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Generative AI & Models4 min read

OpenAI announces textGrain watermark for EU ChatGPT and Codex

OpenAI introduced textGrain on October 5, 2026, an invisible watermark that embeds statistical patterns in the word choices of generated text. The feature can be turned on by API customers worldwide but is off by default, and OpenAI plans to apply it to ChatGPT and Codex outputs in the European Union in the coming weeks as a response to the EU AI Act.

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Key points

  • textGrain adds invisible statistical patterns to word choice; optional in API, default off
  • Detection drops from ~92% to 66% with 10% synonym changes, to 17% with 25% changes in 400‑token text
  • Watermark presence only signals possible OpenAI involvement; not definitive proof of AI authorship

OpenAI’s internal evaluation shows the detector works best on longer English texts. For a 400‑token passage, replacing 10% of the words with synonyms lowered detection from roughly 92% to 66%, and a 25% replacement cut it to 17%. Under a 1% false‑positive target, detection was about 80% for 200‑token psychology texts and 95% for 400‑token texts, but rates fell for domains with limited word choice, such as mathematics. The company stresses that a detected watermark only indicates that its system was involved; it does not reveal the amount of human editing, ownership, or accuracy, nor does the absence of a watermark prove human authorship.

OpenAI is limiting detector access to approved researchers and specialized organizations while layering text provenance with other signals like Content Credentials and SynthID for images and audio.

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  1. OpenAI announces textGrain watermark for EU ChatGPT and Codexthis story
Full story from note.com · by nagomi97 · via Search: OpenAIOpen source ↗

Invisible Watermarks in AI Text: What OpenAI's textGrain Can and Cannot Tell Us

note.com · 17 October 2026

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This text was published by note.com and written by nagomi97. It is reproduced here with attribution so you can read it in full; the rights remain with the publisher. Read it at the source ↗

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The headline, key points and digest above were generated by Digest AI's editorial model from the linked sources. Automated summaries can contain errors: the sources are the record. Spotted a mistake? Tell us. Published by Martin K., who runs Digest AI and handles corrections.

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