{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: The state of enterprise AI","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd","json_url":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd/signal.json","generated_at":"2026-06-08T15:45:28.124+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd","signal_json":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd/signal.json","source":"https://openai.com/index/the-state-of-enterprise-ai-2025-report","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"OpenAI published The state of enterprise AI. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Low-traction non-technical post · The state of enterprise AI | OpenAI December 8, 2025 The state of enterprise AI What we’re learning about AI at work. Read the paper Contact sales Loading… Share ChatGPT.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Product and customer in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/the-state-of-enterprise-ai-2025-report","source_host":"openai.com","occurred_at":"2025-12-08T04:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"openai.com","source":"source"},{"label":"Notability","value":"Low-traction non-technical post","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Matched term","value":"product","source":"radar"},{"label":"Matched term","value":"enterprise","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/the-state-of-enterprise-ai-2025-report"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:45:28.124+00:00"},"data_business":{"matches":true,"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["data","product","enterprise"],"score":28,"reason":"OpenAI has a writing signal matching data demand, product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd/signal.json","dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which data-business lane explains this signal: Data demand, Product and customer?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd/signal.json","required":true},{"label":"source","url":"https://openai.com/index/the-state-of-enterprise-ai-2025-report","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze OpenAI's writing signal \"The state of enterprise AI\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"The state of enterprise AI","text":"OpenAI published The state of enterprise AI."},{"subject":"The state of enterprise AI","predicate":"is classified as","object":"writing signal","text":"The state of enterprise AI is classified as writing signal."},{"subject":"The state of enterprise AI","predicate":"belongs to","object":"talking desk","text":"The state of enterprise AI belongs to talking desk."},{"subject":"The state of enterprise AI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"The state of enterprise AI has evidence coverage 1 captured evidence page."},{"subject":"The state of enterprise AI","predicate":"matches data-business lanes","object":"Data demand, Product and customer","text":"The state of enterprise AI matches data-business lanes Data demand, Product and customer."},{"subject":"The state of enterprise AI","predicate":"has captured page count","object":"1","text":"The state of enterprise AI has captured page count 1."},{"subject":"The state of enterprise AI","predicate":"has readable page count","object":"1","text":"The state of enterprise AI has readable page count 1."},{"subject":"The state of enterprise AI","predicate":"has related signal count","object":"6","text":"The state of enterprise AI has related signal count 6."},{"subject":"The state of enterprise AI","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"The state of enterprise AI has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"The state of enterprise AI","predicate":"has source host","object":"openai.com","text":"The state of enterprise AI has source host openai.com."},{"subject":"The state of enterprise AI","predicate":"has lab","object":"OpenAI","text":"The state of enterprise AI has lab OpenAI."},{"subject":"The state of enterprise AI","predicate":"has signal desk","object":"talking","text":"The state of enterprise AI has signal desk talking."},{"subject":"The state of enterprise AI","predicate":"has source host","object":"openai.com","text":"The state of enterprise AI has source host openai.com."},{"subject":"The state of enterprise AI","predicate":"has notability","object":"Low-traction non-technical post","text":"The state of enterprise AI has notability Low-traction non-technical post."},{"subject":"The state of enterprise AI","predicate":"has radar lane","object":"Data demand","text":"The state of enterprise AI has radar lane Data demand."},{"subject":"The state of enterprise AI","predicate":"has radar lane","object":"Product and customer","text":"The state of enterprise AI has radar lane Product and customer."},{"subject":"The state of enterprise AI","predicate":"has matched term","object":"data","text":"The state of enterprise AI has matched term data."},{"subject":"The state of enterprise AI","predicate":"has matched term","object":"product","text":"The state of enterprise AI has matched term product."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published The state of enterprise AI. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Low-traction non-technical post · The state of enterprise AI | OpenAI December 8, 2025 The state of enterprise AI What we’re learning about AI at work. Read the paper Contact sales Loading… Share ChatGPT.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Product and customer in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"The state of enterprise AI","text":"OpenAI published The state of enterprise AI."},{"subject":"The state of enterprise AI","predicate":"is classified as","object":"writing signal","text":"The state of enterprise AI is classified as writing signal."},{"subject":"The state of enterprise AI","predicate":"belongs to","object":"talking desk","text":"The state of enterprise AI belongs to talking desk."},{"subject":"The state of enterprise AI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"The state of enterprise AI has evidence coverage 1 captured evidence page."},{"subject":"The state of enterprise AI","predicate":"matches data-business lanes","object":"Data demand, Product and customer","text":"The state of enterprise AI matches data-business lanes Data demand, Product and customer."}]},"signal":{"id":"a2e189fd-3c41-4ee6-a229-091498e493dd","url":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd","json_url":"https://onlylabs.fyi/signals/a2e189fd-3c41-4ee6-a229-091498e493dd/signal.json","source_url":"https://openai.com/index/the-state-of-enterprise-ai-2025-report","title":"The state of enterprise AI","summary":"OpenAI published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2025-12-08T04:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/the-state-of-enterprise-ai-2025-report"]},"facets":{},"traction":{"github_stars":null,"hn_points":3,"hn_comments":0,"hn_story_id":"46200685","hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":28,"matched_terms":["data","product","enterprise"],"reason":"OpenAI has a writing signal matching data demand, product and customer."}},"primary_evidence_page":{"url":"https://openai.com/index/the-state-of-enterprise-ai-2025-report","final_url":"https://openai.com/index/the-state-of-enterprise-ai-2025-report","title":"The state of enterprise AI","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:28.124+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"The state of enterprise AI | OpenAI December 8, 2025 The state of enterprise AI What we’re learning about AI at work. Read the paper Contact sales Loading… Share ChatGPT now serves more than 800 million users every week, and this rapid consumer adoption has created a powerful flywheel, accelerating the pace at which AI is being brought into work and professional settings. The history of general purpose technologies—from steam engines to semiconductors—shows that significant economic value is created after firms translate underlying capabilities into scaled use cases. Enterprise AI now appears to be entering this phase. Today, we’re excited to introduce the state of enterprise AI report⁠. For the first time, we’re sharing a comprehensive look at how enterprises are adopting AI, what workers say they’re gaining, and how organizational leaders are turning experimentation into measurable productivity and new capabilities. 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This analysis draws on two novel sources of data: - Real-world usage data from enterprise customers of OpenAI. - An OpenAI survey of 9,000 workers across almost 100 enterprises documenting patterns of AI adoption. 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