Real ChatGPT answer · index seedhF99UfYIkxEcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
What is the fastest way to restructure our product comparison pages so generative engines actually cite us as the primary source?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the fastest way to restructure our product comparison pages so generative engines actually cite us as the primary source?
3 real searches · 1 real-search pass
2026 generative engine optimization product comparison pages citations primary sources structured content Google AI Overviews documentationGoogle ↗
OBSERVEDComparison
Google Search Central AI features guidance helpful reliable people-first content structured data product comparison reviewsGoogle ↗
OBSERVEDComparison
OpenAI ChatGPT search publisher crawling citations OAI-SearchBot documentationGoogle ↗
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). 2 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 generative engine optimization product comparison pages citations primary sources structured content Google AI Overviews documentation Google ↗
Google Search Central AI features guidance helpful reliable people-first content structured data product comparison reviews Google ↗
OpenAI ChatGPT search publisher crawling citations OAI-SearchBot documentation Google ↗
- 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
- Overview of OpenAI Crawlers · developers.openai.com
- Publishers and Developers - FAQ · help.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 generative engine optimization product comparison pages citations primary sources structured content Google AI Overviews documentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Google Search Central AI features guidance helpful reliable people-first content structured data product comparison reviews OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
OpenAI ChatGPT search publisher crawling citations OAI-SearchBot documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |