Real ChatGPT answer · index seedTyaGt1erdpYcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
I need to write a short paper on generative engine optimization techniques what are the consensus best practices for structuring web pages so LLMs reference them
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to write a short paper on generative engine optimization techniques what are the consensus best practices for structuring web pages so LLMs reference them
3 real searches · 1 real-search pass
generative engine optimization GEO best practices structuring webpages citations LLMs reference sources studyGoogle ↗
OBSERVEDReason
Google Search Central AI features website content guidance structured data crawlability AI OverviewsGoogle ↗
OBSERVEDOther / navigational
Bing Webmaster guidelines AI search citations content structure generative search 2025Google ↗
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
generative engine optimization GEO best practices structuring webpages citations LLMs reference sources study Google ↗
Google Search Central AI features website content guidance structured data crawlability AI Overviews Google ↗
Bing Webmaster guidelines AI search citations content structure generative search 2025 Google ↗
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Performance · bing.com
- Introducing AI Performance in Bing Webmaster Tools Public Preview · blogs.bing.com
- GEO: Generative Engine Optimization · collaborate.princeton.edu
- GEO: Generative Engine Optimization | Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining · doi.org
- Generative Engine Optimization: How to Dominate AI Search · arxiv.org
- [2509.08919] Generative Engine Optimization: How to Dominate AI Search · doi.org
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · alphaxiv.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization GEO best practices structuring webpages citations LLMs reference sources study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central AI features website content guidance structured data crawlability AI Overviews OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Bing Webmaster guidelines AI search citations content structure generative search 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |