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Dev.to
Dev.to
8/5/2026
An LLM described a website in detail. The website doesn't exist.

An LLM described a website in detail. The website doesn't exist.

Short summary

An LLM evaluation harness testing six Chinese LLM APIs found GLM hallucinated a detailed Airtable China website (airtable.cn) with fake pricing, terms, and privacy policy — the domain belongs to a private individual and returns a 502. The author demonstrates a simple three-step DNS/whois/curl check to catch fabricated domain citations that rate-based quality metrics miss. Seven of eight international SaaS brands' .cn domains are owned by third parties, yet LLMs confidently cite them as official.

  • GLM hallucinated a detailed fake Airtable China website with specific pricing and legal pages
  • Rate-based quality checks cannot catch stable wrong answers; assertion-based checks can
  • Simple dig/whois/curl verification catches fabricated domain citations in minutes

Generated with AI, which can make mistakes.

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