AIToday
Large Language ModelsAI Regulation & PolicyTHE DECODERPublished: Oct 6, 2026, 04:00 JST

OpenAI turns on textGrain watermarking in the EU

OpenAI turns on textGrain watermarking in the EU

3 Key Points

  1. What happened

    OpenAI will turn on textGrain watermarking for ChatGPT and Codex users in the European Union over the coming weeks. API watermarking will be opt-in worldwide, and will also be available through cloud partners like Microsoft Azure.

  2. Why it matters

    The EU rollout is automatic, but API customers worldwide can turn watermarking off, so the same generated text may go unmarked outside the EU — a lighter-touch approach than a globally enforced default.

  3. What to watch

    Detection hinges on text length and subject matter — about 92 percent at 400 tokens for psychology passages, falling to 66 percent when 10 percent of words are replaced with synonyms. Watch whether detector access, now limited to selected researchers and specialist organizations, expands.

WHO IT HITSEnterprise API teams and cloud-platform customers building on OpenAI models may need to decide whether to turn watermarking on, since it is opt-in worldwide. Researchers and specialist organizations seeking detector access face an application process.

Not sure about something? Ask the AI

Questions and answers are published on this page.

Summaries like this, in your inbox every morning.

Context & Analysis

OpenAI's move is framed as a response to the EU AI Act, which reportedly requires AI providers to label generated text in a machine-readable format. Rather than rolling out a single global default, OpenAI is splitting the approach: automatic watermarking for ChatGPT and Codex users in the European Union over the coming weeks, but opt-in watermarking for API customers worldwide. That stands in contrast to Anthropic, which applies mandatory watermarking to Claude globally regardless of how users access the models. OpenAI's API watermarking will also reach cloud partners such as Microsoft Azure in the coming weeks.

The technology behind this, textGrain, embeds an invisible statistical signal in the model's word choices, working much like Claude's SynthID watermark, which uses Google's open-source technology. OpenAI says textGrain matched or beat other approaches in internal tests, including Google's SynthID for text, and plans to release it as open source. But detection is far from absolute. With the detector set to a 1 percent false-positive rate, it identified watermarks in about 95 percent of 400-token passages about psychology, falling to about 80 percent at 200 tokens, and substantially lower for math content where the model has less freedom to choose words. Editing erodes the signal further: replacing just 10 percent of words with synonyms cuts detection for 400-token passages from about 92 percent to 66 percent, and replacing a quarter drops it to 17 percent.

OpenAI also says watermarking doesn't hurt output quality, citing tests of its frontier model Astra across eight benchmarks, including GPQA Diamond, BrowseComp, and DeepSWE — though those results don't establish whether writing quality is affected, a question critics have also raised about Claude's watermark. The company notes that a detected watermark reveals nothing about human creativity or editing, doesn't establish ownership or accuracy, and that failing to detect one doesn't prove a human wrote the text. How the rollout lands may hinge on whether the opt-in API approach leads to uneven labeling across markets, and on whether detector access — currently limited to selected researchers and specialist organizations under the EU's Code of Practice — expands as OpenAI says it plans when it believes results can be interpreted responsibly.

FAQ
Can API users turn off OpenAI's watermarking?
Yes. API watermarking is opt-in worldwide, unlike Anthropic's mandatory watermarking for Claude, which applies globally regardless of how users access the models.
How easy is it to remove the textGrain watermark?
OpenAI says replacing just 10 percent of words with synonyms cuts detection rates for 400-token passages from about 92 percent to 66 percent. Replacing a quarter of the words drops detection to 17 percent.
Who can access the textGrain detector?
Only selected researchers and specialist organizations will initially get access, applying through an application form, with OpenAI granting access case by case under the EU's Code of Practice.

AI news that matters for your work, delivered every morning.

Pick your industry and the AI tools you use, and get news related to your work every day.

Free · 30 seconds with Google · unsubscribe anytimeWhat is AIToday? →

Ask AI

Ask AI anything about this article. The AI reads this article, earlier AIToday articles, and Wikipedia, and cites its sources. Q&As are published on this page for other readers too.

Questions and answers are published on this page.

Related Articles

Next articleFCC robot curbs push AI onto the machine