{"id":"nr-openai-enterprise-signals-agents-now-produce-most-enterprise-output","slug":"openai-enterprise-signals-agents-now-produce-most-enterprise-output","title":"OpenAI's Enterprise Signals: agents now produce most enterprise output","observed_at":"2026-08-12T00:00:00+00:00","record_date":"2026-08-12","date_kind":"observed_at","novelty":"new","source_platform":"openai.com","topics":["enterprise-ai","ai-agents","adoption"],"entities":["OpenAI","Codex","ChatGPT","Enterprise Signals"],"related_patterns":[],"source_url":"https://openai.com/index/how-enterprises-put-ai-to-work","source_urls":["https://openai.com/index/how-enterprises-put-ai-to-work","https://cdn.openai.com/pdf/how-organizations-use-chatgpt.pdf"],"type":"raw_signal","description":"OpenAI's August reports say Codex produced 64% of enterprise output tokens by June and the top 10% of firms now use 8.3x more output per user than typical ones.","why_it_matters":"The numbers describe a shift from asking an assistant to delegating work to agents, spreading fastest outside engineering. They are OpenAI's own usage measures, not independent productivity results.","verification_level":"source-inspected","signal_type":"newsroom_basket_signal","schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:openai-enterprise-signals-agents-now-produce-most-enterprise-output","retrieval_nugget":"OpenAI's August reports say Codex produced 64% of enterprise output tokens by June and the top 10% of firms now use 8.3x more output per user than typical ones. OpenAI published Enterprise Signals and a companion working paper, How Organizations Use AI, on August 12. As of June, Codex generated 64% of combined Codex and ChatGPT output tokens among enterprise","status":"published","visuals":[],"routes":{"html":"https://newruntime.com/signals/openai-enterprise-signals-agents-now-produce-most-enterprise-output/","markdown":"https://newruntime.com/signals/openai-enterprise-signals-agents-now-produce-most-enterprise-output.md","json":"https://newruntime.com/signals/openai-enterprise-signals-agents-now-produce-most-enterprise-output.json"},"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"next_reads":[{"type":"topic","path":"/topics/enterprise-ai/","url":"https://newruntime.com/topics/enterprise-ai/","title":"Enterprise Ai","reason":"Explore the enterprise-ai topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/enterprise-ai.md","json_url":"https://newruntime.com/topics/enterprise-ai.json"},{"type":"topic","path":"/topics/ai-agents/","url":"https://newruntime.com/topics/ai-agents/","title":"Ai Agents","reason":"Explore the ai-agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/ai-agents.md","json_url":"https://newruntime.com/topics/ai-agents.json"},{"type":"topic","path":"/topics/adoption/","url":"https://newruntime.com/topics/adoption/","title":"Adoption","reason":"Explore the adoption topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/adoption.md","json_url":"https://newruntime.com/topics/adoption.json"},{"type":"collection","path":"/signals/","url":"https://newruntime.com/signals/","title":"Raw Signals","reason":"Open every source-linked raw signal.","media_type":"text/html","json_url":"https://newruntime.com/signals.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}