Real ChatGPT answer · index seedszrybtDvTy8completeMarketing and advertising · AI search and generative engine optimizationhowto
We are seeing a massive shift in user queries toward conversational AI, so walk me through how to restructure our pillar pages for GEO.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are seeing a massive shift in user queries toward conversational AI, so walk me through how to restructure our pillar pages for GEO.
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 generative engine optimization GEO content structure pillar pages Google AI features guidance Bing webmaster AI search documentation Google ↗
Generative Engine Optimization academic paper Princeton GEO citation visibility content strategies 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.cn
- A new resource for optimizing for generative AI in Google Search | Google Search Central Blog | Google for Developers · developers.google.cn
- GEO: Generative Engine Optimization · collaborate.princeton.edu
- What Drives AI Citations? Content, Retrieval and Model Knowledge in Generative Engine Optimization (GEO) · arxiv.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 generative engine optimization GEO content structure pillar pages Google AI features guidance Bing webmaster AI search documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Generative Engine Optimization academic paper Princeton GEO citation visibility content strategies OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |