Skip to main content
AI & discoveryMay 9, 2026 · 5 min read

Major model vendors align on citation disclosure for web-scale answers

A shared “training vs. retrieval” disclosure taxonomy lands for enterprise APIs, affecting how crawlers label cached page snapshots.

Major model vendors align on citation disclosure for web-scale answers

The taxonomy distinguishes real-time retrieval citations from memorized parametric answers, with a requirement to surface freshness timestamps when both sources appear in one response.

For publishers, the near-term impact is cleaner bot user-agents in raw logs: fewer opaque “assistant” strings and more explicit retrieval roles you can map to rate limits.

Legal teams should pair the taxonomy updates with robots and terms review rather than blocking wholesale—selective disallow often increases low-quality summarization from unofficial mirrors.

Editorial briefing only. Verify facts against primary sources and your counsel before acting.

By Inseo

Related briefings