{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: A shared playbook for trustworthy third party evaluations","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/df830d0e-2501-45b0-bdf1-17cc02657d9d","json_url":"https://onlylabs.fyi/signals/df830d0e-2501-45b0-bdf1-17cc02657d9d/signal.json","generated_at":"2026-06-08T15:45:01.2+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/df830d0e-2501-45b0-bdf1-17cc02657d9d","signal_json":"https://onlylabs.fyi/signals/df830d0e-2501-45b0-bdf1-17cc02657d9d/signal.json","source":"https://openai.com/index/trustworthy-third-party-evaluations-foundations","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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"OpenAI published A shared playbook for trustworthy third party evaluations. 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Loading… Share Independent, trusted third party evaluations play a critical role⁠ in strengthening the safety ecosystem. These evaluations are conducted on frontier models to provide additional evidence for claims about critical capabilities and safety mitigations. In this post, we share lessons we’ve learned so far, and recommend approaches for designing evaluations that can validly assess frontier models that we hope help inform emerging standards in the space. Earlier, many evaluations treated models like chatbots: the evaluation prompted a model as though it were a user asking a question, the model answered, and an evaluator judged the output. Today’s frontier models can do much more: they can use tools, keep track of information across many steps, and act within a larger workflow. This means that performance depends not only on the model, but also on the environment in which the task takes place, and on the setup that facilitates its..."},"evidence_pages":[{"url":"https://openai.com/index/trustworthy-third-party-evaluations-foundations","final_url":"https://openai.com/index/trustworthy-third-party-evaluations-foundations","title":"A shared playbook for trustworthy third party evaluations","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:01.2+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"A shared playbook for trustworthy third party evaluations | OpenAI May 29, 2026 A shared playbook for trustworthy third party evaluations What matters for effective independent evaluations of safeguards and capabilities for frontier models. Loading… Share Independent, trusted third party evaluations play a critical role⁠ in strengthening the safety ecosystem. These evaluations are conducted on frontier models to provide additional evidence for claims about critical capabilities and safety mitigations. In this post, we share lessons we’ve learned so far, and recommend approaches for designing evaluations that can validly assess frontier models that we hope help inform emerging standards in the space. Earlier, many evaluations treated models like chatbots: the evaluation prompted a model as though it were a user asking a question, the model answered, and an evaluator judged the output. Today’s frontier models can do much more: they can use tools, keep track of information across many steps, and act within a larger workflow. 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