Real ChatGPT answer · index seed5Xdl287MbjUcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
Looking for expert recommendations on how to restructure our blog content so AI search engines actually use our expert quotes instead of just scraping our basic definitions.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for expert recommendations on how to restructure our blog content so AI search engines actually use our expert quotes instead of just scraping our basic definitions.
3 real searches · 1 real-search pass
2026 AI search optimization expert quotes content structure attribution schema markup research Google AI Overviews guidanceGoogle ↗
OBSERVEDReason
Google Search Central AI features content guidance structured data helpful content authorship quotes expert sourcesGoogle ↗
OBSERVEDOther / navigational
Bing Webmaster Guidelines AI search content citations original expertise 2026Google ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 AI search optimization expert quotes content structure attribution schema markup research Google AI Overviews guidance Google ↗
Google Search Central AI features content guidance structured data helpful content authorship quotes expert sources Google ↗
Bing Webmaster Guidelines AI search content citations original expertise 2026 Google ↗
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Performance · bing.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AI search optimization expert quotes content structure attribution schema markup research Google AI Overviews guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central AI features content guidance structured data helpful content authorship quotes expert sources OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Bing Webmaster Guidelines AI search content citations original expertise 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |