4430},{"frontier_agent_horizon":4431,"cheapest_frontier":4433,"median_frontier_price":4435},{"score":2801,"raw":4432,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4434,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":4324,"raw":4436,"source":2828},{"medianPrice":4437,"displayPrice":4438},51.26,"$51.26/MTok",{"score":3780,"signals":4440},{"ai_web_content":4441,"ai_in_science":4443,"enterprise_ai_seats":4448,"ai_automation_rate":4450},{"score":2801,"raw":4442,"source":2835},{"percentage":2752,"displayPct":2834},{"score":4444,"raw":4445,"source":2841},19.4,{"ratio":4446,"percentage":4447},0.0287,"2.87%",{"score":2801,"raw":4449,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4451,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3565,"signals":4453},{"amazon_robot_ratio":4454,"humanoid_robots":4456,"autonomous_miles":4458,"warehouse_employment":4460,"transport_employment":4464},{"score":2867,"raw":4455,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4457,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4459,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":2976,"raw":4461,"source":2793},{"currentShare":4462,"baselineShare":2876,"shareDecline":4463},1.025,0.243,{"score":4465,"raw":4466,"source":2793},9.2,{"currentShare":4467,"baselineShare":2879,"shareDecline":4468},3.97,0.246,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4471,"composite":4472,"categories":4474,"metadata":4556},"2020-09",{"raw":2860,"smoothed":4473,"delta":4385,"deltaSmoothed":3050},18.4,{"displacement":4475,"cost":4516,"penetration":4527,"automation":4539},{"score":4476,"signals":4477},39.2,{"ai_exposed_jobs":4478,"indeed_job_postings":4483,"indeed_total_postings":4493,"info_unemployment":4497,"big4_headcount":4500,"wage_compression":4504,"business_formations":4511},{"score":4479,"raw":4480,"source":2788},23.7,{"currentEmployment":4481,"baselineEmployment":2786,"declineFromBaseline":4482},7333333,-0.005,{"score":4028,"raw":4484,"source":3848},{"compositeIndex":4485,"sectors":4486},82.6,{"Accounting":4487,"Banking & Finance":4488,"Marketing":4489,"Data & Analytics":4309,"Media & Communications":4490,"IT Systems & Solutions":4491,"Software Development":4492},99.9,95.9,74.1,69.8,79.9,82.3,{"score":4494,"raw":4495,"source":3848},48.7,{"index":4496},86.3,{"score":3930,"raw":4498,"source":2793},{"rate":4499},9.83,{"score":3123,"raw":4501,"source":2799},{"totalHeadcount":4502,"yoyGrowth":4503,"displayGrowth":4322},1168833,0.0513,{"score":2860,"raw":4505,"source":2793},{"currentWage":4506,"priorWage":3464,"nominalYoY":4507,"cpiYoY":4508,"realWageYoY":4509,"realWageYoYPct":4510},43.9,0.0398,0.0139,0.0268,"2.68%",{"score":2958,"raw":4512,"source":2793},{"currentAvg":4513,"baselineAvg":2813,"deviationPct":4514,"deviationPctDisplay":4515},488183,0.1523,"+15.2%",{"score":4517,"signals":4518},8.2,{"frontier_agent_horizon":4519,"cheapest_frontier":4521,"median_frontier_price":4523},{"score":2801,"raw":4520,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4522,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":2837,"raw":4524,"source":2828},{"medianPrice":4525,"displayPrice":4526},49.99,"$49.99/MTok",{"score":3780,"signals":4528},{"ai_web_content":4529,"ai_in_science":4531,"enterprise_ai_seats":4535,"ai_automation_rate":4537},{"score":2801,"raw":4530,"source":2835},{"percentage":2752,"displayPct":2834},{"score":2958,"raw":4532,"source":2841},{"ratio":4533,"percentage":4534},0.0296,"2.96%",{"score":2801,"raw":4536,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4538,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":4540,"signals":4541},15,{"amazon_robot_ratio":4542,"humanoid_robots":4544,"autonomous_miles":4546,"warehouse_employment":4548,"transport_employment":4552},{"score":2867,"raw":4543,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4545,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4547,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":4192,"raw":4549,"source":2793},{"currentShare":4550,"baselineShare":2876,"shareDecline":4551},1.039,0.257,{"score":4157,"raw":4553,"source":2793},{"currentShare":4554,"baselineShare":2879,"shareDecline":4555},3.99,0.266,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4558,"composite":4559,"categories":4562,"metadata":4647},"2020-10",{"raw":3132,"smoothed":4560,"delta":4561,"deltaSmoothed":3209},17.9,-0.6,{"displacement":4563,"cost":4606,"penetration":4617,"automation":4630},{"score":4123,"signals":4564},{"ai_exposed_jobs":4565,"indeed_job_postings":4570,"indeed_total_postings":4580,"info_unemployment":4584,"big4_headcount":4588,"wage_compression":4593,"business_formations":4600},{"score":4566,"raw":4567,"source":2788},22,{"currentEmployment":4568,"baselineEmployment":2786,"declineFromBaseline":4569},7350000,-0.0027,{"score":4476,"raw":4571,"source":3848},{"compositeIndex":4572,"sectors":4573},90.8,{"Accounting":4574,"Banking & Finance":4575,"Marketing":4576,"Data & Analytics":4577,"Media & Communications":3934,"IT Systems & Solutions":4578,"Software Development":4579},109.2,103.4,87.3,81.3,84.6,92.7,{"score":4581,"raw":4582,"source":3848},44.5,{"index":4583},90.5,{"score":4585,"raw":4586,"source":2793},77.2,{"rate":4587},7.67,{"score":3123,"raw":4589,"source":2799},{"totalHeadcount":4590,"yoyGrowth":4591,"displayGrowth":4592},1173780,0.0516,"+5.2%",{"score":3593,"raw":4594,"source":2793},{"currentWage":4595,"priorWage":3539,"nominalYoY":4596,"cpiYoY":4597,"realWageYoY":4598,"realWageYoYPct":4599},44.59,0.0531,0.0123,0.0274,"2.74%",{"score":4601,"raw":4602,"source":2793},36,{"currentAvg":4603,"baselineAvg":2813,"deviationPct":4604,"deviationPctDisplay":4605},442800,0.0452,"+4.5%",{"score":4607,"signals":4608},8.3,{"frontier_agent_horizon":4609,"cheapest_frontier":4611,"median_frontier_price":4613},{"score":2801,"raw":4610,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4612,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":2940,"raw":4614,"source":2828},{"medianPrice":4615,"displayPrice":4616},48.76,"$48.76/MTok",{"score":4618,"signals":4619},7.3,{"ai_web_content":4620,"ai_in_science":4622,"enterprise_ai_seats":4626,"ai_automation_rate":4628},{"score":2801,"raw":4621,"source":2835},{"percentage":2752,"displayPct":2834},{"score":4009,"raw":4623,"source":2841},{"ratio":4624,"percentage":4625},0.0304,"3.04%",{"score":2801,"raw":4627,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4629,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3819,"signals":4631},{"amazon_robot_ratio":4632,"humanoid_robots":4634,"autonomous_miles":4636,"warehouse_employment":4638,"transport_employment":4643},{"score":2867,"raw":4633,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4635,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4637,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":4639,"raw":4640,"source":2793},8.8,{"currentShare":4641,"baselineShare":2876,"shareDecline":4642},1.056,0.274,{"score":4607,"raw":4644,"source":2793},{"currentShare":4645,"baselineShare":2879,"shareDecline":4646},4.028,0.304,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4649,"composite":4650,"categories":4653,"metadata":4736},"2020-11",{"raw":4651,"smoothed":2860,"delta":4652,"deltaSmoothed":3209},16.1,-0.7,{"displacement":4654,"cost":4697,"penetration":4707,"automation":4719},{"score":4655,"signals":4656},34.2,{"ai_exposed_jobs":4657,"indeed_job_postings":4662,"indeed_total_postings":4672,"info_unemployment":4676,"big4_headcount":4679,"wage_compression":4683,"business_formations":4691},{"score":4658,"raw":4659,"source":2788},20.3,{"currentEmployment":4660,"baselineEmployment":2786,"declineFromBaseline":4661},7366667,-0.0005,{"score":4424,"raw":4663,"source":3848},{"compositeIndex":4664,"sectors":4665},107.7,{"Accounting":4666,"Banking & Finance":4667,"Marketing":3408,"Data & Analytics":4668,"Media & Communications":4669,"IT Systems & Solutions":4670,"Software Development":4671},176.2,109.9,91.9,84.1,92,104.3,{"score":4673,"raw":4674,"source":3848},41.4,{"index":4675},93.6,{"score":3934,"raw":4677,"source":2793},{"rate":4678},7.53,{"score":3648,"raw":4680,"source":2799},{"totalHeadcount":4681,"yoyGrowth":4682,"displayGrowth":4592},1178727,0.0519,{"score":4684,"raw":4685,"source":2793},13.5,{"currentWage":4686,"priorWage":3615,"nominalYoY":4687,"cpiYoY":4688,"realWageYoY":4689,"realWageYoYPct":4690},44.52,0.0441,0.0118,0.033,"3.30%",{"score":4692,"raw":4693,"source":2793},49,{"currentAvg":4694,"baselineAvg":2813,"deviationPct":4695,"deviationPctDisplay":4696},413414,-0.0242,"-2.4%",{"score":4607,"signals":4698},{"frontier_agent_horizon":4699,"cheapest_frontier":4701,"median_frontier_price":4703},{"score":2801,"raw":4700,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4702,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3018,"raw":4704,"source":2828},{"medianPrice":4705,"displayPrice":4706},47.48,"$47.48/MTok",{"score":4618,"signals":4708},{"ai_web_content":4709,"ai_in_science":4711,"enterprise_ai_seats":4715,"ai_automation_rate":4717},{"score":2801,"raw":4710,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3109,"raw":4712,"source":2841},{"ratio":4713,"percentage":4714},0.0313,"3.13%",{"score":2801,"raw":4716,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4718,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":4720,"signals":4721},14.4,{"amazon_robot_ratio":4722,"humanoid_robots":4724,"autonomous_miles":4726,"warehouse_employment":4728,"transport_employment":4732},{"score":2867,"raw":4723,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4725,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4727,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":4338,"raw":4729,"source":2793},{"currentShare":4730,"baselineShare":2876,"shareDecline":4731},1.094,0.312,{"score":3775,"raw":4733,"source":2793},{"currentShare":4734,"baselineShare":2879,"shareDecline":4735},4.101,0.377,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4738,"composite":4739,"categories":4740,"metadata":4821},"2020-12",{"raw":3743,"smoothed":2887,"delta":3290,"deltaSmoothed":3210},{"displacement":4741,"cost":4782,"penetration":4793,"automation":4805},{"score":3951,"signals":4742},{"ai_exposed_jobs":4743,"indeed_job_postings":4748,"indeed_total_postings":4760,"info_unemployment":4762,"big4_headcount":4765,"wage_compression":4769,"business_formations":4776},{"score":4744,"raw":4745,"source":2788},19.5,{"currentEmployment":4746,"baselineEmployment":2786,"declineFromBaseline":4747},7383333,0.0018,{"score":4749,"raw":4750,"source":3848},26.3,{"compositeIndex":4751,"sectors":4752},104.9,{"Accounting":4753,"Banking & Finance":4754,"Marketing":4755,"Data & Analytics":4756,"Media & Communications":4757,"IT Systems & Solutions":4758,"Software Development":4759},134.4,121.9,99.8,94.9,82,94.3,106.7,{"score":3066,"raw":4761,"source":3848},{"index":4756},{"score":4763,"raw":4764,"source":2793},73.5,{"rate":3625},{"score":3648,"raw":4766,"source":2799},{"totalHeadcount":4767,"yoyGrowth":4768,"displayGrowth":4592},1183674,0.0522,{"score":3259,"raw":4770,"source":2793},{"currentWage":4771,"priorWage":3688,"nominalYoY":4772,"cpiYoY":4773,"realWageYoY":4774,"realWageYoYPct":4775},44.23,0.0361,0.0132,0.032,"3.20%",{"score":4777,"raw":4778,"source":2793},61.8,{"currentAvg":4779,"baselineAvg":2813,"deviationPct":4780,"deviationPctDisplay":4781},386266,-0.0882,"-8.8%",{"score":4783,"signals":4784},8.4,{"frontier_agent_horizon":4785,"cheapest_frontier":4787,"median_frontier_price":4789},{"score":2801,"raw":4786,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4788,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3100,"raw":4790,"source":2828},{"medianPrice":4791,"displayPrice":4792},46.25,"$46.25/MTok",{"score":3963,"signals":4794},{"ai_web_content":4795,"ai_in_science":4797,"enterprise_ai_seats":4801,"ai_automation_rate":4803},{"score":2801,"raw":4796,"source":2835},{"percentage":2752,"displayPct":2834},{"score":3027,"raw":4798,"source":2841},{"ratio":4799,"percentage":4800},0.0321,"3.21%",{"score":2801,"raw":4802,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4804,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3339,"signals":4806},{"amazon_robot_ratio":4807,"humanoid_robots":4809,"autonomous_miles":4811,"warehouse_employment":4813,"transport_employment":4817},{"score":2867,"raw":4808,"source":2858},{"robots":3801,"employees":3802,"ratioPer1000":3803},{"score":3507,"raw":4810,"source":2865},{"cumulativeUnits":3806,"worldPopBillions":3807,"perMillion":3808},{"score":3648,"raw":4812,"source":2873},{"totalMiles":3811,"waymoMiles":3812,"avSharePct":3813,"caVmtBillions":2872},{"score":3968,"raw":4814,"source":2793},{"currentShare":4815,"baselineShare":2876,"shareDecline":4816},1.104,0.322,{"score":3550,"raw":4818,"source":2793},{"currentShare":4819,"baselineShare":2879,"shareDecline":4820},4.12,0.396,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4823,"composite":4824,"categories":4825,"metadata":4913},"2021-01",{"raw":3743,"smoothed":3132,"delta":2752,"deltaSmoothed":3210},{"displacement":4826,"cost":4871,"penetration":4881,"automation":4891},{"score":3923,"signals":4827},{"ai_exposed_jobs":4828,"indeed_job_postings":4832,"indeed_total_postings":4844,"info_unemployment":4848,"big4_headcount":4852,"wage_compression":4857,"business_formations":4865},{"score":4384,"raw":4829,"source":2788},{"currentEmployment":4830,"baselineEmployment":2786,"declineFromBaseline":4831},7400000,0.0041,{"score":4833,"raw":4834,"source":3848},23.5,{"compositeIndex":4835,"sectors":4836},108.7,{"Accounting":4837,"Banking & Finance":4838,"Marketing":4839,"Data & Analytics":4840,"Media & Communications":4841,"IT Systems & Solutions":4842,"Software Development":4843},158.9,116.7,103.2,93.3,83.8,96.1,108.9,{"score":4845,"raw":4846,"source":3848},37.3,{"index":4847},97.7,{"score":4849,"raw":4850,"source":2793},76.1,{"rate":4851},7.33,{"score":4744,"raw":4853,"source":2799},{"totalHeadcount":4854,"yoyGrowth":4855,"displayGrowth":4856},1188621,0.0526,"+5.3%",{"score":4858,"raw":4859,"source":2793},18.3,{"currentWage":4860,"priorWage":3764,"nominalYoY":4861,"cpiYoY":4862,"realWageYoY":4863,"realWageYoYPct":4864},44.38,0.0355,0.0137,0.0256,"2.56%",{"score":4866,"raw":4867,"source":2793},49.5,{"currentAvg":4868,"baselineAvg":2813,"deviationPct":4869,"deviationPctDisplay":4870},412119,-0.0272,"-2.7%",{"score":4063,"signals":4872},{"frontier_agent_horizon":4873,"cheapest_frontier":4875,"median_frontier_price":4877},{"score":2801,"raw":4874,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4876,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3178,"raw":4878,"source":2828},{"medianPrice":4879,"displayPrice":4880},44.98,"$44.98/MTok",{"score":2817,"signals":4882},{"ai_web_content":4883,"ai_in_science":4885,"enterprise_ai_seats":4887,"ai_automation_rate":4889},{"score":2801,"raw":4884,"source":2835},{"percentage":2752,"displayPct":2834},{"score":2867,"raw":4886,"source":2841},{"ratio":4689,"percentage":4690},{"score":2801,"raw":4888,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4890,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3490,"signals":4892},{"amazon_robot_ratio":4893,"humanoid_robots":4898,"autonomous_miles":4902,"warehouse_employment":4907,"transport_employment":4911},{"score":2963,"raw":4894,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},350000,1608000,217.66,{"score":3988,"raw":4899,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},7.87,4.07,{"score":3613,"raw":4903,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},4055684,2325089,0.0013,{"score":4135,"raw":4908,"source":2793},{"currentShare":4909,"baselineShare":2876,"shareDecline":4910},1.11,0.328,{"score":3550,"raw":4912,"source":2793},{"currentShare":4819,"baselineShare":2879,"shareDecline":4820},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4915,"composite":4916,"categories":4917,"metadata":4997},"2021-02",{"raw":3715,"smoothed":3208,"delta":3209,"deltaSmoothed":3210},{"displacement":4918,"cost":4958,"penetration":4969,"automation":4981},{"score":4919,"signals":4920},31.7,{"ai_exposed_jobs":4921,"indeed_job_postings":4925,"indeed_total_postings":4936,"info_unemployment":4940,"big4_headcount":4943,"wage_compression":4947,"business_formations":4953},{"score":3196,"raw":4922,"source":2788},{"currentEmployment":4923,"baselineEmployment":2786,"declineFromBaseline":4924},7397500,0.0037,{"score":3276,"raw":4926,"source":3848},{"compositeIndex":4927,"sectors":4928},115.3,{"Accounting":4929,"Banking & Finance":4930,"Marketing":4931,"Data & Analytics":4932,"Media & Communications":4933,"IT Systems & Solutions":4934,"Software Development":4935},131.1,118.2,118.7,105.9,89.7,111.2,132.3,{"score":4937,"raw":4938,"source":3848},32.5,{"index":4939},103.3,{"score":4305,"raw":4941,"source":2793},{"rate":4942},6.67,{"score":4010,"raw":4944,"source":2799},{"totalHeadcount":4945,"yoyGrowth":3314,"displayGrowth":4946},1203765,"+6.1%",{"score":4948,"raw":4949,"source":2793},20.9,{"currentWage":4595,"priorWage":3861,"nominalYoY":4950,"cpiYoY":3236,"realWageYoY":4951,"realWageYoYPct":4952},0.0387,0.0222,"2.22%",{"score":4581,"raw":4954,"source":2793},{"currentAvg":4955,"baselineAvg":2813,"deviationPct":4956,"deviationPctDisplay":4957},424788,0.0027,"+0.3%",{"score":4959,"signals":4960},8.6,{"frontier_agent_horizon":4961,"cheapest_frontier":4963,"median_frontier_price":4965},{"score":2801,"raw":4962,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":4964,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3259,"raw":4966,"source":2828},{"medianPrice":4967,"displayPrice":4968},43.71,"$43.71/MTok",{"score":3876,"signals":4970},{"ai_web_content":4971,"ai_in_science":4973,"enterprise_ai_seats":4977,"ai_automation_rate":4979},{"score":2801,"raw":4972,"source":2835},{"percentage":2752,"displayPct":2834},{"score":4566,"raw":4974,"source":2841},{"ratio":4975,"percentage":4976},0.034,"3.40%",{"score":2801,"raw":4978,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":4980,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3490,"signals":4982},{"amazon_robot_ratio":4983,"humanoid_robots":4985,"autonomous_miles":4987,"warehouse_employment":4989,"transport_employment":4993},{"score":2963,"raw":4984,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":4986,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":4988,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":3150,"raw":4990,"source":2793},{"currentShare":4991,"baselineShare":2876,"shareDecline":4992},1.116,0.334,{"score":3401,"raw":4994,"source":2793},{"currentShare":4995,"baselineShare":2879,"shareDecline":4996},4.134,0.41,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":4999,"composite":5000,"categories":5001,"metadata":5087},"2021-03",{"raw":4178,"smoothed":3743,"delta":3050,"deltaSmoothed":3210},{"displacement":5002,"cost":5045,"penetration":5055,"automation":5068},{"score":3213,"signals":5003},{"ai_exposed_jobs":5004,"indeed_job_postings":5008,"indeed_total_postings":5019,"info_unemployment":5023,"big4_headcount":5027,"wage_compression":5031,"business_formations":5039},{"score":2882,"raw":5005,"source":2788},{"currentEmployment":5006,"baselineEmployment":2786,"declineFromBaseline":5007},7395000,0.0034,{"score":3819,"raw":5009,"source":3848},{"compositeIndex":5010,"sectors":5011},120.4,{"Accounting":5012,"Banking & Finance":5013,"Marketing":5014,"Data & Analytics":5015,"Media & Communications":5016,"IT Systems & Solutions":5017,"Software Development":5018},125.1,122.9,130.8,113.1,98.7,116,136,{"score":5020,"raw":5021,"source":3848},27,{"index":5022},110.7,{"score":5024,"raw":5025,"source":2793},73,{"rate":5026},6.73,{"score":2881,"raw":5028,"source":2799},{"totalHeadcount":5029,"yoyGrowth":3913,"displayGrowth":5030},1218909,"+7.0%",{"score":5032,"raw":5033,"source":2793},27.7,{"currentWage":5034,"priorWage":3953,"nominalYoY":5035,"cpiYoY":5036,"realWageYoY":5037,"realWageYoYPct":5038},44.03,0.0223,0.0267,0.0131,"1.31%",{"score":5040,"raw":5041,"source":2793},29.2,{"currentAvg":5042,"baselineAvg":2813,"deviationPct":5043,"deviationPctDisplay":5044},457171,0.0791,"+7.9%",{"score":4959,"signals":5046},{"frontier_agent_horizon":5047,"cheapest_frontier":5049,"median_frontier_price":5051},{"score":2801,"raw":5048,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5050,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3339,"raw":5052,"source":2828},{"medianPrice":5053,"displayPrice":5054},42.56,"$42.56/MTok",{"score":3876,"signals":5056},{"ai_web_content":5057,"ai_in_science":5059,"enterprise_ai_seats":5064,"ai_automation_rate":5066},{"score":2801,"raw":5058,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5060,"raw":5061,"source":2841},22.5,{"ratio":5062,"percentage":5063},0.035,"3.50%",{"score":2801,"raw":5065,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5067,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":5069,"signals":5070},14.7,{"amazon_robot_ratio":5071,"humanoid_robots":5073,"autonomous_miles":5075,"warehouse_employment":5077,"transport_employment":5082},{"score":2963,"raw":5072,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5074,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5076,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":5078,"raw":5079,"source":2793},7.7,{"currentShare":5080,"baselineShare":2876,"shareDecline":5081},1.118,0.336,{"score":5083,"raw":5084,"source":2793},5.9,{"currentShare":5085,"baselineShare":2879,"shareDecline":5086},4.169,0.446,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5089,"composite":5090,"categories":5091,"metadata":5169},"2021-04",{"raw":4085,"smoothed":3289,"delta":2888,"deltaSmoothed":3210},{"displacement":5092,"cost":5130,"penetration":5141,"automation":5153},{"score":5093,"signals":5094},29.7,{"ai_exposed_jobs":5095,"indeed_job_postings":5098,"indeed_total_postings":5108,"info_unemployment":5111,"big4_headcount":5114,"wage_compression":5118,"business_formations":5124},{"score":4200,"raw":5096,"source":2788},{"currentEmployment":5097,"baselineEmployment":2786,"declineFromBaseline":4050},7392500,{"score":3057,"raw":5099,"source":3848},{"compositeIndex":5100,"sectors":5101},127.9,{"Accounting":5102,"Banking & Finance":5103,"Marketing":5104,"Data & Analytics":5105,"Media & Communications":4934,"IT Systems & Solutions":5106,"Software Development":5107},129.6,132.5,139.2,117.4,121.6,143.5,{"score":2882,"raw":5109,"source":3848},{"index":5110},122.1,{"score":4302,"raw":5112,"source":2793},{"rate":5113},6.23,{"score":3339,"raw":5115,"source":2799},{"totalHeadcount":5116,"yoyGrowth":5117,"displayGrowth":5044},1234052,0.0786,{"score":4024,"raw":5119,"source":2793},{"currentWage":5120,"priorWage":4048,"nominalYoY":4862,"cpiYoY":5121,"realWageYoY":5122,"realWageYoYPct":5123},44.39,0.0413,-0.0033,"-0.33%",{"score":5125,"raw":5126,"source":2793},27.5,{"currentAvg":5127,"baselineAvg":2813,"deviationPct":5128,"deviationPctDisplay":5129},460655,0.0873,"+8.7%",{"score":5131,"signals":5132},8.7,{"frontier_agent_horizon":5133,"cheapest_frontier":5135,"median_frontier_price":5137},{"score":2801,"raw":5134,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5136,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3216,"raw":5138,"source":2828},{"medianPrice":5139,"displayPrice":5140},41.29,"$41.29/MTok",{"score":5078,"signals":5142},{"ai_web_content":5143,"ai_in_science":5145,"enterprise_ai_seats":5149,"ai_automation_rate":5151},{"score":2801,"raw":5144,"source":2835},{"percentage":2752,"displayPct":2834},{"score":4046,"raw":5146,"source":2841},{"ratio":5147,"percentage":5148},0.036,"3.60%",{"score":2801,"raw":5150,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5152,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3819,"signals":5154},{"amazon_robot_ratio":5155,"humanoid_robots":5157,"autonomous_miles":5159,"warehouse_employment":5161,"transport_employment":5165},{"score":2963,"raw":5156,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5158,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5160,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":3876,"raw":5162,"source":2793},{"currentShare":5163,"baselineShare":2876,"shareDecline":5164},1.127,0.345,{"score":2935,"raw":5166,"source":2793},{"currentShare":5167,"baselineShare":2879,"shareDecline":5168},4.151,0.427,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5171,"composite":5172,"categories":5173,"metadata":5249},"2021-05",{"raw":4085,"smoothed":3715,"delta":2752,"deltaSmoothed":3051},{"displacement":5174,"cost":5211,"penetration":5221,"automation":5233},{"score":5175,"signals":5176},29.6,{"ai_exposed_jobs":5177,"indeed_job_postings":5181,"indeed_total_postings":5191,"info_unemployment":5194,"big4_headcount":5196,"wage_compression":5201,"business_formations":5206},{"score":5178,"raw":5179,"source":2788},19.2,{"currentEmployment":5180,"baselineEmployment":2786,"declineFromBaseline":4956},7390000,{"score":4350,"raw":5182,"source":3848},{"compositeIndex":5183,"sectors":5184},135.8,{"Accounting":5185,"Banking & Finance":5186,"Marketing":5187,"Data & Analytics":5188,"Media & Communications":5189,"IT Systems & Solutions":5103,"Software Development":5190},133.8,128.2,148.3,129,124.2,155,{"score":3906,"raw":5192,"source":3848},{"index":5193},128.8,{"score":4035,"raw":5195,"source":2793},{"rate":2830},{"score":5197,"raw":5198,"source":2799},12.6,{"totalHeadcount":5199,"yoyGrowth":5200,"displayGrowth":5129},1249196,0.0872,{"score":4311,"raw":5202,"source":2793},{"currentWage":5203,"priorWage":4142,"nominalYoY":4862,"cpiYoY":3949,"realWageYoY":5204,"realWageYoYPct":5205},44.34,-0.0225,"-2.25%",{"score":3757,"raw":5207,"source":2793},{"currentAvg":5208,"baselineAvg":2813,"deviationPct":5209,"deviationPctDisplay":5210},484330,0.1432,"+14.3%",{"score":4639,"signals":5212},{"frontier_agent_horizon":5213,"cheapest_frontier":5215,"median_frontier_price":5217},{"score":2801,"raw":5214,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5216,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3490,"raw":5218,"source":2828},{"medianPrice":5219,"displayPrice":5220},40.05,"$40.05/MTok",{"score":3150,"signals":5222},{"ai_web_content":5223,"ai_in_science":5225,"enterprise_ai_seats":5229,"ai_automation_rate":5231},{"score":2801,"raw":5224,"source":2835},{"percentage":2752,"displayPct":2834},{"score":4833,"raw":5226,"source":2841},{"ratio":5227,"percentage":5228},0.037,"3.70%",{"score":2801,"raw":5230,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5232,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":5069,"signals":5234},{"amazon_robot_ratio":5235,"humanoid_robots":5237,"autonomous_miles":5239,"warehouse_employment":5241,"transport_employment":5245},{"score":2963,"raw":5236,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5238,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5240,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":2817,"raw":5242,"source":2793},{"currentShare":5243,"baselineShare":2876,"shareDecline":5244},1.132,0.35,{"score":2935,"raw":5246,"source":2793},{"currentShare":5247,"baselineShare":2879,"shareDecline":5248},4.152,0.428,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5251,"composite":5252,"categories":5254,"metadata":5337},"2021-06",{"raw":4085,"smoothed":5253,"delta":2752,"deltaSmoothed":3051},15.5,{"displacement":5255,"cost":5299,"penetration":5309,"automation":5321},{"score":5256,"signals":5257},29.5,{"ai_exposed_jobs":5258,"indeed_job_postings":5262,"indeed_total_postings":5274,"info_unemployment":5278,"big4_headcount":5282,"wage_compression":5288,"business_formations":5294},{"score":3118,"raw":5259,"source":2788},{"currentEmployment":5260,"baselineEmployment":2786,"declineFromBaseline":5261},7387500,0.0024,{"score":5263,"raw":5264,"source":3848},5.5,{"compositeIndex":5265,"sectors":5266},139.1,{"Accounting":5267,"Banking & Finance":5268,"Marketing":5269,"Data & Analytics":5270,"Media & Communications":5271,"IT Systems & Solutions":5272,"Software Development":5273},137.9,136.9,156.3,128.3,123.7,135.1,155.5,{"score":5275,"raw":5276,"source":3848},13.3,{"index":5277},133.5,{"score":5279,"raw":5280,"source":2793},67,{"rate":5281},5.93,{"score":5283,"raw":5284,"source":2799},10.9,{"totalHeadcount":5285,"yoyGrowth":5286,"displayGrowth":5287},1264340,0.0956,"+9.6%",{"score":5289,"raw":5290,"source":2793},63,{"currentWage":5203,"priorWage":4233,"nominalYoY":3228,"cpiYoY":5291,"realWageYoY":5292,"realWageYoYPct":5293},0.053,-0.0319,"-3.19%",{"score":4948,"raw":5295,"source":2793},{"currentAvg":5296,"baselineAvg":2813,"deviationPct":5297,"deviationPctDisplay":5298},483485,0.1412,"+14.1%",{"score":4157,"signals":5300},{"frontier_agent_horizon":5301,"cheapest_frontier":5303,"median_frontier_price":5305},{"score":2801,"raw":5302,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5304,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":4178,"raw":5306,"source":2828},{"medianPrice":5307,"displayPrice":5308},38.78,"$38.78/MTok",{"score":4135,"signals":5310},{"ai_web_content":5311,"ai_in_science":5313,"enterprise_ai_seats":5317,"ai_automation_rate":5319},{"score":2801,"raw":5312,"source":2835},{"percentage":2752,"displayPct":2834},{"score":2853,"raw":5314,"source":2841},{"ratio":5315,"percentage":5316},0.038,"3.80%",{"score":2801,"raw":5318,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5320,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3216,"signals":5322},{"amazon_robot_ratio":5323,"humanoid_robots":5325,"autonomous_miles":5327,"warehouse_employment":5329,"transport_employment":5333},{"score":2963,"raw":5324,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5326,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5328,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":3780,"raw":5330,"source":2793},{"currentShare":5331,"baselineShare":2876,"shareDecline":5332},1.148,0.366,{"score":5083,"raw":5334,"source":2793},{"currentShare":5335,"baselineShare":2879,"shareDecline":5336},4.171,0.447,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5339,"composite":5340,"categories":5341,"metadata":5422},"2021-07",{"raw":4178,"smoothed":5253,"delta":3290,"deltaSmoothed":2752},{"displacement":5342,"cost":5383,"penetration":5393,"automation":5405},{"score":5343,"signals":5344},29.9,{"ai_exposed_jobs":5345,"indeed_job_postings":5348,"indeed_total_postings":5359,"info_unemployment":5362,"big4_headcount":5366,"wage_compression":5370,"business_formations":5377},{"score":4444,"raw":5346,"source":2788},{"currentEmployment":5347,"baselineEmployment":2786,"declineFromBaseline":4144},7385000,{"score":2801,"raw":5349,"source":3848},{"compositeIndex":5350,"sectors":5351},145,{"Accounting":5352,"Banking & Finance":5353,"Marketing":5354,"Data & Analytics":5355,"Media & Communications":5356,"IT Systems & Solutions":5357,"Software Development":5358},151.2,138,159.5,134.6,134.5,141.1,155.9,{"score":4226,"raw":5360,"source":3848},{"index":5361},137.5,{"score":5363,"raw":5364,"source":2793},66.3,{"rate":5365},5.83,{"score":4376,"raw":5367,"source":2799},{"totalHeadcount":5368,"yoyGrowth":3822,"displayGrowth":5369},1279484,"+10.4%",{"score":5371,"raw":5372,"source":2793},67.6,{"currentWage":5373,"priorWage":4326,"nominalYoY":3864,"cpiYoY":5374,"realWageYoY":5375,"realWageYoYPct":5376},44.46,0.0525,-0.0389,"-3.89%",{"score":5378,"raw":5379,"source":2793},25.5,{"currentAvg":5380,"baselineAvg":2813,"deviationPct":5381,"deviationPctDisplay":5382},464997,0.0976,"+9.8%",{"score":4192,"signals":5384},{"frontier_agent_horizon":5385,"cheapest_frontier":5387,"median_frontier_price":5389},{"score":2801,"raw":5386,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5388,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3906,"raw":5390,"source":2828},{"medianPrice":5391,"displayPrice":5392},37.55,"$37.55/MTok",{"score":4135,"signals":5394},{"ai_web_content":5395,"ai_in_science":5397,"enterprise_ai_seats":5401,"ai_automation_rate":5403},{"score":2801,"raw":5396,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5398,"raw":5399,"source":2841},24.5,{"ratio":3284,"percentage":5400},"3.90%",{"score":2801,"raw":5402,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5404,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3537,"signals":5406},{"amazon_robot_ratio":5407,"humanoid_robots":5409,"autonomous_miles":5411,"warehouse_employment":5413,"transport_employment":5417},{"score":2963,"raw":5408,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5410,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5412,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":3775,"raw":5414,"source":2793},{"currentShare":5415,"baselineShare":2876,"shareDecline":5416},1.16,0.378,{"score":5418,"raw":5419,"source":2793},5.6,{"currentShare":5420,"baselineShare":2879,"shareDecline":5421},4.187,0.464,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5424,"composite":5425,"categories":5426,"metadata":5509},"2021-08",{"raw":5253,"smoothed":5253,"delta":2677,"deltaSmoothed":2752},{"displacement":5427,"cost":5470,"penetration":5481,"automation":5492},{"score":5428,"signals":5429},30.4,{"ai_exposed_jobs":5430,"indeed_job_postings":5434,"indeed_total_postings":5445,"info_unemployment":5448,"big4_headcount":5452,"wage_compression":5457,"business_formations":5465},{"score":4744,"raw":5431,"source":2788},{"currentEmployment":5432,"baselineEmployment":2786,"declineFromBaseline":5433},7382500,0.0017,{"score":2801,"raw":5435,"source":3848},{"compositeIndex":5436,"sectors":5437},160.2,{"Accounting":5438,"Banking & Finance":5439,"Marketing":5440,"Data & Analytics":5441,"Media & Communications":5442,"IT Systems & Solutions":5443,"Software Development":5444},174.2,143.8,158.3,153.2,130.7,170.9,190.3,{"score":4187,"raw":5446,"source":3848},{"index":5447},139.3,{"score":5449,"raw":5450,"source":2793},62.8,{"rate":5451},5.37,{"score":4639,"raw":5453,"source":2799},{"totalHeadcount":5454,"yoyGrowth":5455,"displayGrowth":5456},1294627,0.1123,"+11.2%",{"score":5458,"raw":5459,"source":2793},69.9,{"currentWage":5460,"priorWage":4419,"nominalYoY":5461,"cpiYoY":5462,"realWageYoY":5463,"realWageYoYPct":5464},44.42,0.0059,0.0515,-0.0423,"-4.23%",{"score":5466,"raw":5467,"source":2793},37.7,{"currentAvg":5468,"baselineAvg":2813,"deviationPct":5469,"deviationPctDisplay":3535},439031,0.0363,{"score":5471,"signals":5472},9.1,{"frontier_agent_horizon":5473,"cheapest_frontier":5475,"median_frontier_price":5477},{"score":2801,"raw":5474,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5476,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":2881,"raw":5478,"source":2828},{"medianPrice":5479,"displayPrice":5480},36.28,"$36.28/MTok",{"score":3968,"signals":5482},{"ai_web_content":5483,"ai_in_science":5485,"enterprise_ai_seats":5488,"ai_automation_rate":5490},{"score":2801,"raw":5484,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5486,"raw":5487,"source":2841},25,{"ratio":3237,"percentage":3238},{"score":2801,"raw":5489,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5491,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":4720,"signals":5493},{"amazon_robot_ratio":5494,"humanoid_robots":5496,"autonomous_miles":5498,"warehouse_employment":5500,"transport_employment":5504},{"score":2963,"raw":5495,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5497,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5499,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":3625,"raw":5501,"source":2793},{"currentShare":5502,"baselineShare":2876,"shareDecline":5503},1.175,0.393,{"score":5505,"raw":5506,"source":2793},5.3,{"currentShare":5507,"baselineShare":2879,"shareDecline":5508},4.207,0.484,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5511,"composite":5512,"categories":5513,"metadata":5589},"2021-09",{"raw":4178,"smoothed":3640,"delta":3051,"deltaSmoothed":2888},{"displacement":5514,"cost":5554,"penetration":5564,"automation":5574},{"score":5256,"signals":5515},{"ai_exposed_jobs":5516,"indeed_job_postings":5520,"indeed_total_postings":5530,"info_unemployment":5533,"big4_headcount":5536,"wage_compression":5541,"business_formations":5548},{"score":3648,"raw":5517,"source":2788},{"currentEmployment":5518,"baselineEmployment":2786,"declineFromBaseline":5519},7380000,0.0014,{"score":2801,"raw":5521,"source":3848},{"compositeIndex":5522,"sectors":5523},158,{"Accounting":5524,"Banking & Finance":5525,"Marketing":5526,"Data & Analytics":5527,"Media & Communications":5528,"IT Systems & Solutions":4837,"Software Development":5529},166.8,144.5,156.5,159.1,136.1,184.3,{"score":5471,"raw":5531,"source":3848},{"index":5532},143.4,{"score":4311,"raw":5534,"source":2793},{"rate":5535},4.67,{"score":4135,"raw":5537,"source":2799},{"totalHeadcount":5538,"yoyGrowth":5539,"displayGrowth":5540},1309771,0.1206,"+12.1%",{"score":5542,"raw":5543,"source":2793},71.8,{"currentWage":5544,"priorWage":4506,"nominalYoY":4597,"cpiYoY":5545,"realWageYoY":5546,"realWageYoYPct":5547},44.44,0.0535,-0.0452,"-4.52%",{"score":5549,"raw":5550,"source":2793},40.7,{"currentAvg":5551,"baselineAvg":2813,"deviationPct":5552,"deviationPctDisplay":5553},432790,0.0216,"+2.2%",{"score":4465,"signals":5555},{"frontier_agent_horizon":5556,"cheapest_frontier":5558,"median_frontier_price":5560},{"score":2801,"raw":5557,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5559,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3368,"raw":5561,"source":2828},{"medianPrice":5562,"displayPrice":5563},35.01,"$35.01/MTok",{"score":4338,"signals":5565},{"ai_web_content":5566,"ai_in_science":5568,"enterprise_ai_seats":5570,"ai_automation_rate":5572},{"score":2801,"raw":5567,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5378,"raw":5569,"source":2841},{"ratio":3316,"percentage":3317},{"score":2801,"raw":5571,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5573,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3339,"signals":5575},{"amazon_robot_ratio":5576,"humanoid_robots":5578,"autonomous_miles":5580,"warehouse_employment":5582,"transport_employment":5585},{"score":2963,"raw":5577,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5579,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5581,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":3401,"raw":5583,"source":2793},{"currentShare":5584,"baselineShare":2876,"shareDecline":4996},1.192,{"score":2801,"raw":5586,"source":2793},{"currentShare":5587,"baselineShare":2879,"shareDecline":5588},4.228,0.504,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5591,"composite":5592,"categories":5593,"metadata":5674},"2021-10",{"raw":3565,"smoothed":4178,"delta":3051,"deltaSmoothed":2888},{"displacement":5594,"cost":5634,"penetration":5644,"automation":5657},{"score":5595,"signals":5596},28.7,{"ai_exposed_jobs":5597,"indeed_job_postings":5600,"indeed_total_postings":5610,"info_unemployment":5613,"big4_headcount":5616,"wage_compression":5621,"business_formations":5628},{"score":3123,"raw":5598,"source":2788},{"currentEmployment":5599,"baselineEmployment":2786,"declineFromBaseline":3039},7377500,{"score":2801,"raw":5601,"source":3848},{"compositeIndex":5602,"sectors":5603},166.9,{"Accounting":5604,"Banking & Finance":5605,"Marketing":5606,"Data & Analytics":5607,"Media & Communications":5350,"IT Systems & Solutions":5608,"Software Development":5609},175.7,147.5,163.2,164,163.9,209.3,{"score":4517,"raw":5611,"source":3848},{"index":5612},147.2,{"score":5614,"raw":5615,"source":2793},49.3,{"rate":4467},{"score":4350,"raw":5617,"source":2799},{"totalHeadcount":5618,"yoyGrowth":5619,"displayGrowth":5620},1324915,0.1288,"+12.9%",{"score":5622,"raw":5623,"source":2793},75.2,{"currentWage":5373,"priorWage":4595,"nominalYoY":5624,"cpiYoY":5625,"realWageYoY":5626,"realWageYoYPct":5627},-0.0029,0.0624,-0.0507,"-5.07%",{"score":5629,"raw":5630,"source":2793},43.1,{"currentAvg":5631,"baselineAvg":2813,"deviationPct":5632,"deviationPctDisplay":5633},427758,0.0097,"+1.0%",{"score":2976,"signals":5635},{"frontier_agent_horizon":5636,"cheapest_frontier":5638,"median_frontier_price":5640},{"score":2801,"raw":5637,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5639,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3132,"raw":5641,"source":2828},{"medianPrice":5642,"displayPrice":5643},33.78,"$33.78/MTok",{"score":4517,"signals":5645},{"ai_web_content":5646,"ai_in_science":5648,"enterprise_ai_seats":5653,"ai_automation_rate":5655},{"score":2801,"raw":5647,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5649,"raw":5650,"source":2841},26,{"ratio":5651,"percentage":5652},0.042,"4.20%",{"score":2801,"raw":5654,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5656,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":5658,"signals":5659},14.2,{"amazon_robot_ratio":5660,"humanoid_robots":5662,"autonomous_miles":5664,"warehouse_employment":5666,"transport_employment":5670},{"score":2963,"raw":5661,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5663,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5665,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":2935,"raw":5667,"source":2793},{"currentShare":5668,"baselineShare":2876,"shareDecline":5669},1.212,0.43,{"score":2801,"raw":5671,"source":2793},{"currentShare":5672,"baselineShare":2879,"shareDecline":5673},4.253,0.53,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5676,"composite":5677,"categories":5678,"metadata":5757},"2021-11",{"raw":4540,"smoothed":4085,"delta":2888,"deltaSmoothed":2888},{"displacement":5679,"cost":5719,"penetration":5728,"automation":5741},{"score":5680,"signals":5681},28.3,{"ai_exposed_jobs":5682,"indeed_job_postings":5686,"indeed_total_postings":5697,"info_unemployment":5699,"big4_headcount":5701,"wage_compression":5706,"business_formations":5714},{"score":2958,"raw":5683,"source":2788},{"currentEmployment":5684,"baselineEmployment":2786,"declineFromBaseline":5685},7375000,0.0007,{"score":2801,"raw":5687,"source":3848},{"compositeIndex":5688,"sectors":5689},171.2,{"Accounting":5690,"Banking & Finance":5691,"Marketing":5692,"Data & Analytics":5693,"Media & Communications":5694,"IT Systems & Solutions":5695,"Software Development":5696},176.6,151.5,168.1,173.4,146.6,173.6,208.5,{"score":3550,"raw":5698,"source":3848},{"index":5441},{"score":3062,"raw":5700,"source":2793},{"rate":3064},{"score":3072,"raw":5702,"source":2799},{"totalHeadcount":5703,"yoyGrowth":5704,"displayGrowth":5705},1340059,0.1369,"+13.7%",{"score":5707,"raw":5708,"source":2793},77.4,{"currentWage":5709,"priorWage":4686,"nominalYoY":5710,"cpiYoY":5711,"realWageYoY":5712,"realWageYoYPct":5713},44.57,0.0011,0.069,-0.0581,"-5.81%",{"score":4122,"raw":5715,"source":2793},{"currentAvg":5716,"baselineAvg":2813,"deviationPct":5717,"deviationPctDisplay":5718},429357,0.0135,"+1.3%",{"score":4249,"signals":5720},{"frontier_agent_horizon":5721,"cheapest_frontier":5723,"median_frontier_price":5725},{"score":2801,"raw":5722,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5724,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":2776,"raw":5726,"source":2828},{"medianPrice":4937,"displayPrice":5727},"$32.5/MTok",{"score":4517,"signals":5729},{"ai_web_content":5730,"ai_in_science":5732,"enterprise_ai_seats":5737,"ai_automation_rate":5739},{"score":2801,"raw":5731,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5733,"raw":5734,"source":2841},26.5,{"ratio":5735,"percentage":5736},0.043,"4.30%",{"score":2801,"raw":5738,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5740,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":5742,"signals":5743},14.1,{"amazon_robot_ratio":5744,"humanoid_robots":5746,"autonomous_miles":5748,"warehouse_employment":5750,"transport_employment":5753},{"score":2963,"raw":5745,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5747,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5749,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":5083,"raw":5751,"source":2793},{"currentShare":5752,"baselineShare":2876,"shareDecline":5336},1.229,{"score":2801,"raw":5754,"source":2793},{"currentShare":5755,"baselineShare":2879,"shareDecline":5756},4.286,0.563,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5759,"composite":5760,"categories":5761,"metadata":5841},"2021-12",{"raw":4178,"smoothed":4178,"delta":2711,"deltaSmoothed":3290},{"displacement":5762,"cost":5804,"penetration":5814,"automation":5825},{"score":5763,"signals":5764},29.1,{"ai_exposed_jobs":5765,"indeed_job_postings":5769,"indeed_total_postings":5780,"info_unemployment":5783,"big4_headcount":5786,"wage_compression":5791,"business_formations":5798},{"score":3036,"raw":5766,"source":2788},{"currentEmployment":5767,"baselineEmployment":2786,"declineFromBaseline":5768},7372500,0.0003,{"score":2801,"raw":5770,"source":3848},{"compositeIndex":5771,"sectors":5772},159.8,{"Accounting":5773,"Banking & Finance":5774,"Marketing":5775,"Data & Analytics":5776,"Media & Communications":5777,"IT Systems & Solutions":5778,"Software Development":5779},155.6,147.6,160.8,167,134.2,162.2,191.3,{"score":5418,"raw":5781,"source":3848},{"index":5782},157.5,{"score":4332,"raw":5784,"source":2793},{"rate":5785},4.17,{"score":5263,"raw":5787,"source":2799},{"totalHeadcount":5788,"yoyGrowth":5789,"displayGrowth":5790},1355202,0.1449,"+14.5%",{"score":5792,"raw":5793,"source":2793},78.9,{"currentWage":5794,"priorWage":4771,"nominalYoY":2942,"cpiYoY":5795,"realWageYoY":5796,"realWageYoYPct":5797},44.92,0.0717,-0.0631,"-6.31%",{"score":5799,"raw":5800,"source":2793},42.2,{"currentAvg":5801,"baselineAvg":2813,"deviationPct":5802,"deviationPctDisplay":5803},429488,0.0138,"+1.4%",{"score":3310,"signals":5805},{"frontier_agent_horizon":5806,"cheapest_frontier":5808,"median_frontier_price":5810},{"score":2801,"raw":5807,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5809,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3512,"raw":5811,"source":2828},{"medianPrice":5812,"displayPrice":5813},31.27,"$31.27/MTok",{"score":4607,"signals":5815},{"ai_web_content":5816,"ai_in_science":5818,"enterprise_ai_seats":5821,"ai_automation_rate":5823},{"score":2801,"raw":5817,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5020,"raw":5819,"source":2841},{"ratio":3437,"percentage":5820},"4.40%",{"score":2801,"raw":5822,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5824,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":5742,"signals":5826},{"amazon_robot_ratio":5827,"humanoid_robots":5829,"autonomous_miles":5831,"warehouse_employment":5833,"transport_employment":5837},{"score":2963,"raw":5828,"source":2858},{"robots":4895,"employees":4896,"ratioPer1000":4897},{"score":3988,"raw":5830,"source":2865},{"cumulativeUnits":2862,"worldPopBillions":4900,"perMillion":4901},{"score":3613,"raw":5832,"source":2873},{"totalMiles":4904,"waymoMiles":4905,"avSharePct":4906,"caVmtBillions":2872},{"score":3479,"raw":5834,"source":2793},{"currentShare":5835,"baselineShare":2876,"shareDecline":5836},1.238,0.456,{"score":2801,"raw":5838,"source":2793},{"currentShare":5839,"baselineShare":2879,"shareDecline":5840},4.315,0.592,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5843,"composite":5844,"categories":5845,"metadata":5932},"2022-01",{"raw":3207,"smoothed":3640,"delta":4106,"deltaSmoothed":3290},{"displacement":5846,"cost":5887,"penetration":5897,"automation":5908},{"score":5847,"signals":5848},29.3,{"ai_exposed_jobs":5849,"indeed_job_postings":5851,"indeed_total_postings":5861,"info_unemployment":5864,"big4_headcount":5868,"wage_compression":5873,"business_formations":5881},{"score":2753,"raw":5850,"source":2788},{"currentEmployment":2786,"baselineEmployment":2786,"declineFromBaseline":2752},{"score":2801,"raw":5852,"source":3848},{"compositeIndex":5853,"sectors":5854},162,{"Accounting":5778,"Banking & Finance":5855,"Marketing":5856,"Data & Analytics":5857,"Media & Communications":5858,"IT Systems & Solutions":5859,"Software Development":5860},144.9,157.8,170.6,132,164.7,201.8,{"score":2783,"raw":5862,"source":3848},{"index":5863},156.8,{"score":5865,"raw":5866,"source":2793},54,{"rate":5867},4.4,{"score":2801,"raw":5869,"source":2799},{"totalHeadcount":5870,"yoyGrowth":5871,"displayGrowth":5872},1370346,0.1529,"+15.3%",{"score":5874,"raw":5875,"source":2793},78.4,{"currentWage":5876,"priorWage":4860,"nominalYoY":5877,"cpiYoY":5878,"realWageYoY":5879,"realWageYoYPct":5880},45.09,0.016,0.0756,-0.0612,"-6.12%",{"score":5882,"raw":5883,"source":2793},40.9,{"currentAvg":5884,"baselineAvg":2813,"deviationPct":5885,"deviationPctDisplay":5886},432373,0.0206,"+2.1%",{"score":4376,"signals":5888},{"frontier_agent_horizon":5889,"cheapest_frontier":5891,"median_frontier_price":5893},{"score":2801,"raw":5890,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5892,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":3281,"raw":5894,"source":2828},{"medianPrice":5895,"displayPrice":5896},30,"$30/MTok",{"score":4783,"signals":5898},{"ai_web_content":5899,"ai_in_science":5901,"enterprise_ai_seats":5904,"ai_automation_rate":5906},{"score":2801,"raw":5900,"source":2835},{"percentage":2752,"displayPct":2834},{"score":5125,"raw":5902,"source":2841},{"ratio":3363,"percentage":5903},"4.50%",{"score":2801,"raw":5905,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":5907,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3715,"signals":5909},{"amazon_robot_ratio":5910,"humanoid_robots":5915,"autonomous_miles":5919,"warehouse_employment":5924,"transport_employment":5928},{"score":4027,"raw":5911,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},520000,1541000,337.44,{"score":3593,"raw":5916,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},30000,7.95,{"score":5920,"raw":5921,"source":2873},23.6,{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},4199984,2322607,{"score":5418,"raw":5925,"source":2793},{"currentShare":5926,"baselineShare":2876,"shareDecline":5927},1.249,0.467,{"score":2801,"raw":5929,"source":2793},{"currentShare":5930,"baselineShare":2879,"shareDecline":5931},4.325,0.601,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":5934,"composite":5935,"categories":5936,"metadata":6017},"2022-02",{"raw":3207,"smoothed":5253,"delta":2752,"deltaSmoothed":3290},{"displacement":5937,"cost":5977,"penetration":5986,"automation":6001},{"score":5847,"signals":5938},{"ai_exposed_jobs":5939,"indeed_job_postings":5943,"indeed_total_postings":5954,"info_unemployment":5956,"big4_headcount":5958,"wage_compression":5963,"business_formations":5971},{"score":2867,"raw":5940,"source":2788},{"currentEmployment":5941,"baselineEmployment":2786,"declineFromBaseline":5942},7355417,-0.002,{"score":2801,"raw":5944,"source":3848},{"compositeIndex":5945,"sectors":5946},186.7,{"Accounting":5947,"Banking & Finance":5948,"Marketing":5949,"Data & Analytics":5950,"Media & Communications":5951,"IT Systems & Solutions":5952,"Software Development":5953},184.6,165.5,183.2,192,157.6,190.6,233.8,{"score":3328,"raw":5955,"source":3848},{"index":5354},{"score":2981,"raw":5957,"source":2793},{"rate":2983},{"score":5505,"raw":5959,"source":2799},{"totalHeadcount":5960,"yoyGrowth":5961,"displayGrowth":5962},1380420,0.1468,"+14.7%",{"score":5964,"raw":5965,"source":2793},77.8,{"currentWage":5966,"priorWage":4595,"nominalYoY":5967,"cpiYoY":5968,"realWageYoY":5969,"realWageYoYPct":5970},45.37,0.0175,0.0794,-0.0592,"-5.92%",{"score":5972,"raw":5973,"source":2793},41.6,{"currentAvg":5974,"baselineAvg":2813,"deviationPct":5975,"deviationPctDisplay":5976},430845,0.017,"+1.7%",{"score":4277,"signals":5978},{"frontier_agent_horizon":5979,"cheapest_frontier":5981,"median_frontier_price":5983},{"score":2801,"raw":5980,"source":2927},{"p50Hours":2752,"model":4246,"logHours":4247},{"score":4249,"raw":5982,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":4473,"raw":5984,"source":2828},{"medianPrice":5763,"displayPrice":5985},"$29.1/MTok",{"score":4063,"signals":5987},{"ai_web_content":5988,"ai_in_science":5992,"enterprise_ai_seats":5997,"ai_automation_rate":5999},{"score":5989,"raw":5990,"source":2835},5.2,{"percentage":3290,"displayPct":5991},"0.1%",{"score":5993,"raw":5994,"source":2841},28.2,{"ratio":5995,"percentage":5996},0.0464,"4.64%",{"score":2801,"raw":5998,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6000,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3906,"signals":6002},{"amazon_robot_ratio":6003,"humanoid_robots":6005,"autonomous_miles":6007,"warehouse_employment":6009,"transport_employment":6013},{"score":4027,"raw":6004,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6006,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6008,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":3328,"raw":6010,"source":2793},{"currentShare":6011,"baselineShare":2876,"shareDecline":6012},1.275,0.493,{"score":2801,"raw":6014,"source":2793},{"currentShare":6015,"baselineShare":2879,"shareDecline":6016},4.351,0.628,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6019,"composite":6020,"categories":6021,"metadata":6102},"2022-03",{"raw":4178,"smoothed":5253,"delta":3209,"deltaSmoothed":2752},{"displacement":6022,"cost":6060,"penetration":6073,"automation":6087},{"score":6023,"signals":6024},27.2,{"ai_exposed_jobs":6025,"indeed_job_postings":6029,"indeed_total_postings":6038,"info_unemployment":6040,"big4_headcount":6044,"wage_compression":6048,"business_formations":6054},{"score":4046,"raw":6026,"source":2788},{"currentEmployment":6027,"baselineEmployment":2786,"declineFromBaseline":6028},7340833,-0.004,{"score":2801,"raw":6030,"source":3848},{"compositeIndex":6031,"sectors":6032},179.8,{"Accounting":6033,"Banking & Finance":6034,"Marketing":5688,"Data & Analytics":6035,"Media & Communications":5350,"IT Systems & Solutions":6036,"Software Development":6037},180.4,158.1,188.2,192.9,223.1,{"score":2801,"raw":6039,"source":3848},{"index":5775},{"score":6041,"raw":6042,"source":2793},38,{"rate":6043},3.4,{"score":5083,"raw":6045,"source":2799},{"totalHeadcount":6046,"yoyGrowth":6047,"displayGrowth":5298},1390494,0.1408,{"score":4398,"raw":6049,"source":2793},{"currentWage":6050,"priorWage":5034,"nominalYoY":4774,"cpiYoY":6051,"realWageYoY":6052,"realWageYoYPct":6053},45.44,0.0857,-0.0584,"-5.84%",{"score":6055,"raw":6056,"source":2793},44.1,{"currentAvg":6057,"baselineAvg":2813,"deviationPct":6058,"deviationPctDisplay":6059},425627,0.0047,"+0.5%",{"score":4277,"signals":6061},{"frontier_agent_horizon":6062,"cheapest_frontier":6066,"median_frontier_price":6068},{"score":2801,"raw":6063,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},"GPT-3.5-turbo-instruct",-2,{"score":4249,"raw":6067,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":6069,"raw":6070,"source":2828},18.7,{"medianPrice":6071,"displayPrice":6072},28.28,"$28.28/MTok",{"score":5131,"signals":6074},{"ai_web_content":6075,"ai_in_science":6079,"enterprise_ai_seats":6083,"ai_automation_rate":6085},{"score":3406,"raw":6076,"source":2835},{"percentage":6077,"displayPct":6078},0.19,"0.19%",{"score":4027,"raw":6080,"source":2841},{"ratio":6081,"percentage":6082},0.0477,"4.77%",{"score":2801,"raw":6084,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6086,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3906,"signals":6088},{"amazon_robot_ratio":6089,"humanoid_robots":6091,"autonomous_miles":6093,"warehouse_employment":6095,"transport_employment":6098},{"score":4027,"raw":6090,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6092,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6094,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":2801,"raw":6096,"source":2793},{"currentShare":6097,"baselineShare":2876,"shareDecline":4106},1.282,{"score":2801,"raw":6099,"source":2793},{"currentShare":6100,"baselineShare":2879,"shareDecline":6101},4.356,0.632,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6104,"composite":6105,"categories":6106,"metadata":6184},"2022-04",{"raw":4540,"smoothed":4178,"delta":3210,"deltaSmoothed":3051},{"displacement":6107,"cost":6146,"penetration":6156,"automation":6168},{"score":6108,"signals":6109},25.8,{"ai_exposed_jobs":6110,"indeed_job_postings":6114,"indeed_total_postings":6124,"info_unemployment":6126,"big4_headcount":6129,"wage_compression":6134,"business_formations":6141},{"score":5398,"raw":6111,"source":2788},{"currentEmployment":6112,"baselineEmployment":2786,"declineFromBaseline":6113},7326250,-0.0059,{"score":2801,"raw":6115,"source":3848},{"compositeIndex":6116,"sectors":6117},178.7,{"Accounting":6118,"Banking & Finance":6119,"Marketing":5524,"Data & Analytics":6120,"Media & Communications":6121,"IT Systems & Solutions":6122,"Software Development":6123},178.1,167.2,186.8,142.2,186.9,222.7,{"score":2801,"raw":6125,"source":3848},{"index":5436},{"score":3598,"raw":6127,"source":2793},{"rate":6128},2.9,{"score":3401,"raw":6130,"source":2799},{"totalHeadcount":6131,"yoyGrowth":6132,"displayGrowth":6133},1400568,0.1349,"+13.5%",{"score":4309,"raw":6135,"source":2793},{"currentWage":6136,"priorWage":5120,"nominalYoY":6137,"cpiYoY":6138,"realWageYoY":6139,"realWageYoYPct":6140},45.88,0.0336,0.0823,-0.0548,"-5.48%",{"score":4581,"raw":6142,"source":2793},{"currentAvg":6143,"baselineAvg":2813,"deviationPct":6144,"deviationPctDisplay":6145},424623,0.0023,"+0.2%",{"score":4371,"signals":6147},{"frontier_agent_horizon":6148,"cheapest_frontier":6150,"median_frontier_price":6152},{"score":2801,"raw":6149,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":4249,"raw":6151,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":4200,"raw":6153,"source":2828},{"medianPrice":6154,"displayPrice":6155},27.38,"$27.38/MTok",{"score":4639,"signals":6157},{"ai_web_content":6158,"ai_in_science":6161,"enterprise_ai_seats":6164,"ai_automation_rate":6166},{"score":5418,"raw":6159,"source":2835},{"percentage":2711,"displayPct":6160},"0.3%",{"score":5175,"raw":6162,"source":2841},{"ratio":3949,"percentage":6163},"4.92%",{"score":2801,"raw":6165,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6167,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3906,"signals":6169},{"amazon_robot_ratio":6170,"humanoid_robots":6172,"autonomous_miles":6174,"warehouse_employment":6176,"transport_employment":6180},{"score":4027,"raw":6171,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6173,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6175,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":3328,"raw":6177,"source":2793},{"currentShare":6178,"baselineShare":2876,"shareDecline":6179},1.279,0.497,{"score":2801,"raw":6181,"source":2793},{"currentShare":6182,"baselineShare":2879,"shareDecline":6183},4.358,0.635,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6186,"composite":6187,"categories":6188,"metadata":6269},"2022-05",{"raw":3490,"smoothed":4085,"delta":2888,"deltaSmoothed":2888},{"displacement":6189,"cost":6228,"penetration":6239,"automation":6253},{"score":6190,"signals":6191},25.1,{"ai_exposed_jobs":6192,"indeed_job_postings":6196,"indeed_total_postings":6207,"info_unemployment":6209,"big4_headcount":6212,"wage_compression":6216,"business_formations":6224},{"score":4029,"raw":6193,"source":2788},{"currentEmployment":6194,"baselineEmployment":2786,"declineFromBaseline":6195},7311667,-0.0079,{"score":2801,"raw":6197,"source":3848},{"compositeIndex":6198,"sectors":6199},182,{"Accounting":6200,"Banking & Finance":6201,"Marketing":6202,"Data & Analytics":6203,"Media & Communications":6204,"IT Systems & Solutions":6205,"Software Development":6206},180,164.8,165,190.8,151.1,194.5,228,{"score":2801,"raw":6208,"source":3848},{"index":5775},{"score":5398,"raw":6210,"source":2793},{"rate":6211},2.63,{"score":4350,"raw":6213,"source":2799},{"totalHeadcount":6214,"yoyGrowth":6215,"displayGrowth":5620},1410641,0.1292,{"score":6217,"raw":6218,"source":2793},73.9,{"currentWage":6219,"priorWage":5203,"nominalYoY":6220,"cpiYoY":6221,"realWageYoY":6222,"realWageYoYPct":6223},46.24,0.0429,0.0854,-0.0483,"-4.83%",{"score":6225,"raw":6226,"source":2793},44.2,{"currentAvg":6227,"baselineAvg":2813,"deviationPct":2905,"deviationPctDisplay":2906},425343,{"score":6229,"signals":6230},9.9,{"frontier_agent_horizon":6231,"cheapest_frontier":6233,"median_frontier_price":6235},{"score":2801,"raw":6232,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":4249,"raw":6234,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":4444,"raw":6236,"source":2828},{"medianPrice":6237,"displayPrice":6238},26.51,"$26.51/MTok",{"score":4192,"signals":6240},{"ai_web_content":6241,"ai_in_science":6245,"enterprise_ai_seats":6249,"ai_automation_rate":6251},{"score":2783,"raw":6242,"source":2835},{"percentage":6243,"displayPct":6244},0.39,"0.39%",{"score":6246,"raw":6247,"source":2841},30.2,{"ratio":4321,"percentage":6248},"5.06%",{"score":2801,"raw":6250,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6252,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3906,"signals":6254},{"amazon_robot_ratio":6255,"humanoid_robots":6257,"autonomous_miles":6259,"warehouse_employment":6261,"transport_employment":6265},{"score":4027,"raw":6256,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6258,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6260,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":3328,"raw":6262,"source":2793},{"currentShare":6263,"baselineShare":2876,"shareDecline":6264},1.274,0.492,{"score":2801,"raw":6266,"source":2793},{"currentShare":6267,"baselineShare":2879,"shareDecline":6268},4.362,0.639,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6271,"composite":6272,"categories":6273,"metadata":6347},"2022-06",{"raw":4085,"smoothed":4085,"delta":2711,"deltaSmoothed":2752},{"displacement":6274,"cost":6310,"penetration":6320,"automation":6333},{"score":4029,"signals":6275},{"ai_exposed_jobs":6276,"indeed_job_postings":6281,"indeed_total_postings":6290,"info_unemployment":6292,"big4_headcount":6294,"wage_compression":6299,"business_formations":6306},{"score":6277,"raw":6278,"source":2788},27.4,{"currentEmployment":6279,"baselineEmployment":2786,"declineFromBaseline":6280},7297083,-0.0099,{"score":2801,"raw":6282,"source":3848},{"compositeIndex":6283,"sectors":6284},167.6,{"Accounting":5438,"Banking & Finance":6285,"Marketing":6286,"Data & Analytics":6287,"Media & Communications":5014,"IT Systems & Solutions":6288,"Software Development":6289},161.1,147.1,176.5,177.2,206.4,{"score":5989,"raw":6291,"source":3848},{"index":5527},{"score":3598,"raw":6293,"source":2793},{"rate":6128},{"score":3876,"raw":6295,"source":2799},{"totalHeadcount":6296,"yoyGrowth":6297,"displayGrowth":6298},1420715,0.1237,"+12.4%",{"score":6300,"raw":6301,"source":2793},70.9,{"currentWage":6302,"priorWage":5203,"nominalYoY":4043,"cpiYoY":6303,"realWageYoY":6304,"realWageYoYPct":6305},46.54,0.0898,-0.0438,"-4.38%",{"score":6307,"raw":6308,"source":2793},44.9,{"currentAvg":6309,"baselineAvg":2813,"deviationPct":3450,"deviationPctDisplay":2798},423845,{"score":3231,"signals":6311},{"frontier_agent_horizon":6312,"cheapest_frontier":6314,"median_frontier_price":6316},{"score":2801,"raw":6313,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":4249,"raw":6315,"source":2823},{"cheapestPrice":2761,"displayPrice":2827},{"score":2958,"raw":6317,"source":2828},{"medianPrice":6318,"displayPrice":6319},25.61,"$25.61/MTok",{"score":5471,"signals":6321},{"ai_web_content":6322,"ai_in_science":6326,"enterprise_ai_seats":6329,"ai_automation_rate":6331},{"score":6323,"raw":6324,"source":2835},6,{"percentage":4106,"displayPct":6325},"0.5%",{"score":3383,"raw":6327,"source":2841},{"ratio":3584,"percentage":6328},"5.20%",{"score":2801,"raw":6330,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6332,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3906,"signals":6334},{"amazon_robot_ratio":6335,"humanoid_robots":6337,"autonomous_miles":6339,"warehouse_employment":6341,"transport_employment":6345},{"score":4027,"raw":6336,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6338,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6340,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":5989,"raw":6342,"source":2793},{"currentShare":6343,"baselineShare":2876,"shareDecline":6344},1.269,0.487,{"score":2801,"raw":6346,"source":2793},{"currentShare":6100,"baselineShare":2879,"shareDecline":6101},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6349,"composite":6350,"categories":6351,"metadata":6434},"2022-07",{"raw":4178,"smoothed":4085,"delta":3290,"deltaSmoothed":2752},{"displacement":6352,"cost":6392,"penetration":6404,"automation":6418},{"score":6353,"signals":6354},25.7,{"ai_exposed_jobs":6355,"indeed_job_postings":6359,"indeed_total_postings":6369,"info_unemployment":6372,"big4_headcount":6375,"wage_compression":6380,"business_formations":6387},{"score":4027,"raw":6356,"source":2788},{"currentEmployment":6357,"baselineEmployment":2786,"declineFromBaseline":6358},7282500,-0.0119,{"score":2801,"raw":6360,"source":3848},{"compositeIndex":6361,"sectors":6362},162.4,{"Accounting":6363,"Banking & Finance":6364,"Marketing":6365,"Data & Analytics":6366,"Media & Communications":5188,"IT Systems & Solutions":6367,"Software Development":6368},191,149.9,141.4,165.7,167.4,192.7,{"score":6323,"raw":6370,"source":3848},{"index":6371},156.2,{"score":5020,"raw":6373,"source":2793},{"rate":6374},2.8,{"score":4517,"raw":6376,"source":2799},{"totalHeadcount":6377,"yoyGrowth":6378,"displayGrowth":6379},1430789,0.1183,"+11.8%",{"score":6381,"raw":6382,"source":2793},67.7,{"currentWage":4124,"priorWage":5373,"nominalYoY":6383,"cpiYoY":6384,"realWageYoY":6385,"realWageYoYPct":6386},0.0504,0.0846,-0.039,"-3.90%",{"score":6388,"raw":6389,"source":2793},46.2,{"currentAvg":6390,"baselineAvg":2813,"deviationPct":4393,"deviationPctDisplay":6391},420600,"-0.7%",{"score":4187,"signals":6393},{"frontier_agent_horizon":6394,"cheapest_frontier":6396,"median_frontier_price":6400},{"score":2801,"raw":6395,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":6229,"raw":6397,"source":2823},{"cheapestPrice":6398,"displayPrice":6399},56.72,"$56.72/MTok",{"score":4009,"raw":6401,"source":2828},{"medianPrice":6402,"displayPrice":6403},24.74,"$24.74/MTok",{"score":2976,"signals":6405},{"ai_web_content":6406,"ai_in_science":6409,"enterprise_ai_seats":6414,"ai_automation_rate":6416},{"score":2935,"raw":6407,"source":2835},{"percentage":3369,"displayPct":6408},"0.6%",{"score":6410,"raw":6411,"source":2841},31.4,{"ratio":6412,"percentage":6413},0.0534,"5.34%",{"score":2801,"raw":6415,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6417,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3715,"signals":6419},{"amazon_robot_ratio":6420,"humanoid_robots":6422,"autonomous_miles":6424,"warehouse_employment":6426,"transport_employment":6430},{"score":4027,"raw":6421,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6423,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6425,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":5263,"raw":6427,"source":2793},{"currentShare":6428,"baselineShare":2876,"shareDecline":6429},1.254,0.472,{"score":2801,"raw":6431,"source":2793},{"currentShare":6432,"baselineShare":2879,"shareDecline":6433},4.344,0.62,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6436,"composite":6437,"categories":6438,"metadata":6520},"2022-08",{"raw":3640,"smoothed":4178,"delta":3290,"deltaSmoothed":3290},{"displacement":6439,"cost":6477,"penetration":6490,"automation":6504},{"score":4029,"signals":6440},{"ai_exposed_jobs":6441,"indeed_job_postings":6445,"indeed_total_postings":6453,"info_unemployment":6456,"big4_headcount":6458,"wage_compression":6463,"business_formations":6471},{"score":5428,"raw":6442,"source":2788},{"currentEmployment":6443,"baselineEmployment":2786,"declineFromBaseline":6444},7267917,-0.0139,{"score":2801,"raw":6446,"source":3848},{"compositeIndex":5273,"sectors":6447},{"Accounting":6448,"Banking & Finance":6364,"Marketing":6449,"Data & Analytics":6450,"Media & Communications":6451,"IT Systems & Solutions":6450,"Software Development":6452},175,134.1,155.8,126.3,191.7,{"score":3401,"raw":6454,"source":3848},{"index":6455},154.1,{"score":3598,"raw":6457,"source":2793},{"rate":6128},{"score":5131,"raw":6459,"source":2799},{"totalHeadcount":6460,"yoyGrowth":6461,"displayGrowth":6462},1440863,0.113,"+11.3%",{"score":6464,"raw":6465,"source":2793},62.4,{"currentWage":6466,"priorWage":5460,"nominalYoY":6467,"cpiYoY":6468,"realWageYoY":6469,"realWageYoYPct":6470},47.24,0.0635,0.0822,-0.0311,"-3.11%",{"score":6472,"raw":6473,"source":2793},47.6,{"currentAvg":6474,"baselineAvg":2813,"deviationPct":6475,"deviationPctDisplay":6476},417081,-0.0155,"-1.6%",{"score":6478,"signals":6479},10.6,{"frontier_agent_horizon":6480,"cheapest_frontier":6482,"median_frontier_price":6486},{"score":2801,"raw":6481,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":2825,"raw":6483,"source":2823},{"cheapestPrice":6484,"displayPrice":6485},53.33,"$53.33/MTok",{"score":3109,"raw":6487,"source":2828},{"medianPrice":6488,"displayPrice":6489},23.84,"$23.84/MTok",{"score":4249,"signals":6491},{"ai_web_content":6492,"ai_in_science":6496,"enterprise_ai_seats":6500,"ai_automation_rate":6502},{"score":2921,"raw":6493,"source":2835},{"percentage":6494,"displayPct":6495},0.7,"0.7%",{"score":3135,"raw":6497,"source":2841},{"ratio":6498,"percentage":6499},0.0549,"5.49%",{"score":2801,"raw":6501,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6503,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3715,"signals":6505},{"amazon_robot_ratio":6506,"humanoid_robots":6508,"autonomous_miles":6510,"warehouse_employment":6512,"transport_employment":6516},{"score":4027,"raw":6507,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6509,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6511,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":3479,"raw":6513,"source":2793},{"currentShare":6514,"baselineShare":2876,"shareDecline":6515},1.243,0.461,{"score":2801,"raw":6517,"source":2793},{"currentShare":6518,"baselineShare":2879,"shareDecline":6519},4.329,0.605,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6522,"composite":6523,"categories":6524,"metadata":6605},"2022-09",{"raw":4178,"smoothed":4178,"delta":2888,"deltaSmoothed":2752},{"displacement":6525,"cost":6564,"penetration":6577,"automation":6590},{"score":6526,"signals":6527},25.2,{"ai_exposed_jobs":6528,"indeed_job_postings":6532,"indeed_total_postings":6540,"info_unemployment":6543,"big4_headcount":6546,"wage_compression":6550,"business_formations":6558},{"score":3135,"raw":6529,"source":2788},{"currentEmployment":6530,"baselineEmployment":2786,"declineFromBaseline":6531},7253333,-0.0158,{"score":2801,"raw":6533,"source":3848},{"compositeIndex":6534,"sectors":6535},149.3,{"Accounting":5782,"Banking & Finance":5107,"Marketing":5103,"Data & Analytics":6536,"Media & Communications":6537,"IT Systems & Solutions":6538,"Software Development":6539},158.2,121.7,157.4,174.4,{"score":3780,"raw":6541,"source":3848},{"index":6542},151.3,{"score":3837,"raw":6544,"source":2793},{"rate":6545},2.93,{"score":4465,"raw":6547,"source":2799},{"totalHeadcount":6548,"yoyGrowth":6549,"displayGrowth":4428},1450937,0.1078,{"score":6551,"raw":6552,"source":2793},54.4,{"currentWage":6553,"priorWage":5544,"nominalYoY":6554,"cpiYoY":6555,"realWageYoY":6556,"realWageYoYPct":6557},47.88,0.0774,0.0819,-0.0192,"-1.92%",{"score":6559,"raw":6560,"source":2793},45.7,{"currentAvg":6561,"baselineAvg":2813,"deviationPct":6562,"deviationPctDisplay":6563},421927,-0.0041,"-0.4%",{"score":3881,"signals":6565},{"frontier_agent_horizon":6566,"cheapest_frontier":6568,"median_frontier_price":6572},{"score":2801,"raw":6567,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":3057,"raw":6569,"source":2823},{"cheapestPrice":6570,"displayPrice":6571},49.95,"$49.95/MTok",{"score":6573,"raw":6574,"source":2828},21,{"medianPrice":6575,"displayPrice":6576},22.94,"$22.94/MTok",{"score":3310,"signals":6578},{"ai_web_content":6579,"ai_in_science":6582,"enterprise_ai_seats":6586,"ai_automation_rate":6588},{"score":3474,"raw":6580,"source":2835},{"percentage":4107,"displayPct":6581},"0.8%",{"score":4937,"raw":6583,"source":2841},{"ratio":6584,"percentage":6585},0.0563,"5.63%",{"score":2801,"raw":6587,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6589,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3207,"signals":6591},{"amazon_robot_ratio":6592,"humanoid_robots":6594,"autonomous_miles":6596,"warehouse_employment":6598,"transport_employment":6602},{"score":4027,"raw":6593,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6595,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6597,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":2783,"raw":6599,"source":2793},{"currentShare":6600,"baselineShare":2876,"shareDecline":6601},1.234,0.452,{"score":2801,"raw":6603,"source":2793},{"currentShare":5839,"baselineShare":2879,"shareDecline":6604},0.591,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6607,"composite":6608,"categories":6609,"metadata":6692},"2022-10",{"raw":3906,"smoothed":3640,"delta":2711,"deltaSmoothed":3290},{"displacement":6610,"cost":6647,"penetration":6662,"automation":6677},{"score":6353,"signals":6611},{"ai_exposed_jobs":6612,"indeed_job_postings":6616,"indeed_total_postings":6625,"info_unemployment":6628,"big4_headcount":6632,"wage_compression":6637,"business_formations":6644},{"score":3054,"raw":6613,"source":2788},{"currentEmployment":6614,"baselineEmployment":2786,"declineFromBaseline":6615},7238750,-0.0178,{"score":2801,"raw":6617,"source":3848},{"compositeIndex":6618,"sectors":6619},144.7,{"Accounting":5606,"Banking & Finance":6620,"Marketing":6621,"Data & Analytics":5352,"Media & Communications":6622,"IT Systems & Solutions":6623,"Software Development":6624},139.9,125.6,123.4,146.8,162.9,{"score":5078,"raw":6626,"source":3848},{"index":6627},149.2,{"score":6629,"raw":6630,"source":2793},34.7,{"rate":6631},3.23,{"score":4277,"raw":6633,"source":2799},{"totalHeadcount":6634,"yoyGrowth":6635,"displayGrowth":6636},1461011,0.1027,"+10.3%",{"score":6638,"raw":6639,"source":2793},47.7,{"currentWage":6640,"priorWage":5373,"nominalYoY":2994,"cpiYoY":6641,"realWageYoY":6642,"realWageYoYPct":6643},47.58,0.0776,-0.0102,"-1.02%",{"score":6307,"raw":6645,"source":2793},{"currentAvg":6646,"baselineAvg":2813,"deviationPct":5768,"deviationPctDisplay":2798},423762,{"score":6648,"signals":6649},11.1,{"frontier_agent_horizon":6650,"cheapest_frontier":6652,"median_frontier_price":6657},{"score":2801,"raw":6651,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":6653,"raw":6654,"source":2823},11.6,{"cheapestPrice":6655,"displayPrice":6656},46.67,"$46.67/MTok",{"score":6658,"raw":6659,"source":2828},21.4,{"medianPrice":6660,"displayPrice":6661},22.06,"$22.06/MTok",{"score":4277,"signals":6663},{"ai_web_content":6664,"ai_in_science":6668,"enterprise_ai_seats":6673,"ai_automation_rate":6675},{"score":3625,"raw":6665,"source":2835},{"percentage":6666,"displayPct":6667},0.9,"0.9%",{"score":6669,"raw":6670,"source":2841},33.1,{"ratio":6671,"percentage":6672},0.0577,"5.77%",{"score":2801,"raw":6674,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6676,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3207,"signals":6678},{"amazon_robot_ratio":6679,"humanoid_robots":6681,"autonomous_miles":6683,"warehouse_employment":6685,"transport_employment":6688},{"score":4027,"raw":6680,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6682,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6684,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":5083,"raw":6686,"source":2793},{"currentShare":6687,"baselineShare":2876,"shareDecline":5086},1.228,{"score":2801,"raw":6689,"source":2793},{"currentShare":6690,"baselineShare":2879,"shareDecline":6691},4.313,0.589,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6694,"composite":6695,"categories":6696,"metadata":6777},"2022-11",{"raw":3906,"smoothed":3640,"delta":2752,"deltaSmoothed":2752},{"displacement":6697,"cost":6733,"penetration":6747,"automation":6761},{"score":5378,"signals":6698},{"ai_exposed_jobs":6699,"indeed_job_postings":6703,"indeed_total_postings":6711,"info_unemployment":6714,"big4_headcount":6718,"wage_compression":6722,"business_formations":6728},{"score":3951,"raw":6700,"source":2788},{"currentEmployment":6701,"baselineEmployment":2786,"declineFromBaseline":6702},7224167,-0.0198,{"score":4277,"raw":6704,"source":3848},{"compositeIndex":5442,"sectors":6705},{"Accounting":6706,"Banking & Finance":6707,"Marketing":4930,"Data & Analytics":6708,"Media & Communications":6709,"IT Systems & Solutions":5018,"Software Development":6710},146.5,126,132.7,106.1,149.6,{"score":4135,"raw":6712,"source":3848},{"index":6713},148.4,{"score":6715,"raw":6716,"source":2793},28,{"rate":6717},2.87,{"score":3462,"raw":6719,"source":2799},{"totalHeadcount":6720,"yoyGrowth":6721,"displayGrowth":5382},1471084,0.0978,{"score":2902,"raw":6723,"source":2793},{"currentWage":6724,"priorWage":5709,"nominalYoY":6725,"cpiYoY":6726,"realWageYoY":4393,"realWageYoYPct":6727},47.31,0.0615,0.0712,"-0.72%",{"score":2902,"raw":6729,"source":2793},{"currentAvg":6730,"baselineAvg":2813,"deviationPct":6731,"deviationPctDisplay":6732},422718,-0.0022,"-0.2%",{"score":6734,"signals":6735},11.4,{"frontier_agent_horizon":6736,"cheapest_frontier":6738,"median_frontier_price":6742},{"score":2801,"raw":6737,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":4324,"raw":6739,"source":2823},{"cheapestPrice":6740,"displayPrice":6741},43.28,"$43.28/MTok",{"score":6743,"raw":6744,"source":2828},21.9,{"medianPrice":6745,"displayPrice":6746},21.16,"$21.16/MTok",{"score":4371,"signals":6748},{"ai_web_content":6749,"ai_in_science":6752,"enterprise_ai_seats":6757,"ai_automation_rate":6759},{"score":3775,"raw":6750,"source":2835},{"percentage":4011,"displayPct":6751},"1%",{"score":6753,"raw":6754,"source":2841},33.7,{"ratio":6755,"percentage":6756},0.0591,"5.91%",{"score":2801,"raw":6758,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6760,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3207,"signals":6762},{"amazon_robot_ratio":6763,"humanoid_robots":6765,"autonomous_miles":6767,"warehouse_employment":6769,"transport_employment":6773},{"score":4027,"raw":6764,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6766,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6768,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":6323,"raw":6770,"source":2793},{"currentShare":6771,"baselineShare":2876,"shareDecline":6772},1.219,0.437,{"score":2801,"raw":6774,"source":2793},{"currentShare":6775,"baselineShare":2879,"shareDecline":6776},4.289,0.566,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6779,"composite":6780,"categories":6781,"metadata":6863},"2022-12",{"raw":3743,"smoothed":3715,"delta":3369,"deltaSmoothed":2711},{"displacement":6782,"cost":6820,"penetration":6833,"automation":6848},{"score":4029,"signals":6783},{"ai_exposed_jobs":6784,"indeed_job_postings":6788,"indeed_total_postings":6796,"info_unemployment":6799,"big4_headcount":6802,"wage_compression":6807,"business_formations":6814},{"score":3859,"raw":6785,"source":2788},{"currentEmployment":6786,"baselineEmployment":2786,"declineFromBaseline":6787},7209583,-0.0218,{"score":4001,"raw":6789,"source":3848},{"compositeIndex":6790,"sectors":6791},122.2,{"Accounting":6792,"Banking & Finance":4838,"Marketing":5015,"Data & Analytics":6793,"Media & Communications":6794,"IT Systems & Solutions":6795,"Software Development":5018},141.2,121.1,101.1,126.1,{"score":5131,"raw":6797,"source":3848},{"index":6798},145.2,{"score":2853,"raw":6800,"source":2793},{"rate":6801},2.6,{"score":6734,"raw":6803,"source":2799},{"totalHeadcount":6804,"yoyGrowth":6805,"displayGrowth":6806},1481158,0.0929,"+9.3%",{"score":6808,"raw":6809,"source":2793},45.1,{"currentWage":6810,"priorWage":5794,"nominalYoY":6811,"cpiYoY":3734,"realWageYoY":6812,"realWageYoYPct":6813},47.66,0.061,-0.0067,"-0.67%",{"score":6815,"raw":6816,"source":2793},45.2,{"currentAvg":6817,"baselineAvg":2813,"deviationPct":6818,"deviationPctDisplay":6819},423202,-0.0011,"-0.1%",{"score":4252,"signals":6821},{"frontier_agent_horizon":6822,"cheapest_frontier":6824,"median_frontier_price":6828},{"score":2801,"raw":6823,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":6825,"raw":6826,"source":2823},13,{"cheapestPrice":2757,"displayPrice":6827},"$40/MTok",{"score":6829,"raw":6830,"source":2828},22.3,{"medianPrice":6831,"displayPrice":6832},20.29,"$20.29/MTok",{"score":4068,"signals":6834},{"ai_web_content":6835,"ai_in_science":6840,"enterprise_ai_seats":6844,"ai_automation_rate":6846},{"score":6836,"raw":6837,"source":2835},12.4,{"percentage":6838,"displayPct":6839},3.69,"3.69%",{"score":4655,"raw":6841,"source":2841},{"ratio":6842,"percentage":6843},0.0606,"6.06%",{"score":2801,"raw":6845,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6847,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3289,"signals":6849},{"amazon_robot_ratio":6850,"humanoid_robots":6852,"autonomous_miles":6854,"warehouse_employment":6856,"transport_employment":6859},{"score":4027,"raw":6851,"source":2858},{"robots":5912,"employees":5913,"ratioPer1000":5914},{"score":3593,"raw":6853,"source":2865},{"cumulativeUnits":5917,"worldPopBillions":5918,"perMillion":3381},{"score":5920,"raw":6855,"source":2873},{"totalMiles":5922,"waymoMiles":5923,"avSharePct":4906,"caVmtBillions":2872},{"score":2935,"raw":6857,"source":2793},{"currentShare":6858,"baselineShare":2876,"shareDecline":5248},1.21,{"score":2801,"raw":6860,"source":2793},{"currentShare":6861,"baselineShare":2879,"shareDecline":6862},4.28,0.557,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6865,"composite":6866,"categories":6869,"metadata":6959},"2023-01",{"raw":3988,"smoothed":4651,"delta":6867,"deltaSmoothed":6868},1.1,0.4,{"displacement":6870,"cost":6909,"penetration":6919,"automation":6934},{"score":6871,"signals":6872},27.3,{"ai_exposed_jobs":6873,"indeed_job_postings":6877,"indeed_total_postings":6887,"info_unemployment":6890,"big4_headcount":6892,"wage_compression":6897,"business_formations":6905},{"score":3145,"raw":6874,"source":2788},{"currentEmployment":6875,"baselineEmployment":2786,"declineFromBaseline":6876},7195000,-0.0237,{"score":3131,"raw":6878,"source":3848},{"compositeIndex":6879,"sectors":6880},118.3,{"Accounting":6881,"Banking & Finance":6882,"Marketing":6883,"Data & Analytics":6882,"Media & Communications":6884,"IT Systems & Solutions":6885,"Software Development":6886},149.1,114.5,108.2,98,119.6,124.5,{"score":4277,"raw":6888,"source":3848},{"index":6889},141.3,{"score":5020,"raw":6891,"source":2793},{"rate":6374},{"score":6836,"raw":6893,"source":2799},{"totalHeadcount":6894,"yoyGrowth":6895,"displayGrowth":6896},1491232,0.0882,"+8.8%",{"score":6898,"raw":6899,"source":2793},44.3,{"currentWage":6900,"priorWage":5876,"nominalYoY":6901,"cpiYoY":6902,"realWageYoY":6903,"realWageYoYPct":6904},47.75,0.059,0.0633,-0.0057,"-0.57%",{"score":3379,"raw":6906,"source":2793},{"currentAvg":6907,"baselineAvg":2813,"deviationPct":6908,"deviationPctDisplay":6732},422929,-0.0017,{"score":5197,"signals":6910},{"frontier_agent_horizon":6911,"cheapest_frontier":6913,"median_frontier_price":6915},{"score":2801,"raw":6912,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":5253,"raw":6914,"source":2823},{"cheapestPrice":5895,"displayPrice":5896},{"score":3680,"raw":6916,"source":2828},{"medianPrice":6917,"displayPrice":6918},19.39,"$19.39/MTok",{"score":6920,"signals":6921},12.7,{"ai_web_content":6922,"ai_in_science":6926,"enterprise_ai_seats":6930,"ai_automation_rate":6932},{"score":4560,"raw":6923,"source":2835},{"percentage":6924,"displayPct":6925},6.47,"6.47%",{"score":3951,"raw":6927,"source":2841},{"ratio":6928,"percentage":6929},0.062,"6.20%",{"score":2801,"raw":6931,"source":2845},{"perThousandWorkers":2752,"totalSeatsM":2752,"displayValue":2844},{"score":2801,"raw":6933,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3208,"signals":6935},{"amazon_robot_ratio":6936,"humanoid_robots":6941,"autonomous_miles":6946,"warehouse_employment":6951,"transport_employment":6955},{"score":4919,"raw":6937,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},600000,1525000,393.44,{"score":3208,"raw":6942,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},28000,8.03,3.49,{"score":4046,"raw":6947,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},3783785,1920427,0.0012,{"score":2921,"raw":6952,"source":2793},{"currentShare":6953,"baselineShare":2876,"shareDecline":6954},1.2,0.418,{"score":2801,"raw":6956,"source":2793},{"currentShare":6957,"baselineShare":2879,"shareDecline":6958},4.273,0.55,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":6961,"composite":6962,"categories":6963,"metadata":7044},"2023-02",{"raw":3281,"smoothed":3049,"delta":4107,"deltaSmoothed":3369},{"displacement":6964,"cost":7001,"penetration":7012,"automation":7028},{"score":5763,"signals":6965},{"ai_exposed_jobs":6966,"indeed_job_postings":6971,"indeed_total_postings":6982,"info_unemployment":6985,"big4_headcount":6988,"wage_compression":6993,"business_formations":6997},{"score":6967,"raw":6968,"source":2788},39,{"currentEmployment":6969,"baselineEmployment":2786,"declineFromBaseline":6970},7177917,-0.0261,{"score":3648,"raw":6972,"source":3848},{"compositeIndex":6973,"sectors":6974},113.9,{"Accounting":6975,"Banking & Finance":6976,"Marketing":6977,"Data & Analytics":6978,"Media & Communications":6979,"IT Systems & Solutions":6980,"Software Development":6981},153.6,111.9,101.2,113.7,90.3,115.8,110.9,{"score":4226,"raw":6983,"source":3848},{"index":6984},137.4,{"score":3372,"raw":6986,"source":2793},{"rate":6987},3.17,{"score":4001,"raw":6989,"source":2799},{"totalHeadcount":6990,"yoyGrowth":6991,"displayGrowth":6992},1491796,0.0807,"+8.1%",{"score":4024,"raw":6994,"source":2793},{"currentWage":6995,"priorWage":5966,"nominalYoY":6996,"cpiYoY":3154,"realWageYoY":5122,"realWageYoYPct":5123},47.95,0.0569,{"score":6998,"raw":6999,"source":2793},40.6,{"currentAvg":7000,"baselineAvg":2813,"deviationPct":4951,"deviationPctDisplay":5553},433067,{"score":6920,"signals":7002},{"frontier_agent_horizon":7003,"cheapest_frontier":7005,"median_frontier_price":7007},{"score":2801,"raw":7004,"source":2927},{"p50Hours":4328,"model":6064,"logHours":6065},{"score":5253,"raw":7006,"source":2823},{"cheapestPrice":5895,"displayPrice":5896},{"score":7008,"raw":7009,"source":2828},23.3,{"medianPrice":7010,"displayPrice":7011},18.49,"$18.49/MTok",{"score":5658,"signals":7013},{"ai_web_content":7014,"ai_in_science":7018,"enterprise_ai_seats":7023,"ai_automation_rate":7026},{"score":4833,"raw":7015,"source":2835},{"percentage":7016,"displayPct":7017},9.25,"9.25%",{"score":7019,"raw":7020,"source":2841},35.6,{"ratio":7021,"percentage":7022},0.0641,"6.41%",{"score":2801,"raw":7024,"source":2845},{"perThousandWorkers":4328,"totalSeatsM":4328,"displayValue":7025},"8.16/1M",{"score":2801,"raw":7027,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3208,"signals":7029},{"amazon_robot_ratio":7030,"humanoid_robots":7032,"autonomous_miles":7034,"warehouse_employment":7036,"transport_employment":7040},{"score":4919,"raw":7031,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7033,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7035,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3401,"raw":7037,"source":2793},{"currentShare":7038,"baselineShare":2876,"shareDecline":7039},1.193,0.411,{"score":2801,"raw":7041,"source":2793},{"currentShare":7042,"baselineShare":2879,"shareDecline":7043},4.247,0.523,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7046,"composite":7047,"categories":7048,"metadata":7129},"2023-03",{"raw":3118,"smoothed":2860,"delta":6953,"deltaSmoothed":6494},{"displacement":7049,"cost":7084,"penetration":7098,"automation":7113},{"score":5343,"signals":7050},{"ai_exposed_jobs":7051,"indeed_job_postings":7055,"indeed_total_postings":7064,"info_unemployment":7067,"big4_headcount":7069,"wage_compression":7074,"business_formations":7080},{"score":6998,"raw":7052,"source":2788},{"currentEmployment":7053,"baselineEmployment":2786,"declineFromBaseline":7054},7160833,-0.0284,{"score":4948,"raw":7056,"source":3848},{"compositeIndex":7057,"sectors":7058},112.1,{"Accounting":5352,"Banking & Finance":7059,"Marketing":7060,"Data & Analytics":7061,"Media & Communications":7062,"IT Systems & Solutions":7063,"Software Development":4843},107.8,103.6,104.2,95.5,113.4,{"score":7065,"raw":7066,"source":3848},12.1,{"index":5183},{"score":6041,"raw":7068,"source":2793},{"rate":6043},{"score":4178,"raw":7070,"source":2799},{"totalHeadcount":7071,"yoyGrowth":7072,"displayGrowth":7073},1492360,0.0733,"+7.3%",{"score":7075,"raw":7076,"source":2793},38.9,{"currentWage":7077,"priorWage":6050,"nominalYoY":7078,"cpiYoY":3949,"realWageYoY":5710,"realWageYoYPct":7079},48.14,0.0594,"0.11%",{"score":4601,"raw":7081,"source":2793},{"currentAvg":7082,"baselineAvg":2813,"deviationPct":7083,"deviationPctDisplay":4605},442766,0.0451,{"score":4178,"signals":7085},{"frontier_agent_horizon":7086,"cheapest_frontier":7091,"median_frontier_price":7093},{"score":3462,"raw":7087,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},0.06,"GPT-4",-1.23,{"score":5253,"raw":7092,"source":2823},{"cheapestPrice":5895,"displayPrice":5896},{"score":7094,"raw":7095,"source":2828},23.8,{"medianPrice":7096,"displayPrice":7097},17.67,"$17.67/MTok",{"score":4178,"signals":7099},{"ai_web_content":7100,"ai_in_science":7104,"enterprise_ai_seats":7108,"ai_automation_rate":7111},{"score":6871,"raw":7101,"source":2835},{"percentage":7102,"displayPct":7103},11.75,"11.75%",{"score":7105,"raw":7106,"source":2841},36.4,{"ratio":2911,"percentage":7107},"6.59%",{"score":2801,"raw":7109,"source":2845},{"perThousandWorkers":3077,"totalSeatsM":3077,"displayValue":7110},"15.53/1M",{"score":2801,"raw":7112,"source":2848},{"automationRate":2752,"displayRate":2834},{"score":3208,"signals":7114},{"amazon_robot_ratio":7115,"humanoid_robots":7117,"autonomous_miles":7119,"warehouse_employment":7121,"transport_employment":7125},{"score":4919,"raw":7116,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7118,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7120,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3625,"raw":7122,"source":2793},{"currentShare":7123,"baselineShare":2876,"shareDecline":7124},1.176,0.394,{"score":2801,"raw":7126,"source":2793},{"currentShare":7127,"baselineShare":2879,"shareDecline":7128},4.238,0.514,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7131,"composite":7132,"categories":7133,"metadata":7217},"2023-04",{"raw":4200,"smoothed":4560,"delta":3051,"deltaSmoothed":4106},{"displacement":7134,"cost":7172,"penetration":7183,"automation":7202},{"score":5032,"signals":7135},{"ai_exposed_jobs":7136,"indeed_job_postings":7141,"indeed_total_postings":7151,"info_unemployment":7154,"big4_headcount":7157,"wage_compression":7161,"business_formations":7167},{"score":7137,"raw":7138,"source":2788},42.1,{"currentEmployment":7139,"baselineEmployment":2786,"declineFromBaseline":7140},7143750,-0.0307,{"score":7142,"raw":7143,"source":3848},22.2,{"compositeIndex":7144,"sectors":7145},110.4,{"Accounting":7146,"Banking & Finance":7147,"Marketing":3841,"Data & Analytics":4755,"Media & Communications":7148,"IT Systems & Solutions":7149,"Software Development":7150},144.3,104.7,94.8,115.6,114.2,{"score":4162,"raw":7152,"source":3848},{"index":7153},137,{"score":4833,"raw":7155,"source":2793},{"rate":7156},2.57,{"score":3132,"raw":7158,"source":2799},{"totalHeadcount":7159,"yoyGrowth":2911,"displayGrowth":7160},1492924,"+6.6%",{"score":7162,"raw":7163,"source":2793},38.2,{"currentWage":7164,"priorWage":6136,"nominalYoY":2787,"cpiYoY":7165,"realWageYoY":4747,"realWageYoYPct":7166},48.06,0.0495,"0.18%",{"score":3054,"raw":7168,"source":2793},{"currentAvg":7169,"baselineAvg":2813,"deviationPct":7170,"deviationPctDisplay":7171},448133,0.0578,"+5.8%",{"score":3640,"signals":7173},{"frontier_agent_horizon":7174,"cheapest_frontier":7176,"median_frontier_price":7178},{"score":3462,"raw":7175,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},{"score":5253,"raw":7177,"source":2823},{"cheapestPrice":5895,"displayPrice":5896},{"score":7179,"raw":7180,"source":2828},24.4,{"medianPrice":7181,"displayPrice":7182},16.77,"$16.77/MTok",{"score":3593,"signals":7184},{"ai_web_content":7185,"ai_in_science":7190,"enterprise_ai_seats":7195,"ai_automation_rate":7198},{"score":7186,"raw":7187,"source":2835},31,{"percentage":7188,"displayPct":7189},14.53,"14.53%",{"score":7191,"raw":7192,"source":2841},37.2,{"ratio":7193,"percentage":7194},0.068,"6.80%",{"score":2801,"raw":7196,"source":2845},{"perThousandWorkers":3077,"totalSeatsM":3279,"displayValue":7197},"23.68/1M",{"score":3775,"raw":7199,"source":2848},{"automationRate":7200,"displayRate":7201},1.98,"2%",{"score":3208,"signals":7203},{"amazon_robot_ratio":7204,"humanoid_robots":7206,"autonomous_miles":7208,"warehouse_employment":7210,"transport_employment":7213},{"score":4919,"raw":7205,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7207,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7209,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3550,"raw":7211,"source":2793},{"currentShare":7212,"baselineShare":2876,"shareDecline":6868},1.182,{"score":2801,"raw":7214,"source":2793},{"currentShare":7215,"baselineShare":2879,"shareDecline":7216},4.233,0.51,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7219,"composite":7220,"categories":7221,"metadata":7300},"2023-05",{"raw":4744,"smoothed":4473,"delta":6868,"deltaSmoothed":4106},{"displacement":7222,"cost":7258,"penetration":7267,"automation":7284},{"score":6871,"signals":7223},{"ai_exposed_jobs":7224,"indeed_job_postings":7229,"indeed_total_postings":7237,"info_unemployment":7241,"big4_headcount":7244,"wage_compression":7249,"business_formations":7253},{"score":7225,"raw":7226,"source":2788},43.7,{"currentEmployment":7227,"baselineEmployment":2786,"declineFromBaseline":7228},7126667,-0.033,{"score":4566,"raw":7230,"source":3848},{"compositeIndex":5022,"sectors":7231},{"Accounting":6365,"Banking & Finance":4667,"Marketing":7232,"Data & Analytics":7233,"Media & Communications":7234,"IT Systems & Solutions":7235,"Software Development":7236},96.8,101.7,93.7,114.1,117.5,{"score":7238,"raw":7239,"source":3848},12.2,{"index":7240},135.6,{"score":2753,"raw":7242,"source":2793},{"rate":7243},2.33,{"score":4858,"raw":7245,"source":2799},{"totalHeadcount":7246,"yoyGrowth":7247,"displayGrowth":7248},1493488,0.0587,"+5.9%",{"score":4601,"raw":7250,"source":2793},{"currentWage":7251,"priorWage":6219,"nominalYoY":4604,"cpiYoY":5121,"realWageYoY":2905,"realWageYoYPct":7252},48.33,"0.40%",{"score":6669,"raw":7254,"source":2793},{"currentAvg":7255,"baselineAvg":2813,"deviationPct":7256,"deviationPctDisplay":7257},448931,0.0597,"+6.0%",{"score":3906,"signals":7259},{"frontier_agent_horizon":7260,"cheapest_frontier":7262,"median_frontier_price":7264},{"score":3462,"raw":7261,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},{"score":5253,"raw":7263,"source":2823},{"cheapestPrice":5895,"displayPrice":5896},{"score":5486,"raw":7265,"source":2828},{"medianPrice":3289,"displayPrice":7266},"$15.9/MTok",{"score":3276,"signals":7268},{"ai_web_content":7269,"ai_in_science":7273,"enterprise_ai_seats":7277,"ai_automation_rate":7280},{"score":2891,"raw":7270,"source":2835},{"percentage":7271,"displayPct":7272},17.22,"17.22%",{"score":6041,"raw":7274,"source":2841},{"ratio":7275,"percentage":7276},0.0699,"6.99%",{"score":2801,"raw":7278,"source":2845},{"perThousandWorkers":3279,"totalSeatsM":3237,"displayValue":7279},"31.58/1M",{"score":4157,"raw":7281,"source":2848},{"automationRate":7282,"displayRate":7283},3.9,"4%",{"score":3208,"signals":7285},{"amazon_robot_ratio":7286,"humanoid_robots":7288,"autonomous_miles":7290,"warehouse_employment":7292,"transport_employment":7296},{"score":4919,"raw":7287,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7289,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7291,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3625,"raw":7293,"source":2793},{"currentShare":7294,"baselineShare":2876,"shareDecline":7295},1.177,0.395,{"score":2801,"raw":7297,"source":2793},{"currentShare":7298,"baselineShare":2879,"shareDecline":7299},4.241,0.517,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7302,"composite":7303,"categories":7304,"metadata":7382},"2023-06",{"raw":3187,"smoothed":3196,"delta":6666,"deltaSmoothed":4106},{"displacement":7305,"cost":7338,"penetration":7348,"automation":7367},{"score":5763,"signals":7306},{"ai_exposed_jobs":7307,"indeed_job_postings":7311,"indeed_total_postings":7320,"info_unemployment":7322,"big4_headcount":7324,"wage_compression":7327,"business_formations":7333},{"score":6815,"raw":7308,"source":2788},{"currentEmployment":7309,"baselineEmployment":2786,"declineFromBaseline":7310},7109583,-0.0353,{"score":3837,"raw":7312,"source":3848},{"compositeIndex":3839,"sectors":7313},{"Accounting":7314,"Banking & Finance":7315,"Marketing":7316,"Data & Analytics":7317,"Media & Communications":7318,"IT Systems & Solutions":4487,"Software Development":7319},133.2,101.6,93.4,92.4,90.6,98.3,{"score":3178,"raw":7321,"source":3848},{"index":6708},{"score":2753,"raw":7323,"source":2793},{"rate":7243},{"score":3123,"raw":7325,"source":2799},{"totalHeadcount":7326,"yoyGrowth":4591,"displayGrowth":4592},1494052,{"score":7328,"raw":7329,"source":2793},36.6,{"currentWage":7330,"priorWage":6302,"nominalYoY":3467,"cpiYoY":7331,"realWageYoY":5007,"realWageYoYPct":7332},48.36,0.0307,"0.34%",{"score":6246,"raw":7334,"source":2793},{"currentAvg":7335,"baselineAvg":2813,"deviationPct":7336,"deviationPctDisplay":7337},454914,0.0738,"+7.4%",{"score":3715,"signals":7339},{"frontier_agent_horizon":7340,"cheapest_frontier":7342,"median_frontier_price":7344},{"score":3462,"raw":7341,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},{"score":5253,"raw":7343,"source":2823},{"cheapestPrice":5895,"displayPrice":5896},{"score":7345,"raw":7346,"source":2828},25.6,{"medianPrice":4540,"displayPrice":7347},"$15/MTok",{"score":4009,"signals":7349},{"ai_web_content":7350,"ai_in_science":7354,"enterprise_ai_seats":7359,"ai_automation_rate":7363},{"score":7351,"raw":7352,"source":2835},38.3,{"percentage":2753,"displayPct":7353},"20%",{"score":7355,"raw":7356,"source":2841},38.8,{"ratio":7357,"percentage":7358},0.072,"7.20%",{"score":2801,"raw":7360,"source":2845},{"perThousandWorkers":3237,"totalSeatsM":7361,"displayValue":7362},0.05,"39.74/1M",{"score":5283,"raw":7364,"source":2848},{"automationRate":7365,"displayRate":7366},5.89,"6%",{"score":3208,"signals":7368},{"amazon_robot_ratio":7369,"humanoid_robots":7371,"autonomous_miles":7373,"warehouse_employment":7375,"transport_employment":7379},{"score":4919,"raw":7370,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7372,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7374,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3625,"raw":7376,"source":2793},{"currentShare":7377,"baselineShare":2876,"shareDecline":7378},1.171,0.389,{"score":2801,"raw":7380,"source":2793},{"currentShare":7381,"baselineShare":2879,"shareDecline":5588},4.227,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7384,"composite":7385,"categories":7386,"metadata":7471},"2023-07",{"raw":2949,"smoothed":3648,"delta":4107,"deltaSmoothed":6494},{"displacement":7387,"cost":7425,"penetration":7437,"automation":7455},{"score":5093,"signals":7388},{"ai_exposed_jobs":7389,"indeed_job_postings":7394,"indeed_total_postings":7402,"info_unemployment":7405,"big4_headcount":7408,"wage_compression":7413,"business_formations":7420},{"score":7390,"raw":7391,"source":2788},46.8,{"currentEmployment":7392,"baselineEmployment":2786,"declineFromBaseline":7393},7092500,-0.0377,{"score":7395,"raw":7396,"source":3848},26.7,{"compositeIndex":7397,"sectors":7398},104.4,{"Accounting":5856,"Banking & Finance":6794,"Marketing":4668,"Data & Analytics":7399,"Media & Communications":7400,"IT Systems & Solutions":4939,"Software Development":7401},90.4,88.7,97.5,{"score":3819,"raw":7403,"source":3848},{"index":7404},130.3,{"score":5486,"raw":7406,"source":2793},{"rate":7407},2.67,{"score":7409,"raw":7410,"source":2799},22.7,{"totalHeadcount":7411,"yoyGrowth":7412,"displayGrowth":4605},1494616,0.0446,{"score":4655,"raw":7414,"source":2793},{"currentWage":7415,"priorWage":4124,"nominalYoY":7416,"cpiYoY":7417,"realWageYoY":7418,"realWageYoYPct":7419},48.47,0.0379,0.0329,0.0058,"0.58%",{"score":5486,"raw":7421,"source":2793},{"currentAvg":7422,"baselineAvg":2813,"deviationPct":7423,"deviationPctDisplay":7424},466100,0.1002,"+10.0%",{"score":3131,"signals":7426},{"frontier_agent_horizon":7427,"cheapest_frontier":7429,"median_frontier_price":7433},{"score":3462,"raw":7428,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},{"score":3049,"raw":7430,"source":2823},{"cheapestPrice":7431,"displayPrice":7432},26.08,"$26.08/MTok",{"score":4749,"raw":7434,"source":2828},{"medianPrice":7435,"displayPrice":7436},14.02,"$14.02/MTok",{"score":2963,"signals":7438},{"ai_web_content":7439,"ai_in_science":7444,"enterprise_ai_seats":7448,"ai_automation_rate":7451},{"score":7440,"raw":7441,"source":2835},43.3,{"percentage":7442,"displayPct":7443},23.73,"23.73%",{"score":7445,"raw":7446,"source":2841},39.5,{"ratio":7336,"percentage":7447},"7.38%",{"score":2801,"raw":7449,"source":2845},{"perThousandWorkers":7361,"totalSeatsM":7088,"displayValue":7450},"47.63/1M",{"score":2940,"raw":7452,"source":2848},{"automationRate":7453,"displayRate":7454},7.81,"8%",{"score":3442,"signals":7456},{"amazon_robot_ratio":7457,"humanoid_robots":7459,"autonomous_miles":7461,"warehouse_employment":7463,"transport_employment":7467},{"score":4919,"raw":7458,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7460,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7462,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3700,"raw":7464,"source":2793},{"currentShare":7465,"baselineShare":2876,"shareDecline":7466},1.167,0.385,{"score":2801,"raw":7468,"source":2793},{"currentShare":7469,"baselineShare":2879,"shareDecline":7470},4.223,0.499,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7473,"composite":7474,"categories":7477,"metadata":7557},"2023-08",{"raw":7409,"smoothed":7475,"delta":7476,"deltaSmoothed":6666},20.5,1.5,{"displacement":7478,"cost":7515,"penetration":7526,"automation":7545},{"score":3829,"signals":7479},{"ai_exposed_jobs":7480,"indeed_job_postings":7485,"indeed_total_postings":7493,"info_unemployment":7496,"big4_headcount":7498,"wage_compression":7504,"business_formations":7510},{"score":7481,"raw":7482,"source":2788},48.3,{"currentEmployment":7483,"baselineEmployment":2786,"declineFromBaseline":7484},7075417,-0.04,{"score":3293,"raw":7486,"source":3848},{"compositeIndex":3841,"sectors":7487},{"Accounting":6708,"Banking & Finance":3841,"Marketing":7488,"Data & Analytics":7489,"Media & Communications":7490,"IT Systems & Solutions":7491,"Software Development":7492},91.4,89.9,89.2,102,90.7,{"score":4085,"raw":7494,"source":3848},{"index":7495},129.7,{"score":3300,"raw":7497,"source":2793},{"rate":3302},{"score":7499,"raw":7500,"source":2799},26.2,{"totalHeadcount":7501,"yoyGrowth":7502,"displayGrowth":7503},1495180,0.0377,"+3.8%",{"score":2757,"raw":7505,"source":2793},{"currentWage":7506,"priorWage":6466,"nominalYoY":7507,"cpiYoY":7508,"realWageYoY":2752,"realWageYoYPct":7509},48.37,0.0239,0.0372,"0.00%",{"score":5920,"raw":7511,"source":2793},{"currentAvg":7512,"baselineAvg":2813,"deviationPct":7513,"deviationPctDisplay":7514},472091,0.1143,"+11.4%",{"score":3593,"signals":7516},{"frontier_agent_horizon":7517,"cheapest_frontier":7519,"median_frontier_price":7523},{"score":3462,"raw":7518,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},{"score":3281,"raw":7520,"source":2823},{"cheapestPrice":7521,"displayPrice":7522},22.03,"$22.03/MTok",{"score":4295,"raw":7524,"source":2828},{"medianPrice":6825,"displayPrice":7525},"$13/MTok",{"score":7527,"signals":7528},23.9,{"ai_web_content":7529,"ai_in_science":7533,"enterprise_ai_seats":7538,"ai_automation_rate":7541},{"score":6472,"raw":7530,"source":2835},{"percentage":7531,"displayPct":7532},27.58,"27.58%",{"score":7534,"raw":7535,"source":2841},40.3,{"ratio":7536,"percentage":7537},0.0757,"7.57%",{"score":2801,"raw":7539,"source":2845},{"perThousandWorkers":7088,"totalSeatsM":3913,"displayValue":7540},"55.79/1M",{"score":3819,"raw":7542,"source":2848},{"automationRate":7543,"displayRate":7544},9.79,"10%",{"score":3442,"signals":7546},{"amazon_robot_ratio":7547,"humanoid_robots":7549,"autonomous_miles":7551,"warehouse_employment":7553,"transport_employment":7555},{"score":4919,"raw":7548,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7550,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7552,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3700,"raw":7554,"source":2793},{"currentShare":7465,"baselineShare":2876,"shareDecline":7466},{"score":5505,"raw":7556,"source":2793},{"currentShare":5507,"baselineShare":2879,"shareDecline":5508},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7559,"composite":7560,"categories":7562,"metadata":7644},"2023-09",{"raw":3524,"smoothed":2867,"delta":7561,"deltaSmoothed":4011},1.4,{"displacement":7563,"cost":7599,"penetration":7611,"automation":7629},{"score":7328,"signals":7564},{"ai_exposed_jobs":7565,"indeed_job_postings":7569,"indeed_total_postings":7578,"info_unemployment":7580,"big4_headcount":7584,"wage_compression":7588,"business_formations":7595},{"score":7566,"raw":7567,"source":2788},49.9,{"currentEmployment":7568,"baselineEmployment":2786,"declineFromBaseline":5463},7058333,{"score":5847,"raw":7570,"source":3848},{"compositeIndex":7571,"sectors":7572},100.9,{"Accounting":7573,"Banking & Finance":7574,"Marketing":7575,"Data & Analytics":7576,"Media & Communications":7577,"IT Systems & Solutions":7061,"Software Development":7577},131.7,102.2,95.3,96.6,88,{"score":3906,"raw":7579,"source":3848},{"index":5193},{"score":7581,"raw":7582,"source":2793},42,{"rate":7583},3.6,{"score":5175,"raw":7585,"source":2799},{"totalHeadcount":7586,"yoyGrowth":3542,"displayGrowth":7587},1495744,"+3.1%",{"score":6472,"raw":7589,"source":2793},{"currentWage":7590,"priorWage":6553,"nominalYoY":7591,"cpiYoY":7592,"realWageYoY":7593,"realWageYoYPct":7594},48.59,0.0148,0.0369,-0.0101,"-1.01%",{"score":5920,"raw":7596,"source":2793},{"currentAvg":7597,"baselineAvg":2813,"deviationPct":7598,"deviationPctDisplay":7514},471933,0.114,{"score":4010,"signals":7600},{"frontier_agent_horizon":7601,"cheapest_frontier":7603,"median_frontier_price":7607},{"score":3462,"raw":7602,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},{"score":3036,"raw":7604,"source":2823},{"cheapestPrice":7605,"displayPrice":7606},17.97,"$17.97/MTok",{"score":6715,"raw":7608,"source":2828},{"medianPrice":7609,"displayPrice":7610},11.99,"$11.99/MTok",{"score":5378,"signals":7612},{"ai_web_content":7613,"ai_in_science":7618,"enterprise_ai_seats":7622,"ai_automation_rate":7625},{"score":7614,"raw":7615,"source":2835},51.4,{"percentage":7616,"displayPct":7617},31.42,"31.42%",{"score":7619,"raw":7620,"source":2841},41,{"ratio":6641,"percentage":7621},"7.76%",{"score":2801,"raw":7623,"source":2845},{"perThousandWorkers":7088,"totalSeatsM":2685,"displayValue":7624},"63.95/1M",{"score":3132,"raw":7626,"source":2848},{"automationRate":7627,"displayRate":7628},11.77,"12%",{"score":3442,"signals":7630},{"amazon_robot_ratio":7631,"humanoid_robots":7633,"autonomous_miles":7635,"warehouse_employment":7637,"transport_employment":7641},{"score":4919,"raw":7632,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7634,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7636,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3700,"raw":7638,"source":2793},{"currentShare":7639,"baselineShare":2876,"shareDecline":7640},1.169,0.387,{"score":3328,"raw":7642,"source":2793},{"currentShare":7643,"baselineShare":2879,"shareDecline":6012},4.216,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7646,"composite":7647,"categories":7648,"metadata":7732},"2023-10",{"raw":5378,"smoothed":7409,"delta":7561,"deltaSmoothed":6953},{"displacement":7649,"cost":7687,"penetration":7699,"automation":7718},{"score":7650,"signals":7651},39.9,{"ai_exposed_jobs":7652,"indeed_job_postings":7656,"indeed_total_postings":7666,"info_unemployment":7669,"big4_headcount":7673,"wage_compression":7677,"business_formations":7684},{"score":7614,"raw":7653,"source":2788},{"currentEmployment":7654,"baselineEmployment":2786,"declineFromBaseline":7655},7041250,-0.0446,{"score":3135,"raw":7657,"source":3848},{"compositeIndex":7658,"sectors":7659},98.1,{"Accounting":7660,"Banking & Finance":4488,"Marketing":7661,"Data & Analytics":7662,"Media & Communications":7663,"IT Systems & Solutions":7664,"Software Development":7665},126.5,96.2,92.9,85.8,100.4,88.9,{"score":3208,"raw":7667,"source":3848},{"index":7668},126.9,{"score":7670,"raw":7671,"source":2793},50.3,{"rate":7672},4.03,{"score":3304,"raw":7674,"source":2799},{"totalHeadcount":7675,"yoyGrowth":7676,"displayGrowth":3308},1496308,0.0242,{"score":4203,"raw":7678,"source":2793},{"currentWage":7679,"priorWage":6640,"nominalYoY":7680,"cpiYoY":7681,"realWageYoY":7682,"realWageYoYPct":7683},48.68,0.0231,0.0325,-0.0149,"-1.49%",{"score":4424,"raw":7685,"source":2793},{"currentAvg":7686,"baselineAvg":2813,"deviationPct":6549,"deviationPctDisplay":4428},469306,{"score":3276,"signals":7688},{"frontier_agent_horizon":7689,"cheapest_frontier":7691,"median_frontier_price":7695},{"score":3462,"raw":7690,"source":2927},{"p50Hours":7088,"model":7089,"logHours":7090},{"score":4566,"raw":7692,"source":2823},{"cheapestPrice":7693,"displayPrice":7694},14.05,"$14.05/MTok",{"score":3837,"raw":7696,"source":2828},{"medianPrice":7697,"displayPrice":7698},11.01,"$11.01/MTok",{"score":6023,"signals":7700},{"ai_web_content":7701,"ai_in_science":7706,"enterprise_ai_seats":7710,"ai_automation_rate":7714},{"score":7702,"raw":7703,"source":2835},55.2,{"percentage":7704,"displayPct":7705},35.15,"35.15%",{"score":7707,"raw":7708,"source":2841},41.8,{"ratio":5968,"percentage":7709},"7.94%",{"score":2801,"raw":7711,"source":2845},{"perThousandWorkers":3913,"totalSeatsM":7712,"displayValue":7713},0.09,"71.84/1M",{"score":6069,"raw":7715,"source":2848},{"automationRate":7716,"displayRate":7717},13.69,"14%",{"score":3442,"signals":7719},{"amazon_robot_ratio":7720,"humanoid_robots":7722,"autonomous_miles":7724,"warehouse_employment":7726,"transport_employment":7730},{"score":4919,"raw":7721,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7723,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7725,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3775,"raw":7727,"source":2793},{"currentShare":7728,"baselineShare":2876,"shareDecline":7729},1.165,0.383,{"score":2801,"raw":7731,"source":2793},{"currentShare":7469,"baselineShare":2879,"shareDecline":7470},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7734,"composite":7735,"categories":7737,"metadata":7814},"2023-11",{"raw":7736,"smoothed":4479,"delta":6666,"deltaSmoothed":4011},26.4,{"displacement":7738,"cost":7773,"penetration":7784,"automation":7800},{"score":6998,"signals":7739},{"ai_exposed_jobs":7740,"indeed_job_postings":7745,"indeed_total_postings":7754,"info_unemployment":7756,"big4_headcount":7758,"wage_compression":7762,"business_formations":7768},{"score":7741,"raw":7742,"source":2788},52.9,{"currentEmployment":7743,"baselineEmployment":2786,"declineFromBaseline":7744},7024167,-0.0469,{"score":7746,"raw":7747,"source":3848},35.2,{"compositeIndex":7148,"sectors":7748},{"Accounting":7749,"Banking & Finance":7750,"Marketing":7751,"Data & Analytics":7752,"Media & Communications":7753,"IT Systems & Solutions":4840,"Software Development":4315},121.8,89.1,94,87.5,89.3,{"score":3507,"raw":7755,"source":3848},{"index":5012},{"score":2795,"raw":7757,"source":2793},{"rate":7282},{"score":7328,"raw":7759,"source":2799},{"totalHeadcount":7760,"yoyGrowth":5967,"displayGrowth":7761},1496872,"+1.8%",{"score":7763,"raw":7764,"source":2793},47.2,{"currentWage":7765,"priorWage":6724,"nominalYoY":4975,"cpiYoY":4713,"realWageYoY":7766,"realWageYoYPct":7767},48.92,-0.0096,"-0.96%",{"score":6526,"raw":7769,"source":2793},{"currentAvg":7770,"baselineAvg":2813,"deviationPct":7771,"deviationPctDisplay":7772},465505,0.0988,"+9.9%",{"score":3123,"signals":7774},{"frontier_agent_horizon":7775,"cheapest_frontier":7779,"median_frontier_price":7782},{"score":3462,"raw":7776,"source":2927},{"p50Hours":7088,"model":7777,"logHours":7778},"GPT-4-1106",-1.22,{"score":5486,"raw":7780,"source":2823},{"cheapestPrice":3231,"displayPrice":7781},"$10/MTok",{"score":5895,"raw":7783,"source":2828},{"medianPrice":3231,"displayPrice":7781},{"score":3456,"signals":7785},{"ai_web_content":7786,"ai_in_science":7789,"enterprise_ai_seats":7793,"ai_automation_rate":7796},{"score":4215,"raw":7787,"source":2835},{"percentage":6967,"displayPct":7788},"39%",{"score":4024,"raw":7790,"source":2841},{"ratio":7791,"percentage":7792},0.0813,"8.13%",{"score":2801,"raw":7794,"source":2845},{"perThousandWorkers":2685,"totalSeatsM":3290,"displayValue":7795},"80/1M",{"score":3757,"raw":7797,"source":2848},{"automationRate":7798,"displayRate":7799},15.68,"16%",{"score":3442,"signals":7801},{"amazon_robot_ratio":7802,"humanoid_robots":7804,"autonomous_miles":7806,"warehouse_employment":7808,"transport_employment":7810},{"score":4919,"raw":7803,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7805,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7807,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3775,"raw":7809,"source":2793},{"currentShare":7728,"baselineShare":2876,"shareDecline":7729},{"score":3328,"raw":7811,"source":2793},{"currentShare":7812,"baselineShare":2879,"shareDecline":7813},4.219,0.495,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7816,"composite":7817,"categories":7819,"metadata":7908},"2023-12",{"raw":3531,"smoothed":7818,"delta":6868,"deltaSmoothed":6666},24.6,{"displacement":7820,"cost":7861,"penetration":7871,"automation":7892},{"score":7821,"signals":7822},39.4,{"ai_exposed_jobs":7823,"indeed_job_postings":7828,"indeed_total_postings":7837,"info_unemployment":7840,"big4_headcount":7842,"wage_compression":7847,"business_formations":7855},{"score":7824,"raw":7825,"source":2788},54.5,{"currentEmployment":7826,"baselineEmployment":2786,"declineFromBaseline":7827},7007083,-0.0492,{"score":6669,"raw":7829,"source":3848},{"compositeIndex":7830,"sectors":7831},96.9,{"Accounting":7832,"Banking & Finance":7833,"Marketing":7661,"Data & Analytics":7834,"Media & Communications":7835,"IT Systems & Solutions":7836,"Software Development":7665},125.5,94.7,88.6,87.1,97.2,{"score":6069,"raw":7838,"source":3848},{"index":7839},122.6,{"score":2757,"raw":7841,"source":2793},{"rate":3143},{"score":5882,"raw":7843,"source":2799},{"totalHeadcount":7844,"yoyGrowth":7845,"displayGrowth":7846},1497436,0.011,"+1.1%",{"score":7848,"raw":7849,"source":2793},42.4,{"currentWage":7850,"priorWage":6810,"nominalYoY":7851,"cpiYoY":7852,"realWageYoY":7853,"realWageYoYPct":7854},49.1,0.0302,0.0332,-0.0032,"-0.32%",{"score":7856,"raw":7857,"source":2793},27.8,{"currentAvg":7858,"baselineAvg":2813,"deviationPct":7859,"deviationPctDisplay":7860},460112,0.0861,"+8.6%",{"score":2753,"signals":7862},{"frontier_agent_horizon":7863,"cheapest_frontier":7865,"median_frontier_price":7867},{"score":3462,"raw":7864,"source":2927},{"p50Hours":7088,"model":7777,"logHours":7778},{"score":5486,"raw":7866,"source":2823},{"cheapestPrice":3231,"displayPrice":7781},{"score":6410,"raw":7868,"source":2828},{"medianPrice":7869,"displayPrice":7870},9.01,"$9.01/MTok",{"score":7872,"signals":7873},30.9,{"ai_web_content":7874,"ai_in_science":7879,"enterprise_ai_seats":7884,"ai_automation_rate":7888},{"score":7875,"raw":7876,"source":2835},59.8,{"percentage":7877,"displayPct":7878},39.85,"39.85%",{"score":7880,"raw":7881,"source":2841},43.2,{"ratio":7882,"percentage":7883},0.0831,"8.31%",{"score":4639,"raw":7885,"source":2845},{"perThousandWorkers":7886,"totalSeatsM":2711,"displayValue":7887},0.24,"237.38/1M",{"score":7889,"raw":7890,"source":2848},22.6,{"automationRate":3512,"displayRate":7891},"18%",{"score":3049,"signals":7893},{"amazon_robot_ratio":7894,"humanoid_robots":7896,"autonomous_miles":7898,"warehouse_employment":7900,"transport_employment":7904},{"score":4919,"raw":7895,"source":2858},{"robots":6938,"employees":6939,"ratioPer1000":6940},{"score":3208,"raw":7897,"source":2865},{"cumulativeUnits":6943,"worldPopBillions":6944,"perMillion":6945},{"score":4046,"raw":7899,"source":2873},{"totalMiles":6948,"waymoMiles":6949,"avSharePct":6950,"caVmtBillions":2872},{"score":3700,"raw":7901,"source":2793},{"currentShare":7902,"baselineShare":2876,"shareDecline":7903},1.166,0.384,{"score":3479,"raw":7905,"source":2793},{"currentShare":7906,"baselineShare":2879,"shareDecline":7907},4.183,0.459,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":7910,"composite":7911,"categories":7914,"metadata":8002},"2024-01",{"raw":7912,"smoothed":6353,"delta":7913,"deltaSmoothed":6867},28.4,1.6,{"displacement":7915,"cost":7952,"penetration":7961,"automation":7978},{"score":7916,"signals":7917},42.6,{"ai_exposed_jobs":7918,"indeed_job_postings":7923,"indeed_total_postings":7933,"info_unemployment":7935,"big4_headcount":7939,"wage_compression":7944,"business_formations":7948},{"score":7919,"raw":7920,"source":2788},55.6,{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},6990000,-0.0516,{"score":7924,"raw":7925,"source":3848},34.3,{"compositeIndex":7926,"sectors":7927},95.7,{"Accounting":7928,"Banking & Finance":7929,"Marketing":7316,"Data & Analytics":7930,"Media & Communications":7931,"IT Systems & Solutions":7575,"Software Development":7932},130.2,95.6,84.9,84.7,85.7,{"score":2958,"raw":7934,"source":3848},{"index":5010},{"score":7936,"raw":7937,"source":2793},51,{"rate":7938},4.1,{"score":7940,"raw":7941,"source":2799},45,{"totalHeadcount":7942,"yoyGrowth":7943,"displayGrowth":6059},1498000,0.0045,{"score":5549,"raw":7945,"source":2793},{"currentWage":7850,"priorWage":6900,"nominalYoY":3386,"cpiYoY":3542,"realWageYoY":7946,"realWageYoYPct":7947},-0.001,"-0.10%",{"score":7186,"raw":7949,"source":2793},{"currentAvg":7950,"baselineAvg":2813,"deviationPct":7951,"deviationPctDisplay":5030},453328,0.0701,{"score":3187,"signals":7953},{"frontier_agent_horizon":7954,"cheapest_frontier":7956,"median_frontier_price":7958},{"score":3462,"raw":7955,"source":2927},{"p50Hours":7088,"model":7777,"logHours":7778},{"score":5486,"raw":7957,"source":2823},{"cheapestPrice":3231,"displayPrice":7781},{"score":3304,"raw":7959,"source":2828},{"medianPrice":3968,"displayPrice":7960},"$8/MTok",{"score":4937,"signals":7962},{"ai_web_content":7963,"ai_in_science":7967,"enterprise_ai_seats":7972,"ai_automation_rate":7975},{"score":4300,"raw":7964,"source":2835},{"percentage":7965,"displayPct":7966},40.72,"40.72%",{"score":7968,"raw":7969,"source":2841},44,{"ratio":7970,"percentage":7971},0.085,"8.50%",{"score":3057,"raw":7973,"source":2845},{"perThousandWorkers":6868,"totalSeatsM":4106,"displayValue":7974},"400/1M",{"score":7818,"raw":7976,"source":2848},{"automationRate":7977,"displayRate":7353},19.58,{"score":3356,"signals":7979},{"amazon_robot_ratio":7980,"humanoid_robots":7986,"autonomous_miles":7991,"warehouse_employment":7995,"transport_employment":7999},{"score":7981,"raw":7982,"source":2858},36.1,{"robots":7983,"employees":7984,"ratioPer1000":7985},750000,1556000,482.01,{"score":3049,"raw":7987,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},29000,8.08,3.59,{"score":2853,"raw":7992,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},4500000,2390000,{"score":3700,"raw":7996,"source":2793},{"currentShare":7997,"baselineShare":2876,"shareDecline":7998},1.168,0.386,{"score":3479,"raw":8000,"source":2793},{"currentShare":8001,"baselineShare":2879,"shareDecline":5836},4.179,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8004,"composite":8005,"categories":8006,"metadata":8089},"2024-02",{"raw":5763,"smoothed":7395,"delta":6494,"deltaSmoothed":4011},{"displacement":8007,"cost":8042,"penetration":8055,"automation":8075},{"score":8008,"signals":8009},42.9,{"ai_exposed_jobs":8010,"indeed_job_postings":8012,"indeed_total_postings":8021,"info_unemployment":8024,"big4_headcount":8028,"wage_compression":8032,"business_formations":8038},{"score":7919,"raw":8011,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":6410,"raw":8013,"source":3848},{"compositeIndex":8014,"sectors":8015},98.6,{"Accounting":8016,"Banking & Finance":8017,"Marketing":8018,"Data & Analytics":7752,"Media & Communications":8019,"IT Systems & Solutions":7576,"Software Development":8020},130.6,112,91.6,83.7,88.1,{"score":3187,"raw":8022,"source":3848},{"index":8023},119.4,{"score":8025,"raw":8026,"source":2793},53,{"rate":8027},4.3,{"score":8029,"raw":8030,"source":2799},44.6,{"totalHeadcount":8031,"yoyGrowth":3955,"displayGrowth":6059},1499520,{"score":5629,"raw":8033,"source":2793},{"currentWage":8034,"priorWage":6995,"nominalYoY":8035,"cpiYoY":8036,"realWageYoY":6562,"realWageYoYPct":8037},49.14,0.0248,0.0316,"-0.41%",{"score":3304,"raw":8039,"source":2793},{"currentAvg":8040,"baselineAvg":2813,"deviationPct":8041,"deviationPctDisplay":4946},449374,0.0607,{"score":8043,"signals":8044},21.3,{"frontier_agent_horizon":8045,"cheapest_frontier":8047,"median_frontier_price":8051},{"score":3462,"raw":8046,"source":2927},{"p50Hours":7088,"model":7777,"logHours":7778},{"score":7395,"raw":8048,"source":2823},{"cheapestPrice":8049,"displayPrice":8050},8.72,"$8.72/MTok",{"score":7924,"raw":8052,"source":2828},{"medianPrice":8053,"displayPrice":8054},7.18,"$7.18/MTok",{"score":2780,"signals":8056},{"ai_web_content":8057,"ai_in_science":8061,"enterprise_ai_seats":8065,"ai_automation_rate":8070},{"score":4127,"raw":8058,"source":2835},{"percentage":8059,"displayPct":8060},41.59,"41.59%",{"score":6808,"raw":8062,"source":2841},{"ratio":8063,"percentage":8064},0.0877,"8.77%",{"score":5742,"raw":8066,"source":2845},{"perThousandWorkers":8067,"totalSeatsM":8068,"displayValue":8069},0.81,1.01,"808.79/1M",{"score":8071,"raw":8072,"source":2848},26.6,{"automationRate":8073,"displayRate":8074},21.56,"22%",{"score":4560,"signals":8076},{"amazon_robot_ratio":8077,"humanoid_robots":8079,"autonomous_miles":8081,"warehouse_employment":8083,"transport_employment":8085},{"score":7981,"raw":8078,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8080,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8082,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3700,"raw":8084,"source":2793},{"currentShare":7639,"baselineShare":2876,"shareDecline":7640},{"score":3406,"raw":8086,"source":2793},{"currentShare":8087,"baselineShare":2879,"shareDecline":8088},4.198,0.474,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8091,"composite":8092,"categories":8093,"metadata":8172},"2024-03",{"raw":6246,"smoothed":5032,"delta":6867,"deltaSmoothed":4011},{"displacement":8094,"cost":8126,"penetration":8139,"automation":8159},{"score":4581,"signals":8095},{"ai_exposed_jobs":8096,"indeed_job_postings":8098,"indeed_total_postings":8103,"info_unemployment":8105,"big4_headcount":8109,"wage_compression":8113,"business_formations":8120},{"score":7919,"raw":8097,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":7328,"raw":8099,"source":3848},{"compositeIndex":7316,"sectors":8100},{"Accounting":7660,"Banking & Finance":7929,"Marketing":8101,"Data & Analytics":4496,"Media & Communications":5622,"IT Systems & Solutions":8102,"Software Development":4576},86.6,96.3,{"score":4658,"raw":8104,"source":3848},{"index":6885},{"score":8106,"raw":8107,"source":2793},54.7,{"rate":8108},4.47,{"score":6225,"raw":8110,"source":2799},{"totalHeadcount":8111,"yoyGrowth":7418,"displayGrowth":8112},1501040,"+0.6%",{"score":8114,"raw":8115,"source":2793},44.7,{"currentWage":8116,"priorWage":7077,"nominalYoY":4863,"cpiYoY":8117,"realWageYoY":8118,"realWageYoYPct":8119},49.37,0.0349,-0.0062,"-0.62%",{"score":8121,"raw":8122,"source":2793},36.5,{"currentAvg":8123,"baselineAvg":2813,"deviationPct":8124,"deviationPctDisplay":8125},441758,0.0427,"+4.3%",{"score":7142,"signals":8127},{"frontier_agent_horizon":8128,"cheapest_frontier":8130,"median_frontier_price":8134},{"score":3462,"raw":8129,"source":2927},{"p50Hours":7088,"model":7777,"logHours":7778},{"score":3598,"raw":8131,"source":2823},{"cheapestPrice":8132,"displayPrice":8133},7.52,"$7.52/MTok",{"score":8135,"raw":8136,"source":2828},35.8,{"medianPrice":8137,"displayPrice":8138},6.42,"$6.42/MTok",{"score":4601,"signals":8140},{"ai_web_content":8141,"ai_in_science":8145,"enterprise_ai_seats":8150,"ai_automation_rate":8155},{"score":6464,"raw":8142,"source":2835},{"percentage":8143,"displayPct":8144},42.41,"42.41%",{"score":8146,"raw":8147,"source":2841},46.1,{"ratio":8148,"percentage":8149},0.0901,"9.01%",{"score":3208,"raw":8151,"source":2845},{"perThousandWorkers":8152,"totalSeatsM":8153,"displayValue":8154},1.19,1.49,"1.19/1k",{"score":7912,"raw":8156,"source":2848},{"automationRate":8157,"displayRate":8158},23.42,"23%",{"score":4560,"signals":8160},{"amazon_robot_ratio":8161,"humanoid_robots":8163,"autonomous_miles":8165,"warehouse_employment":8167,"transport_employment":8170},{"score":7981,"raw":8162,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8164,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8166,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3625,"raw":8168,"source":2793},{"currentShare":8169,"baselineShare":2876,"shareDecline":6243},1.172,{"score":3406,"raw":8171,"source":2793},{"currentShare":8087,"baselineShare":2879,"shareDecline":8088},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8174,"composite":8175,"categories":8177,"metadata":8255},"2024-04",{"raw":7872,"smoothed":8176,"delta":6494,"deltaSmoothed":6666},28.6,{"displacement":8178,"cost":8211,"penetration":8223,"automation":8241},{"score":8029,"signals":8179},{"ai_exposed_jobs":8180,"indeed_job_postings":8182,"indeed_total_postings":8192,"info_unemployment":8194,"big4_headcount":8196,"wage_compression":8201,"business_formations":8207},{"score":7919,"raw":8181,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":8183,"raw":8184,"source":3848},37.4,{"compositeIndex":8185,"sectors":8186},92.6,{"Accounting":8187,"Banking & Finance":7232,"Marketing":8188,"Data & Analytics":8189,"Media & Communications":8190,"IT Systems & Solutions":8191,"Software Development":4410},120.7,87,86.4,78.2,92.3,{"score":4658,"raw":8193,"source":3848},{"index":6885},{"score":8025,"raw":8195,"source":2793},{"rate":8027},{"score":8197,"raw":8198,"source":2799},43.8,{"totalHeadcount":8199,"yoyGrowth":8200,"displayGrowth":8112},1502560,0.0065,{"score":3379,"raw":8202,"source":2793},{"currentWage":8203,"priorWage":7164,"nominalYoY":8204,"cpiYoY":6137,"realWageYoY":8205,"realWageYoYPct":8206},49.43,0.0285,-0.0071,"-0.71%",{"score":7821,"raw":8208,"source":2793},{"currentAvg":8209,"baselineAvg":2813,"deviationPct":8210,"deviationPctDisplay":3387},435588,0.0282,{"score":7008,"signals":8212},{"frontier_agent_horizon":8213,"cheapest_frontier":8215,"median_frontier_price":8219},{"score":3462,"raw":8214,"source":2927},{"p50Hours":7088,"model":7777,"logHours":7778},{"score":7872,"raw":8216,"source":2823},{"cheapestPrice":8217,"displayPrice":8218},6.24,"$6.24/MTok",{"score":3145,"raw":8220,"source":2828},{"medianPrice":8221,"displayPrice":8222},5.61,"$5.61/MTok",{"score":8224,"signals":8225},37.8,{"ai_web_content":8226,"ai_in_science":8230,"enterprise_ai_seats":8235,"ai_automation_rate":8238},{"score":8227,"raw":8228,"source":2835},63.3,{"percentage":6740,"displayPct":8229},"43.28%",{"score":8231,"raw":8232,"source":2841},47.1,{"ratio":8233,"percentage":8234},0.0928,"9.28%",{"score":4200,"raw":8236,"source":2845},{"perThousandWorkers":7913,"totalSeatsM":2630,"displayValue":8237},"1.6/1k",{"score":4113,"raw":8239,"source":2848},{"automationRate":4390,"displayRate":8240},"25%",{"score":4560,"signals":8242},{"amazon_robot_ratio":8243,"humanoid_robots":8245,"autonomous_miles":8247,"warehouse_employment":8249,"transport_employment":8251},{"score":7981,"raw":8244,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8246,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8248,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3625,"raw":8250,"source":2793},{"currentShare":7123,"baselineShare":2876,"shareDecline":7124},{"score":5989,"raw":8252,"source":2793},{"currentShare":8253,"baselineShare":2879,"shareDecline":8254},4.21,0.486,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8257,"composite":8258,"categories":8260,"metadata":8348},"2024-05",{"raw":8259,"smoothed":5175,"delta":6953,"deltaSmoothed":4011},32.1,{"displacement":8261,"cost":8298,"penetration":8313,"automation":8334},{"score":3928,"signals":8262},{"ai_exposed_jobs":8263,"indeed_job_postings":8265,"indeed_total_postings":8272,"info_unemployment":8276,"big4_headcount":8280,"wage_compression":8286,"business_formations":8294},{"score":7919,"raw":8264,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":8266,"raw":8267,"source":3848},39.3,{"compositeIndex":7492,"sectors":8268},{"Accounting":8269,"Banking & Finance":4847,"Marketing":7932,"Data & Analytics":8270,"Media & Communications":4313,"IT Systems & Solutions":3408,"Software Development":8271},112.3,82.1,83.2,{"score":8273,"raw":8274,"source":3848},22.4,{"index":8275},116.8,{"score":8277,"raw":8278,"source":2793},54.3,{"rate":8279},4.43,{"score":8281,"raw":8282,"source":2799},43.4,{"totalHeadcount":8283,"yoyGrowth":8284,"displayGrowth":8285},1504080,0.0071,"+0.7%",{"score":8287,"raw":8288,"source":2793},45.8,{"currentWage":8289,"priorWage":7251,"nominalYoY":8290,"cpiYoY":8291,"realWageYoY":8292,"realWageYoYPct":8293},49.47,0.0236,0.0324,-0.0078,"-0.78%",{"score":8295,"raw":8296,"source":2793},41.9,{"currentAvg":8297,"baselineAvg":2813,"deviationPct":2942,"deviationPctDisplay":3148},430248,{"score":4390,"signals":8299},{"frontier_agent_horizon":8300,"cheapest_frontier":8305,"median_frontier_price":8309},{"score":7238,"raw":8301,"source":2927},{"p50Hours":8302,"model":8303,"logHours":8304},0.11,"GPT-4o",-0.97,{"score":8306,"raw":8307,"source":2823},33.6,{"cheapestPrice":2801,"displayPrice":8308},"$5/MTok",{"score":7445,"raw":8310,"source":2828},{"medianPrice":8311,"displayPrice":8312},4.82,"$4.82/MTok",{"score":4125,"signals":8314},{"ai_web_content":8315,"ai_in_science":8320,"enterprise_ai_seats":8325,"ai_automation_rate":8330},{"score":8316,"raw":8317,"source":2835},64.1,{"percentage":8318,"displayPct":8319},44.13,"44.13%",{"score":8321,"raw":8322,"source":2841},48.1,{"ratio":8323,"percentage":8324},0.0953,"9.53%",{"score":3041,"raw":8326,"source":2845},{"perThousandWorkers":8327,"totalSeatsM":8328,"displayValue":8329},2.13,2.66,"2.13/1k",{"score":6669,"raw":8331,"source":2848},{"automationRate":8332,"displayRate":8333},27.32,"27%",{"score":3360,"signals":8335},{"amazon_robot_ratio":8336,"humanoid_robots":8338,"autonomous_miles":8340,"warehouse_employment":8342,"transport_employment":8346},{"score":7981,"raw":8337,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8339,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8341,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3550,"raw":8343,"source":2793},{"currentShare":8344,"baselineShare":2876,"shareDecline":8345},1.18,0.398,{"score":3328,"raw":8347,"source":2793},{"currentShare":7643,"baselineShare":2879,"shareDecline":6264},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8350,"composite":8351,"categories":8352,"metadata":8438},"2024-06",{"raw":3829,"smoothed":3293,"delta":7561,"deltaSmoothed":6867},{"displacement":8353,"cost":8390,"penetration":8404,"automation":8423},{"score":8354,"signals":8355},47.5,{"ai_exposed_jobs":8356,"indeed_job_postings":8358,"indeed_total_postings":8367,"info_unemployment":8370,"big4_headcount":8373,"wage_compression":8378,"business_formations":8385},{"score":7919,"raw":8357,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":7968,"raw":8359,"source":3848},{"compositeIndex":8360,"sectors":8361},86,{"Accounting":4574,"Banking & Finance":8362,"Marketing":7752,"Data & Analytics":8363,"Media & Communications":8364,"IT Systems & Solutions":8365,"Software Development":8366},87.8,75.9,76.5,86.5,78.5,{"score":4479,"raw":8368,"source":3848},{"index":8369},115.1,{"score":8371,"raw":8372,"source":2793},61.5,{"rate":5989},{"score":8374,"raw":8375,"source":2799},43,{"totalHeadcount":8376,"yoyGrowth":8377,"displayGrowth":2989},1505600,0.0077,{"score":4506,"raw":8379,"source":2793},{"currentWage":8380,"priorWage":7330,"nominalYoY":8381,"cpiYoY":8382,"realWageYoY":8383,"realWageYoYPct":8384},49.71,0.0279,0.0297,-0.0052,"-0.52%",{"score":8386,"raw":8387,"source":2793},41.1,{"currentAvg":8388,"baselineAvg":2813,"deviationPct":4051,"deviationPctDisplay":8389},431823,"+1.9%",{"score":6277,"signals":8391},{"frontier_agent_horizon":8392,"cheapest_frontier":8396,"median_frontier_price":8400},{"score":3259,"raw":8393,"source":2927},{"p50Hours":2681,"model":8394,"logHours":8395},"Claude 3.5 Sonnet",-0.74,{"score":8397,"raw":8398,"source":2823},35.4,{"cheapestPrice":3454,"displayPrice":8399},"$4.33/MTok",{"score":8295,"raw":8401,"source":2828},{"medianPrice":8402,"displayPrice":8403},4,"$4/MTok",{"score":4673,"signals":8405},{"ai_web_content":8406,"ai_in_science":8410,"enterprise_ai_seats":8415,"ai_automation_rate":8419},{"score":8407,"raw":8408,"source":2835},65,{"percentage":7940,"displayPct":8409},"45%",{"score":8411,"raw":8412,"source":2841},49.2,{"ratio":8413,"percentage":8414},0.098,"9.80%",{"score":4833,"raw":8416,"source":2845},{"perThousandWorkers":7407,"totalSeatsM":8417,"displayValue":8418},3.34,"2.67/1k",{"score":3445,"raw":8420,"source":2848},{"automationRate":8421,"displayRate":8422},29.31,"29%",{"score":3360,"signals":8424},{"amazon_robot_ratio":8425,"humanoid_robots":8427,"autonomous_miles":8429,"warehouse_employment":8431,"transport_employment":8435},{"score":7981,"raw":8426,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8428,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8430,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3550,"raw":8432,"source":2793},{"currentShare":8433,"baselineShare":2876,"shareDecline":8434},1.183,0.401,{"score":3328,"raw":8436,"source":2793},{"currentShare":8437,"baselineShare":2879,"shareDecline":6264},4.215,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8440,"composite":8441,"categories":8443,"metadata":8520},"2024-07",{"raw":8442,"smoothed":4919,"delta":3369,"deltaSmoothed":4011},34.1,{"displacement":8444,"cost":8473,"penetration":8486,"automation":8504},{"score":8231,"signals":8445},{"ai_exposed_jobs":8446,"indeed_job_postings":8448,"indeed_total_postings":8456,"info_unemployment":8458,"big4_headcount":8460,"wage_compression":8464,"business_formations":8469},{"score":7919,"raw":8447,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":8449,"raw":8450,"source":3848},41.3,{"compositeIndex":7400,"sectors":8451},{"Accounting":8452,"Banking & Finance":2810,"Marketing":8453,"Data & Analytics":8363,"Media & Communications":8454,"IT Systems & Solutions":8020,"Software Development":8455},125.4,88.8,73.1,79.6,{"score":3524,"raw":8457,"source":3848},{"index":6882},{"score":5289,"raw":8459,"source":2793},{"rate":3406},{"score":7916,"raw":8461,"source":2799},{"totalHeadcount":8462,"yoyGrowth":8463,"displayGrowth":2989},1507120,0.0084,{"score":5799,"raw":8465,"source":2793},{"currentWage":4525,"priorWage":7415,"nominalYoY":8466,"cpiYoY":8467,"realWageYoY":5624,"realWageYoYPct":8468},0.0314,0.0294,"-0.29%",{"score":5799,"raw":8470,"source":2793},{"currentAvg":8471,"baselineAvg":2813,"deviationPct":8472,"deviationPctDisplay":5803},429622,0.0141,{"score":7912,"signals":8474},{"frontier_agent_horizon":8475,"cheapest_frontier":8477,"median_frontier_price":8481},{"score":3259,"raw":8476,"source":2927},{"p50Hours":2681,"model":8394,"logHours":8395},{"score":8183,"raw":8478,"source":2823},{"cheapestPrice":8479,"displayPrice":8480},3.67,"$3.67/MTok",{"score":8482,"raw":8483,"source":2828},43.6,{"medianPrice":8484,"displayPrice":8485},3.51,"$3.51/MTok",{"score":8374,"signals":8487},{"ai_web_content":8488,"ai_in_science":8492,"enterprise_ai_seats":8497,"ai_automation_rate":8500},{"score":4401,"raw":8489,"source":2835},{"percentage":8490,"displayPct":8491},45.98,"45.98%",{"score":8493,"raw":8494,"source":2841},50.1,{"ratio":8495,"percentage":8496},0.1004,"10.04%",{"score":6190,"raw":8498,"source":2845},{"perThousandWorkers":3302,"totalSeatsM":8402,"displayValue":8499},"3.2/1k",{"score":7351,"raw":8501,"source":2848},{"automationRate":8502,"displayRate":8503},31.23,"31%",{"score":3360,"signals":8505},{"amazon_robot_ratio":8506,"humanoid_robots":8508,"autonomous_miles":8510,"warehouse_employment":8512,"transport_employment":8516},{"score":7981,"raw":8507,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8509,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8511,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3474,"raw":8513,"source":2793},{"currentShare":8514,"baselineShare":2876,"shareDecline":8515},1.186,0.404,{"score":5989,"raw":8517,"source":2793},{"currentShare":8518,"baselineShare":2879,"shareDecline":8519},4.213,0.489,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8522,"composite":8523,"categories":8524,"metadata":8603},"2024-08",{"raw":6629,"smoothed":4937,"delta":3369,"deltaSmoothed":4107},{"displacement":8525,"cost":8558,"penetration":8570,"automation":8590},{"score":4124,"signals":8526},{"ai_exposed_jobs":8527,"indeed_job_postings":8529,"indeed_total_postings":8538,"info_unemployment":8540,"big4_headcount":8542,"wage_compression":8547,"business_formations":8554},{"score":7919,"raw":8528,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":4122,"raw":8530,"source":3848},{"compositeIndex":8531,"sectors":8532},87.7,{"Accounting":8533,"Banking & Finance":4668,"Marketing":8101,"Data & Analytics":8534,"Media & Communications":8535,"IT Systems & Solutions":8536,"Software Development":8537},117.6,79.5,72.7,90.9,74.8,{"score":7179,"raw":8539,"source":3848},{"index":7235},{"score":5363,"raw":8541,"source":2793},{"rate":5365},{"score":7137,"raw":8543,"source":2799},{"totalHeadcount":8544,"yoyGrowth":8545,"displayGrowth":8546},1508639,0.009,"+0.9%",{"score":2780,"raw":8548,"source":2793},{"currentWage":8549,"priorWage":7506,"nominalYoY":8550,"cpiYoY":8551,"realWageYoY":8552,"realWageYoYPct":8553},50.44,0.0428,0.0261,0.0056,"0.56%",{"score":5882,"raw":8555,"source":2793},{"currentAvg":8556,"baselineAvg":2813,"deviationPct":8557,"deviationPctDisplay":5886},432403,0.0207,{"score":5093,"signals":8559},{"frontier_agent_horizon":8560,"cheapest_frontier":8562,"median_frontier_price":8566},{"score":3259,"raw":8561,"source":2927},{"p50Hours":2681,"model":8394,"logHours":8395},{"score":7650,"raw":8563,"source":2823},{"cheapestPrice":8564,"displayPrice":8565},3,"$3/MTok",{"score":6559,"raw":8567,"source":2828},{"medianPrice":8568,"displayPrice":8569},3.01,"$3.01/MTok",{"score":8114,"signals":8571},{"ai_web_content":8572,"ai_in_science":8576,"enterprise_ai_seats":8581,"ai_automation_rate":8586},{"score":5279,"raw":8573,"source":2835},{"percentage":8574,"displayPct":8575},46.99,"46.99%",{"score":8577,"raw":8578,"source":2841},50.6,{"ratio":8579,"percentage":8580},0.1028,"10.28%",{"score":4295,"raw":8582,"source":2845},{"perThousandWorkers":8583,"totalSeatsM":8584,"displayValue":8585},4.01,5.01,"4.01/1k",{"score":5882,"raw":8587,"source":2848},{"automationRate":8588,"displayRate":8589},33.21,"33%",{"score":3360,"signals":8591},{"amazon_robot_ratio":8592,"humanoid_robots":8594,"autonomous_miles":8596,"warehouse_employment":8598,"transport_employment":8600},{"score":7981,"raw":8593,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8595,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8597,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3474,"raw":8599,"source":2793},{"currentShare":8514,"baselineShare":2876,"shareDecline":8515},{"score":5989,"raw":8601,"source":2793},{"currentShare":8602,"baselineShare":2879,"shareDecline":6344},4.211,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8605,"composite":8606,"categories":8607,"metadata":8691},"2024-09",{"raw":7746,"smoothed":3372,"delta":4106,"deltaSmoothed":4107},{"displacement":8608,"cost":8639,"penetration":8654,"automation":8675},{"score":8609,"signals":8610},44.8,{"ai_exposed_jobs":8611,"indeed_job_postings":8613,"indeed_total_postings":8620,"info_unemployment":8623,"big4_headcount":8625,"wage_compression":8630,"business_formations":8636},{"score":7919,"raw":8612,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":5549,"raw":8614,"source":3848},{"compositeIndex":7753,"sectors":8615},{"Accounting":8616,"Banking & Finance":8617,"Marketing":8618,"Data & Analytics":8270,"Media & Communications":8619,"IT Systems & Solutions":4933,"Software Development":5874},112.2,95.1,89,78.1,{"score":6190,"raw":8621,"source":3848},{"index":8622},113.2,{"score":4037,"raw":8624,"source":2793},{"rate":4039},{"score":8626,"raw":8627,"source":2799},41.7,{"totalHeadcount":8628,"yoyGrowth":8629,"displayGrowth":5633},1510159,0.0096,{"score":5595,"raw":8631,"source":2793},{"currentWage":8632,"priorWage":7590,"nominalYoY":8633,"cpiYoY":3307,"realWageYoY":8634,"realWageYoYPct":8635},50.57,0.0407,0.0117,"1.17%",{"score":4122,"raw":8637,"source":2793},{"currentAvg":8638,"baselineAvg":2813,"deviationPct":4862,"deviationPctDisplay":5803},429472,{"score":3135,"signals":8640},{"frontier_agent_horizon":8641,"cheapest_frontier":8646,"median_frontier_price":8650},{"score":4651,"raw":8642,"source":2927},{"p50Hours":8643,"model":8644,"logHours":8645},0.32,"o1 Preview",-0.49,{"score":5799,"raw":8647,"source":2823},{"cheapestPrice":8648,"displayPrice":8649},2.49,"$2.49/MTok",{"score":8321,"raw":8651,"source":2828},{"medianPrice":8652,"displayPrice":8653},2.5,"$2.5/MTok",{"score":8655,"signals":8656},46.4,{"ai_web_content":8657,"ai_in_science":8662,"enterprise_ai_seats":8667,"ai_automation_rate":8671},{"score":8658,"raw":8659,"source":2835},68,{"percentage":8660,"displayPct":8661},48.01,"48.01%",{"score":8663,"raw":8664,"source":2841},51.1,{"ratio":8665,"percentage":8666},0.1053,"10.53%",{"score":5595,"raw":8668,"source":2845},{"perThousandWorkers":8311,"totalSeatsM":8669,"displayValue":8670},6.02,"4.82/1k",{"score":8482,"raw":8672,"source":2848},{"automationRate":8673,"displayRate":8674},35.19,"35%",{"score":3360,"signals":8676},{"amazon_robot_ratio":8677,"humanoid_robots":8679,"autonomous_miles":8681,"warehouse_employment":8683,"transport_employment":8687},{"score":7981,"raw":8678,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8680,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8682,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3474,"raw":8684,"source":2793},{"currentShare":8685,"baselineShare":2876,"shareDecline":8686},1.185,0.403,{"score":3328,"raw":8688,"source":2793},{"currentShare":8689,"baselineShare":2879,"shareDecline":8690},4.217,0.494,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8693,"composite":8694,"categories":8695,"metadata":8770},"2024-10",{"raw":3832,"smoothed":3923,"delta":2711,"deltaSmoothed":3369},{"displacement":8696,"cost":8724,"penetration":8738,"automation":8758},{"score":8374,"signals":8697},{"ai_exposed_jobs":8698,"indeed_job_postings":8700,"indeed_total_postings":8707,"info_unemployment":8709,"big4_headcount":8711,"wage_compression":8715,"business_formations":8719},{"score":7919,"raw":8699,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":4506,"raw":8701,"source":3848},{"compositeIndex":8702,"sectors":8703},86.1,{"Accounting":8704,"Banking & Finance":4675,"Marketing":3935,"Data & Analytics":4118,"Media & Communications":8705,"IT Systems & Solutions":7488,"Software Development":8706},97.8,75.6,78.6,{"score":3531,"raw":8708,"source":3848},{"index":6981},{"score":4332,"raw":8710,"source":2793},{"rate":5785},{"score":8449,"raw":8712,"source":2799},{"totalHeadcount":8713,"yoyGrowth":8714,"displayGrowth":5633},1511679,0.0103,{"score":3680,"raw":8716,"source":2793},{"currentWage":8717,"priorWage":7679,"nominalYoY":4591,"cpiYoY":8718,"realWageYoY":3492,"realWageYoYPct":3493},51.19,0.0258,{"score":8295,"raw":8720,"source":2793},{"currentAvg":8721,"baselineAvg":2813,"deviationPct":8722,"deviationPctDisplay":8723},430121,0.0153,"+1.5%",{"score":3746,"signals":8725},{"frontier_agent_horizon":8726,"cheapest_frontier":8731,"median_frontier_price":8734},{"score":4651,"raw":8727,"source":2927},{"p50Hours":8728,"model":8729,"logHours":8730},0.33,"Claude 3.5 Sonnet (Oct)",-0.48,{"score":7940,"raw":8732,"source":2823},{"cheapestPrice":2630,"displayPrice":8733},"$2/MTok",{"score":7566,"raw":8735,"source":2828},{"medianPrice":8736,"displayPrice":8737},2.17,"$2.17/MTok",{"score":8739,"signals":8740},47.8,{"ai_web_content":8741,"ai_in_science":8746,"enterprise_ai_seats":8751,"ai_automation_rate":8754},{"score":8742,"raw":8743,"source":2835},69,{"percentage":8744,"displayPct":8745},48.99,"48.99%",{"score":8747,"raw":8748,"source":2841},51.5,{"ratio":8749,"percentage":8750},0.1077,"10.77%",{"score":5895,"raw":8752,"source":2845},{"perThousandWorkers":5418,"totalSeatsM":3775,"displayValue":8753},"5.6/1k",{"score":6388,"raw":8755,"source":2848},{"automationRate":8756,"displayRate":8757},37.11,"37%",{"score":3360,"signals":8759},{"amazon_robot_ratio":8760,"humanoid_robots":8762,"autonomous_miles":8764,"warehouse_employment":8766,"transport_employment":8768},{"score":7981,"raw":8761,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8763,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8765,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3474,"raw":8767,"source":2793},{"currentShare":8514,"baselineShare":2876,"shareDecline":8515},{"score":5989,"raw":8769,"source":2793},{"currentShare":8253,"baselineShare":2879,"shareDecline":6344},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8772,"composite":8773,"categories":8774,"metadata":8856},"2024-11",{"raw":7746,"smoothed":7924,"delta":3210,"deltaSmoothed":6868},{"displacement":8775,"cost":8807,"penetration":8820,"automation":8842},{"score":8776,"signals":8777},38.6,{"ai_exposed_jobs":8778,"indeed_job_postings":8780,"indeed_total_postings":8786,"info_unemployment":8789,"big4_headcount":8791,"wage_compression":8795,"business_formations":8802},{"score":7919,"raw":8779,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":7225,"raw":8781,"source":3848},{"compositeIndex":4496,"sectors":8782},{"Accounting":7060,"Banking & Finance":7575,"Marketing":7752,"Data & Analytics":4133,"Media & Communications":8783,"IT Systems & Solutions":8784,"Software Development":8785},73.2,91.7,74.7,{"score":6871,"raw":8787,"source":3848},{"index":8788},110.3,{"score":3837,"raw":8790,"source":2793},{"rate":6545},{"score":5882,"raw":8792,"source":2799},{"totalHeadcount":8793,"yoyGrowth":8794,"displayGrowth":7846},1513199,0.0109,{"score":3041,"raw":8796,"source":2793},{"currentWage":8797,"priorWage":7765,"nominalYoY":8798,"cpiYoY":8799,"realWageYoY":8800,"realWageYoYPct":8801},51.29,0.0484,0.0272,0.0212,"2.12%",{"score":8803,"raw":8804,"source":2793},40.4,{"currentAvg":8805,"baselineAvg":2813,"deviationPct":3891,"deviationPctDisplay":8806},433414,"+2.3%",{"score":8808,"signals":8809},35,{"frontier_agent_horizon":8810,"cheapest_frontier":8812,"median_frontier_price":8815},{"score":4651,"raw":8811,"source":2927},{"p50Hours":8728,"model":8729,"logHours":8730},{"score":8411,"raw":8813,"source":2823},{"cheapestPrice":8153,"displayPrice":8814},"$1.49/MTok",{"score":8816,"raw":8817,"source":2828},52.1,{"medianPrice":8818,"displayPrice":8819},1.83,"$1.83/MTok",{"score":8821,"signals":8822},49.4,{"ai_web_content":8823,"ai_in_science":8828,"enterprise_ai_seats":8832,"ai_automation_rate":8838},{"score":8824,"raw":8825,"source":2835},70,{"percentage":8826,"displayPct":8827},50,"50%",{"score":4406,"raw":8829,"source":2841},{"ratio":8830,"percentage":8831},0.1102,"11.02%",{"score":8833,"raw":8834,"source":2845},31.5,{"perThousandWorkers":8835,"totalSeatsM":8836,"displayValue":8837},6.68,8.35,"6.68/1k",{"score":8839,"raw":8840,"source":2848},48.8,{"automationRate":8841,"displayRate":7788},39.1,{"score":3360,"signals":8843},{"amazon_robot_ratio":8844,"humanoid_robots":8846,"autonomous_miles":8848,"warehouse_employment":8850,"transport_employment":8854},{"score":7981,"raw":8845,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8847,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8849,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3474,"raw":8851,"source":2793},{"currentShare":8852,"baselineShare":2876,"shareDecline":8853},1.188,0.406,{"score":5989,"raw":8855,"source":2793},{"currentShare":8518,"baselineShare":2879,"shareDecline":8519},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8858,"composite":8859,"categories":8860,"metadata":8940},"2024-12",{"raw":3920,"smoothed":3225,"delta":6867,"deltaSmoothed":3369},{"displacement":8861,"cost":8892,"penetration":8906,"automation":8926},{"score":7162,"signals":8862},{"ai_exposed_jobs":8863,"indeed_job_postings":8865,"indeed_total_postings":8873,"info_unemployment":8876,"big4_headcount":8879,"wage_compression":8883,"business_formations":8887},{"score":7919,"raw":8864,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":4581,"raw":8866,"source":3848},{"compositeIndex":3935,"sectors":8867},{"Accounting":8868,"Banking & Finance":4668,"Marketing":8869,"Data & Analytics":8190,"Media & Communications":8870,"IT Systems & Solutions":8871,"Software Development":8872},94.6,91.5,73.4,91,77.9,{"score":7395,"raw":8874,"source":3848},{"index":8875},111.1,{"score":5256,"raw":8877,"source":2793},{"rate":8878},2.97,{"score":3940,"raw":8880,"source":2799},{"totalHeadcount":8881,"yoyGrowth":8882,"displayGrowth":3070},1514719,0.0115,{"score":8884,"raw":8885,"source":2793},21.8,{"currentWage":8886,"priorWage":7850,"nominalYoY":3393,"cpiYoY":4446,"realWageYoY":3618,"realWageYoYPct":3642},51.28,{"score":8888,"raw":8889,"source":2793},34.5,{"currentAvg":8890,"baselineAvg":2813,"deviationPct":8891,"deviationPctDisplay":4592},445824,0.0523,{"score":8893,"signals":8894},38.5,{"frontier_agent_horizon":8895,"cheapest_frontier":8899,"median_frontier_price":8903},{"score":4473,"raw":8896,"source":2927},{"p50Hours":8897,"model":8898,"logHours":3051},0.63,"o1",{"score":8900,"raw":8901,"source":2823},55,{"cheapestPrice":4011,"displayPrice":8902},"$1/MTok",{"score":8106,"raw":8904,"source":2828},{"medianPrice":7476,"displayPrice":8905},"$1.5/MTok",{"score":4030,"signals":8907},{"ai_web_content":8908,"ai_in_science":8913,"enterprise_ai_seats":8917,"ai_automation_rate":8922},{"score":8909,"raw":8910,"source":2835},70.6,{"percentage":8911,"displayPct":8912},50.75,"50.75%",{"score":4110,"raw":8914,"source":2841},{"ratio":8915,"percentage":8916},0.1125,"11.25%",{"score":3670,"raw":8918,"source":2845},{"perThousandWorkers":8919,"totalSeatsM":8920,"displayValue":8921},7.72,9.65,"7.72/1k",{"score":7936,"raw":8923,"source":2848},{"automationRate":8924,"displayRate":8925},41.02,"41%",{"score":3360,"signals":8927},{"amazon_robot_ratio":8928,"humanoid_robots":8930,"autonomous_miles":8932,"warehouse_employment":8934,"transport_employment":8936},{"score":7981,"raw":8929,"source":2858},{"robots":7983,"employees":7984,"ratioPer1000":7985},{"score":3049,"raw":8931,"source":2865},{"cumulativeUnits":7988,"worldPopBillions":7989,"perMillion":7990},{"score":2853,"raw":8933,"source":2873},{"totalMiles":7993,"waymoMiles":7994,"avSharePct":5519,"caVmtBillions":2872},{"score":3474,"raw":8935,"source":2793},{"currentShare":8852,"baselineShare":2876,"shareDecline":8853},{"score":5989,"raw":8937,"source":2793},{"currentShare":8938,"baselineShare":2879,"shareDecline":8939},4.209,0.485,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":8942,"composite":8943,"categories":8947,"metadata":9030},"2025-01",{"raw":8944,"smoothed":8945,"delta":8946,"deltaSmoothed":4011},38.4,35.9,2.1,{"displacement":8948,"cost":8977,"penetration":8991,"automation":9009},{"score":2985,"signals":8949},{"ai_exposed_jobs":8950,"indeed_job_postings":8952,"indeed_total_postings":8958,"info_unemployment":8961,"big4_headcount":8963,"wage_compression":8966,"business_formations":8973},{"score":7919,"raw":8951,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":4120,"raw":8953,"source":3848},{"compositeIndex":8019,"sectors":8954},{"Accounting":7664,"Banking & Finance":7319,"Marketing":4315,"Data & Analytics":8955,"Media & Communications":4035,"IT Systems & Solutions":8956,"Software Development":8957},73.6,80.7,76,{"score":3531,"raw":8959,"source":3848},{"index":8960},111,{"score":5614,"raw":8962,"source":2793},{"rate":4467},{"score":3066,"raw":8964,"source":2799},{"totalHeadcount":8965,"yoyGrowth":3298,"displayGrowth":3070},1516239,{"score":8967,"raw":8968,"source":2793},23.2,{"currentWage":8969,"priorWage":7850,"nominalYoY":8970,"cpiYoY":3060,"realWageYoY":8971,"realWageYoYPct":8972},51.56,0.0501,0.019,"1.90%",{"score":3940,"raw":8974,"source":2793},{"currentAvg":8975,"baselineAvg":2813,"deviationPct":8976,"deviationPctDisplay":8806},433203,0.0225,{"score":4476,"signals":8978},{"frontier_agent_horizon":8979,"cheapest_frontier":8981,"median_frontier_price":8986},{"score":4473,"raw":8980,"source":2927},{"p50Hours":8897,"model":8898,"logHours":3051},{"score":8982,"raw":8983,"source":2823},56.2,{"cheapestPrice":8984,"displayPrice":8985},0.91,"$0.91/MTok",{"score":8987,"raw":8988,"source":2828},56.3,{"medianPrice":8989,"displayPrice":8990},1.33,"$1.33/MTok",{"score":8992,"signals":8993},51.8,{"ai_web_content":8994,"ai_in_science":8999,"enterprise_ai_seats":9003,"ai_automation_rate":9006},{"score":8995,"raw":8996,"source":2835},71.2,{"percentage":8997,"displayPct":8998},51.53,"51.53%",{"score":8025,"raw":9000,"source":2841},{"ratio":9001,"percentage":9002},0.115,"11.50%",{"score":3923,"raw":9004,"source":2845},{"perThousandWorkers":4639,"totalSeatsM":3057,"displayValue":9005},"8.8/1k",{"score":8025,"raw":9007,"source":2848},{"automationRate":8374,"displayRate":9008},"43%",{"score":3036,"signals":9010},{"amazon_robot_ratio":9011,"humanoid_robots":9015,"autonomous_miles":9019,"warehouse_employment":9023,"transport_employment":9027},{"score":5549,"raw":9012,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},1000000,642.67,{"score":6069,"raw":9016,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},43000,5.31,{"score":3686,"raw":9020,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},9000000,0.0029,{"score":3474,"raw":9024,"source":2793},{"currentShare":9025,"baselineShare":2876,"shareDecline":9026},1.189,0.407,{"score":5989,"raw":9028,"source":2793},{"currentShare":8602,"baselineShare":2879,"shareDecline":9029},0.488,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9032,"composite":9033,"categories":9035,"metadata":9109},"2025-02",{"raw":4125,"smoothed":3749,"delta":9034,"deltaSmoothed":6867},1.3,{"displacement":9036,"cost":9063,"penetration":9077,"automation":9094},{"score":8287,"signals":9037},{"ai_exposed_jobs":9038,"indeed_job_postings":9040,"indeed_total_postings":9047,"info_unemployment":9050,"big4_headcount":9052,"wage_compression":9056,"business_formations":9060},{"score":7919,"raw":9039,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":8663,"raw":9041,"source":3848},{"compositeIndex":5792,"sectors":9042},{"Accounting":4755,"Banking & Finance":9043,"Marketing":9044,"Data & Analytics":9045,"Media & Communications":9046,"IT Systems & Solutions":4309,"Software Development":8658},94.2,84.2,66.6,63.4,{"score":6277,"raw":9048,"source":3848},{"index":9049},110.2,{"score":2761,"raw":9051,"source":2793},{"rate":2801},{"score":9053,"raw":9054,"source":2799},40.8,{"totalHeadcount":8965,"yoyGrowth":9055,"displayGrowth":7846},0.0111,{"score":6829,"raw":9057,"source":2793},{"currentWage":9058,"priorWage":8034,"nominalYoY":4596,"cpiYoY":9059,"realWageYoY":3567,"realWageYoYPct":3568},51.75,0.028,{"score":5629,"raw":9061,"source":2793},{"currentAvg":9062,"baselineAvg":2813,"deviationPct":5632,"deviationPctDisplay":5633},427779,{"score":9053,"signals":9064},{"frontier_agent_horizon":9065,"cheapest_frontier":9068,"median_frontier_price":9073},{"score":2753,"raw":9066,"source":2927},{"p50Hours":4011,"model":9067,"logHours":2752},"Claude 3.7 Sonnet",{"score":9069,"raw":9070,"source":2823},57.5,{"cheapestPrice":9071,"displayPrice":9072},0.83,"$0.83/MTok",{"score":9074,"raw":9075,"source":2828},58.1,{"medianPrice":5415,"displayPrice":9076},"$1.16/MTok",{"score":4110,"signals":9078},{"ai_web_content":9079,"ai_in_science":9082,"enterprise_ai_seats":9087,"ai_automation_rate":9092},{"score":5542,"raw":9080,"source":2835},{"percentage":2898,"displayPct":9081},"52.3%",{"score":9083,"raw":9084,"source":2841},53.6,{"ratio":9085,"percentage":9086},0.1181,"11.81%",{"score":7746,"raw":9088,"source":2845},{"perThousandWorkers":9089,"totalSeatsM":9090,"displayValue":9091},10.18,12.72,"10.18/1k",{"score":8025,"raw":9093,"source":2848},{"automationRate":8374,"displayRate":9008},{"score":2958,"signals":9095},{"amazon_robot_ratio":9096,"humanoid_robots":9098,"autonomous_miles":9100,"warehouse_employment":9102,"transport_employment":9105},{"score":5549,"raw":9097,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9099,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9101,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3401,"raw":9103,"source":2793},{"currentShare":8152,"baselineShare":2876,"shareDecline":9104},0.408,{"score":2801,"raw":9106,"source":2793},{"currentShare":9107,"baselineShare":2879,"shareDecline":9108},4.225,0.502,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9111,"composite":9112,"categories":9115,"metadata":9188},"2025-03",{"raw":9113,"smoothed":9114,"delta":4106,"deltaSmoothed":6666},40.2,37.9,{"displacement":9116,"cost":9146,"penetration":9157,"automation":9176},{"score":6388,"signals":9117},{"ai_exposed_jobs":9118,"indeed_job_postings":9120,"indeed_total_postings":9129,"info_unemployment":9131,"big4_headcount":9133,"wage_compression":9136,"business_formations":9142},{"score":7919,"raw":9119,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":7936,"raw":9121,"source":3848},{"compositeIndex":9122,"sectors":9123},79,{"Accounting":9124,"Banking & Finance":8617,"Marketing":9125,"Data & Analytics":9126,"Media & Communications":9127,"IT Systems & Solutions":8872,"Software Development":9128},97.3,79.2,66.7,64.8,71.6,{"score":3598,"raw":9130,"source":3848},{"index":4835},{"score":5449,"raw":9132,"source":2793},{"rate":5451},{"score":4673,"raw":9134,"source":2799},{"totalHeadcount":8965,"yoyGrowth":9135,"displayGrowth":5633},0.0101,{"score":3123,"raw":9137,"source":2793},{"currentWage":9138,"priorWage":8116,"nominalYoY":9139,"cpiYoY":9140,"realWageYoY":9140,"realWageYoYPct":9141},51.83,0.0498,0.0238,"2.38%",{"score":7968,"raw":9143,"source":2793},{"currentAvg":9144,"baselineAvg":2813,"deviationPct":9145,"deviationPctDisplay":6059},425788,0.005,{"score":5972,"signals":9147},{"frontier_agent_horizon":9148,"cheapest_frontier":9150,"median_frontier_price":9155},{"score":2753,"raw":9149,"source":2927},{"p50Hours":4011,"model":9067,"logHours":2752},{"score":9151,"raw":9152,"source":2823},58.7,{"cheapestPrice":9153,"displayPrice":9154},0.75,"$0.75/MTok",{"score":2761,"raw":9156,"source":2828},{"medianPrice":4011,"displayPrice":8902},{"score":9158,"signals":9159},53.1,{"ai_web_content":9160,"ai_in_science":9164,"enterprise_ai_seats":9169,"ai_automation_rate":9174},{"score":9161,"raw":9162,"source":2835},72.4,{"percentage":8025,"displayPct":9163},"53%",{"score":9165,"raw":9166,"source":2841},54.2,{"ratio":9167,"percentage":9168},0.1209,"12.09%",{"score":7105,"raw":9170,"source":2845},{"perThousandWorkers":9171,"totalSeatsM":9172,"displayValue":9173},11.42,14.28,"11.42/1k",{"score":8025,"raw":9175,"source":2848},{"automationRate":8374,"displayRate":9008},{"score":3036,"signals":9177},{"amazon_robot_ratio":9178,"humanoid_robots":9180,"autonomous_miles":9182,"warehouse_employment":9184,"transport_employment":9186},{"score":5549,"raw":9179,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9181,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9183,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3474,"raw":9185,"source":2793},{"currentShare":8852,"baselineShare":2876,"shareDecline":8853},{"score":5989,"raw":9187,"source":2793},{"currentShare":8518,"baselineShare":2879,"shareDecline":8519},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9190,"composite":9191,"categories":9192,"metadata":9268},"2025-04",{"raw":7619,"smoothed":7355,"delta":4107,"deltaSmoothed":6666},{"displacement":9193,"cost":9219,"penetration":9234,"automation":9252},{"score":8609,"signals":9194},{"ai_exposed_jobs":9195,"indeed_job_postings":9197,"indeed_total_postings":9202,"info_unemployment":9204,"big4_headcount":9206,"wage_compression":9209,"business_formations":9214},{"score":7919,"raw":9196,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":7614,"raw":9198,"source":3848},{"compositeIndex":8706,"sectors":9199},{"Accounting":4840,"Banking & Finance":7576,"Marketing":8872,"Data & Analytics":9200,"Media & Communications":9201,"IT Systems & Solutions":8366,"Software Development":8785},69.2,60.4,{"score":5040,"raw":9203,"source":3848},{"index":4664},{"score":2761,"raw":9205,"source":2793},{"rate":2801},{"score":7137,"raw":9207,"source":2799},{"totalHeadcount":8965,"yoyGrowth":9208,"displayGrowth":8546},0.0091,{"score":3507,"raw":9210,"source":2793},{"currentWage":9211,"priorWage":8203,"nominalYoY":4768,"cpiYoY":9212,"realWageYoY":5036,"realWageYoYPct":9213},52.01,0.0233,"2.67%",{"score":3829,"raw":9215,"source":2793},{"currentAvg":9216,"baselineAvg":2813,"deviationPct":9217,"deviationPctDisplay":9218},448004,0.0575,"+5.7%",{"score":4581,"signals":9220},{"frontier_agent_horizon":9221,"cheapest_frontier":9225,"median_frontier_price":9230},{"score":7818,"raw":9222,"source":2927},{"p50Hours":9223,"model":9224,"logHours":2711},2.01,"o3",{"score":9226,"raw":9227,"source":2823},60.3,{"cheapestPrice":9228,"displayPrice":9229},0.67,"$0.67/MTok",{"score":9231,"raw":9232,"source":2828},61.2,{"medianPrice":6666,"displayPrice":9233},"$0.9/MTok",{"score":8106,"signals":9235},{"ai_web_content":9236,"ai_in_science":9240,"enterprise_ai_seats":9245,"ai_automation_rate":9248},{"score":8705,"raw":9237,"source":2835},{"percentage":9238,"displayPct":9239},57,"57%",{"score":9241,"raw":9242,"source":2841},54.8,{"ratio":9243,"percentage":9244},0.1239,"12.39%",{"score":5466,"raw":9246,"source":2845},{"perThousandWorkers":2940,"totalSeatsM":2881,"displayValue":9247},"12.8/1k",{"score":9165,"raw":9249,"source":2848},{"automationRate":9250,"displayRate":9251},44.22,"44%",{"score":3036,"signals":9253},{"amazon_robot_ratio":9254,"humanoid_robots":9256,"autonomous_miles":9258,"warehouse_employment":9260,"transport_employment":9264},{"score":5549,"raw":9255,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9257,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9259,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3474,"raw":9261,"source":2793},{"currentShare":9262,"baselineShare":2876,"shareDecline":9263},1.187,0.405,{"score":3406,"raw":9265,"source":2793},{"currentShare":9266,"baselineShare":2879,"shareDecline":9267},4.199,0.476,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9270,"composite":9271,"categories":9272,"metadata":9340},"2025-05",{"raw":4673,"smoothed":7445,"delta":6868,"deltaSmoothed":6494},{"displacement":9273,"cost":9298,"penetration":9310,"automation":9328},{"score":8609,"signals":9274},{"ai_exposed_jobs":9275,"indeed_job_postings":9277,"indeed_total_postings":9281,"info_unemployment":9284,"big4_headcount":9287,"wage_compression":9289,"business_formations":9293},{"score":7919,"raw":9276,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":9083,"raw":9278,"source":3848},{"compositeIndex":4309,"sectors":9279},{"Accounting":7665,"Banking & Finance":3481,"Marketing":9280,"Data & Analytics":4307,"Media & Communications":8371,"IT Systems & Solutions":8535,"Software Development":4399},79.4,{"score":5343,"raw":9282,"source":3848},{"index":9283},106.8,{"score":9226,"raw":9285,"source":2793},{"rate":9286},5.03,{"score":2985,"raw":9288,"source":2799},{"totalHeadcount":8965,"yoyGrowth":2988,"displayGrowth":2989},{"score":4178,"raw":9290,"source":2793},{"currentWage":9291,"priorWage":8289,"nominalYoY":9292,"cpiYoY":9140,"realWageYoY":4533,"realWageYoYPct":4534},52.32,0.0576,{"score":5343,"raw":9294,"source":2793},{"currentAvg":9295,"baselineAvg":2813,"deviationPct":9296,"deviationPctDisplay":9297},455550,0.0753,"+7.5%",{"score":3379,"signals":9299},{"frontier_agent_horizon":9300,"cheapest_frontier":9302,"median_frontier_price":9307},{"score":7818,"raw":9301,"source":2927},{"p50Hours":9223,"model":9224,"logHours":2711},{"score":9303,"raw":9304,"source":2823},62,{"cheapestPrice":9305,"displayPrice":9306},0.58,"$0.58/MTok",{"score":6464,"raw":9308,"source":2828},{"medianPrice":4107,"displayPrice":9309},"$0.8/MTok",{"score":9311,"signals":9312},55.5,{"ai_web_content":9313,"ai_in_science":9315,"enterprise_ai_seats":9320,"ai_automation_rate":9325},{"score":8705,"raw":9314,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9316,"raw":9317,"source":2841},55.4,{"ratio":9318,"percentage":9319},0.1269,"12.69%",{"score":7075,"raw":9321,"source":2845},{"perThousandWorkers":9322,"totalSeatsM":9323,"displayValue":9324},14.38,17.98,"14.38/1k",{"score":9316,"raw":9326,"source":2848},{"automationRate":9327,"displayRate":8409},45.39,{"score":3036,"signals":9329},{"amazon_robot_ratio":9330,"humanoid_robots":9332,"autonomous_miles":9334,"warehouse_employment":9336,"transport_employment":9338},{"score":5549,"raw":9331,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9333,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9335,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3474,"raw":9337,"source":2793},{"currentShare":8433,"baselineShare":2876,"shareDecline":8434},{"score":3406,"raw":9339,"source":2793},{"currentShare":9266,"baselineShare":2879,"shareDecline":9267},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9342,"composite":9343,"categories":9344,"metadata":9420},"2025-06",{"raw":8449,"smoothed":2757,"delta":2888,"deltaSmoothed":4106},{"displacement":9345,"cost":9375,"penetration":9387,"automation":9405},{"score":9346,"signals":9347},42.8,{"ai_exposed_jobs":9348,"indeed_job_postings":9350,"indeed_total_postings":9358,"info_unemployment":9361,"big4_headcount":9364,"wage_compression":9366,"business_formations":9371},{"score":7919,"raw":9349,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":9351,"raw":9352,"source":3848},46,{"compositeIndex":9353,"sectors":9354},84,{"Accounting":4758,"Banking & Finance":9355,"Marketing":9356,"Data & Analytics":9128,"Media & Communications":9357,"IT Systems & Solutions":8871,"Software Development":4669},101.8,81.1,64.4,{"score":6246,"raw":9359,"source":3848},{"index":9360},106.4,{"score":9238,"raw":9362,"source":2793},{"rate":9363},4.7,{"score":8281,"raw":9365,"source":2799},{"totalHeadcount":8965,"yoyGrowth":8284,"displayGrowth":8285},{"score":3537,"raw":9367,"source":2793},{"currentWage":9368,"priorWage":8380,"nominalYoY":6996,"cpiYoY":4509,"realWageYoY":9369,"realWageYoYPct":9370},52.54,0.031,"3.10%",{"score":5040,"raw":9372,"source":2793},{"currentAvg":9373,"baselineAvg":2813,"deviationPct":9374,"deviationPctDisplay":5044},457215,0.0792,{"score":6388,"signals":9376},{"frontier_agent_horizon":9377,"cheapest_frontier":9379,"median_frontier_price":9383},{"score":7818,"raw":9378,"source":2927},{"p50Hours":9223,"model":9224,"logHours":2711},{"score":9380,"raw":9381,"source":2823},64,{"cheapestPrice":4106,"displayPrice":9382},"$0.5/MTok",{"score":9384,"raw":9385,"source":2828},63.9,{"medianPrice":6494,"displayPrice":9386},"$0.7/MTok",{"score":8987,"signals":9388},{"ai_web_content":9389,"ai_in_science":9391,"enterprise_ai_seats":9395,"ai_automation_rate":9400},{"score":8705,"raw":9390,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9392,"raw":9393,"source":2841},56,{"ratio":2696,"percentage":9394},"13.00%",{"score":3066,"raw":9396,"source":2845},{"perThousandWorkers":9397,"totalSeatsM":9398,"displayValue":9399},16.02,20.02,"16.02/1k",{"score":9401,"raw":9402,"source":2848},56.6,{"automationRate":9403,"displayRate":9404},46.61,"47%",{"score":3036,"signals":9406},{"amazon_robot_ratio":9407,"humanoid_robots":9409,"autonomous_miles":9411,"warehouse_employment":9413,"transport_employment":9417},{"score":5549,"raw":9408,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9410,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9412,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3550,"raw":9414,"source":2793},{"currentShare":9415,"baselineShare":2876,"shareDecline":9416},1.181,0.399,{"score":3406,"raw":9418,"source":2793},{"currentShare":9419,"baselineShare":2879,"shareDecline":9267},4.2,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9422,"composite":9423,"categories":9424,"metadata":9504},"2025-07",{"raw":7707,"smoothed":3940,"delta":4106,"deltaSmoothed":4106},{"displacement":9425,"cost":9460,"penetration":9472,"automation":9489},{"score":8374,"signals":9426},{"ai_exposed_jobs":9427,"indeed_job_postings":9429,"indeed_total_postings":9440,"info_unemployment":9443,"big4_headcount":9445,"wage_compression":9448,"business_formations":9454},{"score":7919,"raw":9428,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":6055,"raw":9430,"source":3848},{"compositeIndex":9431,"sectors":9432},85.9,{"Accounting":9433,"Banking & Finance":9434,"Marketing":9435,"Data & Analytics":9436,"Media & Communications":9437,"IT Systems & Solutions":9438,"Software Development":9439},114.8,102.9,81.2,72.3,64.3,82.9,82.7,{"score":7872,"raw":9441,"source":3848},{"index":9442},105.4,{"score":2761,"raw":9444,"source":2793},{"rate":2801},{"score":6055,"raw":9446,"source":2799},{"totalHeadcount":8965,"yoyGrowth":9447,"displayGrowth":8112},0.0061,{"score":4085,"raw":9449,"source":2793},{"currentWage":9450,"priorWage":4525,"nominalYoY":9451,"cpiYoY":4598,"realWageYoY":9452,"realWageYoYPct":9453},52.63,0.0528,0.0298,"2.98%",{"score":9455,"raw":9456,"source":2793},26.1,{"currentAvg":9457,"baselineAvg":2813,"deviationPct":9458,"deviationPctDisplay":9459},463605,0.0943,"+9.4%",{"score":7763,"signals":9461},{"frontier_agent_horizon":9462,"cheapest_frontier":9464,"median_frontier_price":9468},{"score":7818,"raw":9463,"source":2927},{"p50Hours":9223,"model":9224,"logHours":2711},{"score":9465,"raw":9466,"source":2823},65.9,{"cheapestPrice":5669,"displayPrice":9467},"$0.43/MTok",{"score":9469,"raw":9470,"source":2828},65.5,{"medianPrice":3369,"displayPrice":9471},"$0.6/MTok",{"score":9238,"signals":9473},{"ai_web_content":9474,"ai_in_science":9476,"enterprise_ai_seats":9481,"ai_automation_rate":9484},{"score":8705,"raw":9475,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9477,"raw":9478,"source":2841},56.4,{"ratio":9479,"percentage":9480},0.1321,"13.21%",{"score":8386,"raw":9482,"source":2845},{"perThousandWorkers":3512,"totalSeatsM":4566,"displayValue":9483},"17.6/1k",{"score":9485,"raw":9486,"source":2848},57.8,{"automationRate":9487,"displayRate":9488},47.78,"48%",{"score":3036,"signals":9490},{"amazon_robot_ratio":9491,"humanoid_robots":9493,"autonomous_miles":9495,"warehouse_employment":9497,"transport_employment":9501},{"score":5549,"raw":9492,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9494,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9496,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3550,"raw":9498,"source":2793},{"currentShare":9499,"baselineShare":2876,"shareDecline":9500},1.179,0.397,{"score":3406,"raw":9502,"source":2793},{"currentShare":9419,"baselineShare":2879,"shareDecline":9503},0.477,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9506,"composite":9507,"categories":9509,"metadata":9585},"2025-08",{"raw":9346,"smoothed":9508,"delta":4011,"deltaSmoothed":6494},41.2,{"displacement":9510,"cost":9540,"penetration":9553,"automation":9571},{"score":8281,"signals":9511},{"ai_exposed_jobs":9512,"indeed_job_postings":9514,"indeed_total_postings":9523,"info_unemployment":9526,"big4_headcount":9528,"wage_compression":9530,"business_formations":9536},{"score":7919,"raw":9513,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":8354,"raw":9515,"source":3848},{"compositeIndex":9516,"sectors":9517},82.5,{"Accounting":9518,"Banking & Finance":9519,"Marketing":9520,"Data & Analytics":5458,"Media & Communications":9521,"IT Systems & Solutions":9435,"Software Development":9522},93.5,102.3,87.2,60.9,82.8,{"score":9524,"raw":9525,"source":3848},30.6,{"index":4932},{"score":4311,"raw":9527,"source":2793},{"rate":5535},{"score":8114,"raw":9529,"source":2799},{"totalHeadcount":8965,"yoyGrowth":9145,"displayGrowth":6059},{"score":4444,"raw":9531,"source":2793},{"currentWage":9532,"priorWage":8549,"nominalYoY":9533,"cpiYoY":8467,"realWageYoY":9534,"realWageYoYPct":9535},52.77,0.0462,0.0241,"2.41%",{"score":5920,"raw":9537,"source":2793},{"currentAvg":9538,"baselineAvg":2813,"deviationPct":9539,"deviationPctDisplay":7514},472127,0.1144,{"score":8826,"signals":9541},{"frontier_agent_horizon":9542,"cheapest_frontier":9546,"median_frontier_price":9550},{"score":5680,"raw":9543,"source":2927},{"p50Hours":9544,"model":9545,"logHours":6958},3.57,"GPT-5",{"score":8658,"raw":9547,"source":2823},{"cheapestPrice":9548,"displayPrice":9549},0.37,"$0.37/MTok",{"score":9551,"raw":9552,"source":2828},67.5,{"medianPrice":4106,"displayPrice":9382},{"score":9554,"signals":9555},57.9,{"ai_web_content":9556,"ai_in_science":9558,"enterprise_ai_seats":9563,"ai_automation_rate":9568},{"score":8705,"raw":9557,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9559,"raw":9560,"source":2841},56.9,{"ratio":9561,"percentage":9562},0.1343,"13.43%",{"score":7848,"raw":9564,"source":2845},{"perThousandWorkers":9565,"totalSeatsM":9566,"displayValue":9567},19.76,24.7,"19.76/1k",{"score":4215,"raw":9569,"source":2848},{"automationRate":4692,"displayRate":9570},"49%",{"score":3036,"signals":9572},{"amazon_robot_ratio":9573,"humanoid_robots":9575,"autonomous_miles":9577,"warehouse_employment":9579,"transport_employment":9581},{"score":5549,"raw":9574,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9576,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9578,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3550,"raw":9580,"source":2793},{"currentShare":8344,"baselineShare":2876,"shareDecline":8345},{"score":3406,"raw":9582,"source":2793},{"currentShare":9583,"baselineShare":2879,"shareDecline":9584},4.201,0.478,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9587,"composite":9588,"categories":9589,"metadata":9662},"2025-09",{"raw":7225,"smoothed":8295,"delta":6666,"deltaSmoothed":6494},{"displacement":9590,"cost":9618,"penetration":9629,"automation":9648},{"score":2902,"signals":9591},{"ai_exposed_jobs":9592,"indeed_job_postings":9594,"indeed_total_postings":9601,"info_unemployment":9604,"big4_headcount":9607,"wage_compression":9609,"business_formations":9614},{"score":7919,"raw":9593,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":9595,"raw":9596,"source":3848},48.2,{"compositeIndex":9597,"sectors":9598},81.8,{"Accounting":3933,"Banking & Finance":3847,"Marketing":9599,"Data & Analytics":4396,"Media & Communications":9600,"IT Systems & Solutions":9435,"Software Development":8455},81.4,64.6,{"score":4017,"raw":9602,"source":3848},{"index":9603},103.8,{"score":8407,"raw":9605,"source":2793},{"rate":9606},5.67,{"score":2902,"raw":9608,"source":2799},{"totalHeadcount":8965,"yoyGrowth":2905,"displayGrowth":2906},{"score":7142,"raw":9610,"source":2793},{"currentWage":9611,"priorWage":8632,"nominalYoY":3949,"cpiYoY":7851,"realWageYoY":9612,"realWageYoYPct":9613},53.06,0.0204,"2.04%",{"score":2958,"raw":9615,"source":2793},{"currentAvg":9616,"baselineAvg":2813,"deviationPct":9617,"deviationPctDisplay":4515},487900,0.1517,{"score":7614,"signals":9619},{"frontier_agent_horizon":9620,"cheapest_frontier":9622,"median_frontier_price":9626},{"score":5680,"raw":9621,"source":2927},{"p50Hours":9544,"model":9545,"logHours":6958},{"score":9623,"raw":9624,"source":2823},70.7,{"cheapestPrice":2711,"displayPrice":9625},"$0.3/MTok",{"score":5458,"raw":9627,"source":2828},{"medianPrice":6868,"displayPrice":9628},"$0.4/MTok",{"score":9554,"signals":9630},{"ai_web_content":9631,"ai_in_science":9633,"enterprise_ai_seats":9638,"ai_automation_rate":9644},{"score":8705,"raw":9632,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9634,"raw":9635,"source":2841},57.3,{"ratio":9636,"percentage":9637},0.1364,"13.64%",{"score":9639,"raw":9640,"source":2845},43.5,{"perThousandWorkers":9641,"totalSeatsM":9642,"displayValue":9643},21.91,27.39,"21.91/1k",{"score":9645,"raw":9646,"source":2848},57.7,{"automationRate":9647,"displayRate":9488},47.65,{"score":3267,"signals":9649},{"amazon_robot_ratio":9650,"humanoid_robots":9652,"autonomous_miles":9654,"warehouse_employment":9656,"transport_employment":9658},{"score":5549,"raw":9651,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9653,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9655,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3700,"raw":9657,"source":2793},{"currentShare":7639,"baselineShare":2876,"shareDecline":7640},{"score":2783,"raw":9659,"source":2793},{"currentShare":9660,"baselineShare":2879,"shareDecline":9661},4.174,0.451,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9664,"composite":9665,"categories":9666,"metadata":9740},"2025-10",{"raw":6225,"smoothed":7916,"delta":4106,"deltaSmoothed":6494},{"displacement":9667,"cost":9696,"penetration":9710,"automation":9725},{"score":4124,"signals":9668},{"ai_exposed_jobs":9669,"indeed_job_postings":9671,"indeed_total_postings":9676,"info_unemployment":9679,"big4_headcount":9683,"wage_compression":9685,"business_formations":9691},{"score":7919,"raw":9670,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":9672,"raw":9673,"source":3848},49.6,{"compositeIndex":4404,"sectors":9674},{"Accounting":9675,"Banking & Finance":4487,"Marketing":4492,"Data & Analytics":8995,"Media & Communications":4159,"IT Systems & Solutions":9122,"Software Development":8706},88.2,{"score":3054,"raw":9677,"source":3848},{"index":9678},102.1,{"score":9680,"raw":9681,"source":2793},68.8,{"rate":9682},6.17,{"score":9351,"raw":9684,"source":2799},{"totalHeadcount":8965,"yoyGrowth":2961,"displayGrowth":4957},{"score":6526,"raw":9686,"source":2793},{"currentWage":9687,"priorWage":8717,"nominalYoY":9688,"cpiYoY":4421,"realWageYoY":9689,"realWageYoYPct":9690},53.27,0.0406,0.0164,"1.64%",{"score":3356,"raw":9692,"source":2793},{"currentAvg":9693,"baselineAvg":2813,"deviationPct":9694,"deviationPctDisplay":9695},495761,0.1702,"+17.0%",{"score":9697,"signals":9698},52.2,{"frontier_agent_horizon":9699,"cheapest_frontier":9701,"median_frontier_price":9706},{"score":5680,"raw":9700,"source":2927},{"p50Hours":9544,"model":9545,"logHours":6958},{"score":9702,"raw":9703,"source":2823},72.2,{"cheapestPrice":9704,"displayPrice":9705},0.27,"$0.27/MTok",{"score":9707,"raw":9708,"source":2828},71.4,{"medianPrice":5244,"displayPrice":9709},"$0.35/MTok",{"score":9485,"signals":9711},{"ai_web_content":9712,"ai_in_science":9714,"enterprise_ai_seats":9718,"ai_automation_rate":9721},{"score":8705,"raw":9713,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9645,"raw":9715,"source":2841},{"ratio":9716,"percentage":9717},0.1386,"13.86%",{"score":4581,"raw":9719,"source":2845},{"perThousandWorkers":2853,"totalSeatsM":5895,"displayValue":9720},"24/1k",{"score":8987,"raw":9722,"source":2848},{"automationRate":9723,"displayRate":9724},46.35,"46%",{"score":3267,"signals":9726},{"amazon_robot_ratio":9727,"humanoid_robots":9729,"autonomous_miles":9731,"warehouse_employment":9733,"transport_employment":9737},{"score":5549,"raw":9728,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9730,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9732,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3775,"raw":9734,"source":2793},{"currentShare":9735,"baselineShare":2876,"shareDecline":9736},1.161,0.379,{"score":2783,"raw":9738,"source":2793},{"currentShare":8001,"baselineShare":2879,"shareDecline":9739},0.455,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9742,"composite":9743,"categories":9744,"metadata":9822},"2025-11",{"raw":8609,"smoothed":7880,"delta":3369,"deltaSmoothed":3369},{"displacement":9745,"cost":9777,"penetration":9791,"automation":9806},{"score":9746,"signals":9747},47,{"ai_exposed_jobs":9748,"indeed_job_postings":9750,"indeed_total_postings":9759,"info_unemployment":9761,"big4_headcount":9764,"wage_compression":9766,"business_formations":9772},{"score":7919,"raw":9749,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":7936,"raw":9751,"source":3848},{"compositeIndex":9122,"sectors":9752},{"Accounting":9753,"Banking & Finance":9754,"Marketing":9755,"Data & Analytics":9756,"Media & Communications":9757,"IT Systems & Solutions":9758,"Software Development":2765},79.1,98.9,80.6,70.3,67.9,76.2,{"score":6669,"raw":9760,"source":3848},{"index":3845},{"score":8824,"raw":9762,"source":2793},{"rate":9763},6.33,{"score":4124,"raw":9765,"source":2799},{"totalHeadcount":8965,"yoyGrowth":4144,"displayGrowth":6145},{"score":7345,"raw":9767,"source":2793},{"currentWage":9768,"priorWage":8797,"nominalYoY":9769,"cpiYoY":4262,"realWageYoY":9770,"realWageYoYPct":9771},53.46,0.0423,0.0159,"1.59%",{"score":4001,"raw":9773,"source":2793},{"currentAvg":9774,"baselineAvg":2813,"deviationPct":9775,"deviationPctDisplay":9776},515492,0.2168,"+21.7%",{"score":6551,"signals":9778},{"frontier_agent_horizon":9779,"cheapest_frontier":9784,"median_frontier_price":9789},{"score":7872,"raw":9780,"source":2927},{"p50Hours":9781,"model":9782,"logHours":9783},5.34,"Claude Opus 4.5",0.73,{"score":9785,"raw":9786,"source":2823},74,{"cheapestPrice":9787,"displayPrice":9788},0.23,"$0.23/MTok",{"score":8454,"raw":9790,"source":2828},{"medianPrice":2711,"displayPrice":9625},{"score":9645,"signals":9792},{"ai_web_content":9793,"ai_in_science":9795,"enterprise_ai_seats":9799,"ai_automation_rate":9804},{"score":8705,"raw":9794,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9074,"raw":9796,"source":2841},{"ratio":9797,"percentage":9798},0.1407,"14.07%",{"score":6815,"raw":9800,"source":2845},{"perThousandWorkers":9801,"totalSeatsM":9802,"displayValue":9803},25.62,32.02,"25.62/1k",{"score":8900,"raw":9805,"source":2848},{"automationRate":7940,"displayRate":8409},{"score":4009,"signals":9807},{"amazon_robot_ratio":9808,"humanoid_robots":9810,"autonomous_miles":9812,"warehouse_employment":9814,"transport_employment":9818},{"score":5549,"raw":9809,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9811,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9813,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3775,"raw":9815,"source":2793},{"currentShare":9816,"baselineShare":2876,"shareDecline":9817},1.163,0.38,{"score":2921,"raw":9819,"source":2793},{"currentShare":9820,"baselineShare":2879,"shareDecline":9821},4.14,0.417,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9824,"composite":9825,"categories":9826,"metadata":9905},"2025-12",{"raw":7940,"smoothed":7225,"delta":2677,"deltaSmoothed":4106},{"displacement":9827,"cost":9856,"penetration":9871,"automation":9889},{"score":8287,"signals":9828},{"ai_exposed_jobs":9829,"indeed_job_postings":9831,"indeed_total_postings":9838,"info_unemployment":9840,"big4_headcount":9843,"wage_compression":9846,"business_formations":9851},{"score":7919,"raw":9830,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":9832,"raw":9833,"source":3848},50.4,{"compositeIndex":8455,"sectors":9834},{"Accounting":4022,"Banking & Finance":9835,"Marketing":8270,"Data & Analytics":9757,"Media & Communications":8658,"IT Systems & Solutions":9836,"Software Development":9837},96,79.8,80.1,{"score":3135,"raw":9839,"source":3848},{"index":7061},{"score":9127,"raw":9841,"source":2793},{"rate":9842},5.63,{"score":3062,"raw":9844,"source":2799},{"totalHeadcount":8965,"yoyGrowth":3039,"displayGrowth":9845},"+0.1%",{"score":7527,"raw":9847,"source":2793},{"currentWage":9848,"priorWage":8886,"nominalYoY":8891,"cpiYoY":9849,"realWageYoY":3219,"realWageYoYPct":9850},53.96,0.0265,"1.81%",{"score":3216,"raw":9852,"source":2793},{"currentAvg":9853,"baselineAvg":2813,"deviationPct":9854,"deviationPctDisplay":9855},510796,0.2057,"+20.6%",{"score":9857,"signals":9858},56.1,{"frontier_agent_horizon":9859,"cheapest_frontier":9865,"median_frontier_price":9868},{"score":9860,"raw":9861,"source":2927},32.3,{"p50Hours":9862,"model":9863,"logHours":9864},6.57,"GPT-5.2",0.82,{"score":8957,"raw":9866,"source":2823},{"cheapestPrice":2677,"displayPrice":9867},"$0.2/MTok",{"score":4399,"raw":9869,"source":2828},{"medianPrice":2672,"displayPrice":9870},"$0.25/MTok",{"score":9872,"signals":9873},58,{"ai_web_content":9874,"ai_in_science":9876,"enterprise_ai_seats":9881,"ai_automation_rate":9887},{"score":8705,"raw":9875,"source":2835},{"percentage":9238,"displayPct":9239},{"score":9877,"raw":9878,"source":2841},58.6,{"ratio":9879,"percentage":9880},0.1428,"14.28%",{"score":9882,"raw":9883,"source":2845},45.9,{"perThousandWorkers":9884,"totalSeatsM":9885,"displayValue":9886},27.18,33.98,"27.18/1k",{"score":8900,"raw":9888,"source":2848},{"automationRate":7940,"displayRate":8409},{"score":4009,"signals":9890},{"amazon_robot_ratio":9891,"humanoid_robots":9893,"autonomous_miles":9895,"warehouse_employment":9897,"transport_employment":9901},{"score":5549,"raw":9892,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9894,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9896,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":4350,"raw":9898,"source":2793},{"currentShare":9899,"baselineShare":2876,"shareDecline":9900},1.157,0.375,{"score":2921,"raw":9902,"source":2793},{"currentShare":9903,"baselineShare":2879,"shareDecline":9904},4.138,0.415,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9907,"composite":9908,"categories":9909,"metadata":9979},"2026-01",{"raw":2902,"smoothed":6225,"delta":6868,"deltaSmoothed":4106},{"displacement":9910,"cost":9940,"penetration":9950,"automation":9965},{"score":3379,"signals":9911},{"ai_exposed_jobs":9912,"indeed_job_postings":9914,"indeed_total_postings":9920,"info_unemployment":9923,"big4_headcount":9927,"wage_compression":9929,"business_formations":9935},{"score":7919,"raw":9913,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":9915,"raw":9916,"source":3848},53.9,{"compositeIndex":4849,"sectors":9917},{"Accounting":9918,"Banking & Finance":6884,"Marketing":4118,"Data & Analytics":9127,"Media & Communications":9919,"IT Systems & Solutions":9756,"Software Development":4309},84.5,58.3,{"score":3603,"raw":9921,"source":3848},{"index":9922},104,{"score":9924,"raw":9925,"source":2793},59.7,{"rate":9926},4.97,{"score":2795,"raw":9928,"source":2799},{"totalHeadcount":8965,"yoyGrowth":2752,"displayGrowth":2798},{"score":8273,"raw":9930,"source":2793},{"currentWage":9931,"priorWage":8969,"nominalYoY":9932,"cpiYoY":7507,"realWageYoY":9933,"realWageYoYPct":9934},53.79,0.0433,0.0201,"2.01%",{"score":2940,"raw":9936,"source":2793},{"currentAvg":9937,"baselineAvg":2813,"deviationPct":9938,"deviationPctDisplay":9939},522097,0.2324,"+23.2%",{"score":9485,"signals":9941},{"frontier_agent_horizon":9942,"cheapest_frontier":9944,"median_frontier_price":9948},{"score":9860,"raw":9943,"source":2927},{"p50Hours":9862,"model":9863,"logHours":9864},{"score":9945,"raw":9946,"source":2823},79.7,{"cheapestPrice":2692,"displayPrice":9947},"$0.15/MTok",{"score":4398,"raw":9949,"source":2828},{"medianPrice":2677,"displayPrice":9867},{"score":9951,"signals":9952},58.2,{"ai_web_content":9953,"ai_in_science":9955,"enterprise_ai_seats":9959,"ai_automation_rate":9963},{"score":8705,"raw":9954,"source":2835},{"percentage":9238,"displayPct":9239},{"score":4215,"raw":9956,"source":2841},{"ratio":9957,"percentage":9958},0.145,"14.50%",{"score":9960,"raw":9961,"source":2845},46.5,{"perThousandWorkers":3456,"totalSeatsM":4601,"displayValue":9962},"28.8/1k",{"score":8900,"raw":9964,"source":2848},{"automationRate":7940,"displayRate":8409},{"score":4658,"signals":9966},{"amazon_robot_ratio":9967,"humanoid_robots":9969,"autonomous_miles":9971,"warehouse_employment":9973,"transport_employment":9976},{"score":5549,"raw":9968,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":9970,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":9972,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3780,"raw":9974,"source":2793},{"currentShare":9975,"baselineShare":2876,"shareDecline":9548},1.152,{"score":3474,"raw":9977,"source":2793},{"currentShare":9978,"baselineShare":2879,"shareDecline":8515},4.128,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":9981,"composite":9982,"categories":9984,"metadata":10043},"2026-02",{"raw":7880,"smoothed":4506,"delta":9983,"deltaSmoothed":3210},-2.2,{"displacement":9985,"cost":10010,"penetration":10021,"automation":10031},{"score":6898,"signals":9986},{"ai_exposed_jobs":9987,"indeed_job_postings":9989,"indeed_total_postings":9994,"info_unemployment":9997,"big4_headcount":9999,"wage_compression":10001,"business_formations":10005},{"score":7919,"raw":9988,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":8839,"raw":9990,"source":3848},{"compositeIndex":9435,"sectors":9991},{"Accounting":8869,"Banking & Finance":9992,"Marketing":9993,"Data & Analytics":5542,"Media & Communications":9559,"IT Systems & Solutions":9945,"Software Development":8362},103.7,76.6,{"score":8259,"raw":9995,"source":3848},{"index":9996},103.9,{"score":9924,"raw":9998,"source":2793},{"rate":9926},{"score":2795,"raw":10000,"source":2799},{"totalHeadcount":8965,"yoyGrowth":2752,"displayGrowth":2798},{"score":8884,"raw":10002,"source":2793},{"currentWage":9931,"priorWage":9058,"nominalYoY":3466,"cpiYoY":5552,"realWageYoY":10003,"realWageYoYPct":10004},0.021,"2.10%",{"score":3018,"raw":10006,"source":2793},{"currentAvg":10007,"baselineAvg":2813,"deviationPct":10008,"deviationPctDisplay":10009},520448,0.2285,"+22.8%",{"score":7566,"signals":10011},{"frontier_agent_horizon":10012,"cheapest_frontier":10015,"median_frontier_price":10018},{"score":5466,"raw":10013,"source":2927},{"p50Hours":3537,"model":10014,"logHours":5415},"Claude Opus 4.6",{"score":8957,"raw":10016,"source":10017},{"cheapestPrice":2677,"displayPrice":9867},"live",{"score":5549,"raw":10019,"source":10017},{"medianPrice":5867,"displayPrice":10020},"$4.4/MTok",{"score":9951,"signals":10022},{"ai_web_content":10023,"ai_in_science":10025,"enterprise_ai_seats":10027,"ai_automation_rate":10029},{"score":8705,"raw":10024,"source":2835},{"percentage":9238,"displayPct":9239},{"score":4215,"raw":10026,"source":2841},{"ratio":9957,"percentage":9958},{"score":9960,"raw":10028,"source":2845},{"perThousandWorkers":3456,"totalSeatsM":4601,"displayValue":9962},{"score":8900,"raw":10030,"source":2848},{"automationRate":7940,"displayRate":8409},{"score":4658,"signals":10032},{"amazon_robot_ratio":10033,"humanoid_robots":10035,"autonomous_miles":10037,"warehouse_employment":10039,"transport_employment":10041},{"score":5549,"raw":10034,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":10036,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":10038,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":3780,"raw":10040,"source":2793},{"currentShare":9975,"baselineShare":2876,"shareDecline":9548},{"score":3474,"raw":10042,"source":2793},{"currentShare":9978,"baselineShare":2879,"shareDecline":8515},{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},{"date":10045,"composite":10046,"categories":10047,"metadata":10114},"2026-03",{"raw":2985,"smoothed":8482,"delta":3209,"deltaSmoothed":3210},{"displacement":10048,"cost":10078,"penetration":10088,"automation":10099},{"score":7225,"signals":10049},{"ai_exposed_jobs":10050,"indeed_job_postings":10052,"indeed_total_postings":10060,"info_unemployment":10063,"big4_headcount":10066,"wage_compression":10068,"business_formations":10073},{"score":7919,"raw":10051,"source":2788},{"currentEmployment":7921,"baselineEmployment":2786,"declineFromBaseline":7922},{"score":2790,"raw":10053,"source":3848},{"compositeIndex":4403,"sectors":10054},{"Accounting":10055,"Banking & Finance":9754,"Marketing":10056,"Data & Analytics":10057,"Media & Communications":8900,"IT Systems & Solutions":10058,"Software Development":10059},89.4,73.7,69.1,79.3,85.6,{"score":6669,"raw":10061,"source":3848},{"index":10062},102.5,{"score":9392,"raw":10064,"source":2793},{"rate":10065},4.6,{"score":2795,"raw":10067,"source":2799},{"totalHeadcount":8965,"yoyGrowth":2752,"displayGrowth":2798},{"score":3442,"raw":10069,"source":2793},{"currentWage":10070,"priorWage":9138,"nominalYoY":10071,"cpiYoY":3140,"realWageYoY":8381,"realWageYoYPct":10072},54.61,0.0536,"2.79%",{"score":3640,"raw":10074,"source":2793},{"currentAvg":10075,"baselineAvg":2813,"deviationPct":10076,"deviationPctDisplay":10077},506589,0.1958,"+19.6%",{"score":5614,"signals":10079},{"frontier_agent_horizon":10080,"cheapest_frontier":10084,"median_frontier_price":10086},{"score":3920,"raw":10081,"source":2927},{"p50Hours":10082,"model":10014,"logHours":10083},11.98,1.08,{"score":8957,"raw":10085,"source":10017},{"cheapestPrice":2677,"displayPrice":9867},{"score":5549,"raw":10087,"source":10017},{"medianPrice":5867,"displayPrice":10020},{"score":9634,"signals":10089},{"ai_web_content":10090,"ai_in_science":10092,"enterprise_ai_seats":10094,"ai_automation_rate":10096},{"score":8705,"raw":10091,"source":2835},{"percentage":9238,"displayPct":9239},{"score":4215,"raw":10093,"source":2841},{"ratio":9957,"percentage":9958},{"score":9960,"raw":10095,"source":2845},{"perThousandWorkers":3456,"totalSeatsM":4601,"displayValue":9962},{"score":4406,"raw":10097,"source":2848},{"automationRate":7581,"displayRate":10098},"42%",{"score":4658,"signals":10100},{"amazon_robot_ratio":10101,"humanoid_robots":10103,"autonomous_miles":10105,"warehouse_employment":10107,"transport_employment":10111},{"score":5549,"raw":10102,"source":2858},{"robots":9013,"employees":7984,"ratioPer1000":9014},{"score":6069,"raw":10104,"source":2865},{"cumulativeUnits":9017,"worldPopBillions":4338,"perMillion":9018},{"score":3686,"raw":10106,"source":2873},{"totalMiles":9021,"waymoMiles":2777,"avSharePct":9022,"caVmtBillions":2872},{"score":4350,"raw":10108,"source":2793},{"currentShare":10109,"baselineShare":2876,"shareDecline":10110},1.158,0.376,{"score":3550,"raw":10112,"source":2793},{"currentShare":10113,"baselineShare":2879,"shareDecline":8345},4.122,{"signalsAvailable":2882,"signalsTotal":2882,"quality":2883},1780937038461]