Friday Jun 26
STRATEGYOpenAI

Agents Now Do OpenAI's Work

26JUN
CHAT TO AGENTSAGENTS

OpenAI published hard numbers on its own agent use. Codex went from a coding tool to the main work tool for every department. Even lawyers and recruiters now run agents, not chatbots.

OpenAI released an economic research paper on Codex. It tracks how agents replaced chatbots as the default work tool inside the company.

By June, 70% of users ran a task worth over an hour of human work. A quarter ran tasks over eight hours. Heaviest users push 60+ agent-hours a day across parallel agents.

Non-developer use grew fastest. Org-level non-dev users rose 189 times since August 2025. Codex is now 99.8% of OpenAI's weekly output tokens.

full brief & sources

⚡ Why this matters

  • First hard data on what 'agentic work' looks like inside a frontier lab.
  • Shows non-developers, not engineers, drive the fastest agent adoption.
  • A preview of how every knowledge-work team may run in two years.

🔍 What happened

  • Jun 25: OpenAI published 'How agents are transforming work.'
  • 70.2% of sampled users made a request worth over an hour of human work.
  • 25.6% made a request worth over eight hours.
  • 99th-percentile users generate 60+ Codex agent-hours per day, across parallel agents.
  • Non-developer org users rose 189x since August 2025; individuals 137x.
  • Codex is now the primary AI tool for Legal, Finance, and Recruiting at OpenAI.

💬 Smart takes

  • OpenAI: agents change 'the unit of knowledge work from single interactions to delegated, long-horizon tasks.'
  • Skeptic: this is OpenAI measuring OpenAI. Self-reported usage of its own tool, not independent data.

🧭 Where this goes

  1. Likelyenterprises start tracking 'agent-hours' as a real productivity metric.
  2. Likelynon-technical teams adopt agents faster than engineering did.
  3. Possibleheadcount planning shifts from 'hire a person' to 'run more agents.'
  4. Wild Carda public company reports agent-hours in its next earnings deck.

🥄 The Spoon Take

The chatbot era is ending inside the company that started it. Work moved from 'ask a question' to 'delegate a task.' The striking part is not engineers. It is lawyers and recruiters running eight-hour agents. If OpenAI is the leading indicator, every desk job is about to get an agent layer.

🤔 Pushback

It is OpenAI grading its own homework, with its own tool, on its own staff. Real enterprises move slower and trust less.

·OpenAI - Agents transforming work·OpenAI - The research paper