Registry/APM-0053
Case No.
APM-0053
Subject
OpenAI
Filed
June 10, 2026
Severity
1 / 5 · MINIMAL

Amazon listings appeared with names like 'I'm sorry but I cannot fulfill this request… it goes against OpenAI use policy'

Attribution Anonymous

Independent project · aggregated from public reports and may be unverified — see the primary source below · not affiliated with or endorsed by any company or product named.

In January 2024, numerous Amazon product listings appeared with titles and descriptions that were raw ChatGPT error or refusal messages — for example 'I'm sorry but I cannot fulfill this request it goes against OpenAI use policy' — revealing that sellers were auto-generating listings with LLMs and posting the output unread. Amazon removed the flagged listings.

Verified Facts

  • In Jan 2024 Amazon listings contained raw ChatGPT refusal/error messages as names
  • This indicated unreviewed AI-generated listings
  • Amazon removed the flagged listings

Not Publicly Confirmed

  • How many listings were affected

Operational Lessons

  • Never publish raw LLM output without review
  • Detect and reject model boilerplate in generated-content pipelines
Amazon Is Selling Products With AI-Generated Names Like 'I Cannot Fulfill This Request' (Futurism)futurism.com
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