{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: How frontier firms are pulling ahead","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/354fb337-4bc7-4889-b162-b49569e8c265","json_url":"https://onlylabs.fyi/signals/354fb337-4bc7-4889-b162-b49569e8c265/signal.json","generated_at":"2026-06-08T15:45:07.279+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/354fb337-4bc7-4889-b162-b49569e8c265","signal_json":"https://onlylabs.fyi/signals/354fb337-4bc7-4889-b162-b49569e8c265/signal.json","source":"https://openai.com/index/introducing-b2b-signals","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":"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 How frontier firms are pulling ahead. 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It also maps to Product and customer in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/introducing-b2b-signals","source_host":"openai.com","occurred_at":"2026-05-06T00:00:00+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":"Minimal traction, routine blog post","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"enterprise","source":"radar"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool 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Read B2B Signals Contact sales Loading… Share TLDR - Frontier firms—those at the 95th percentile of usage—now use 3.5x as much intelligence per worker as typical firms, up from 2x a year ago. - The gap is about depth, not just activity: Message volume explains only 36% of the frontier advantage; most of the gap comes from richer, more complex AI use. - Agentic workflows are becoming a frontier marker: The largest advantage shows up in advanced tools, with frontier firms sending 16x as many Codex messages per worker as typical firms. - Organizations can move toward the frontier: Leading firms measure depth, build governance for production use, invest in enablement, scale what works, and move from chat-based assistance to delegated work with agents. For many enterprises, the first phase of AI adoption was about access: who had AI tools, how many seats had been deployed, and whether employees were experimenting. That still matters. 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