Google's AI Mode feeds uncited Knowledge Graph biographies into answers, analysis shows
dejanseo · x · 2026-10-28
Dejan SEO adds new evidence on how Google's AI Mode sources its answers: the system receives entire Knowledge Graph biographies of people and companies as uncited, URL-less search results — beyond the single-fact sentences previously found by Natzir Turrado.
Key points:
- In a live test, asking AI Mode for the author's age returned "47 years old" citing a "Person Biography" source containing birth year, nationality, education, and more — with no clickable URL.
- The work builds on Olivier de Segonzac's discovery of a Query Result Service (QRS) and a "textualization" service in a Google intern's CV, and Turrado's tracing of those systems through Google Earth's public code and antitrust trial documents.
- The 15 October 2026 Google Earth build registers 542 result types (142 from 99 QRS providers) and 268 per-query signal types, including navboost click data and RankEmbed.
Implication for SEO/AEO practitioners: Knowledge Graph entries may flow into AI search answers without attribution, making entity data accuracy worth auditing.
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