Real ChatGPT answer · index seedh3zKn0CYBIscompleteMarketing and advertising · content marketingcommercial
What are the most effective generative engine optimization techniques I can apply to our existing product comparison pages today before our weekly traffic review?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most effective generative engine optimization techniques I can apply to our existing product comparison pages today before our weekly traffic review?
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
generative engine optimization product comparison pages AI search citations structured data original research best practices 2026 Google ↗
Google Search Central AI features guidance structured data product review snippets helpful content comparison pages Google ↗
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · arc.net
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.cn
- Google Search's Guidance on Generative AI Content on Your Website | Google Search Central | Documentation | Google for Developers · developers.google.cn
- How To Add Product Snippet Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Review Snippet (Review, AggregateRating) Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Intro to Product Structured Data on Google | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google Rich Results Test · search.google.com
- Schema.org Validator · validator.schema.org
- Google Search Console · search.google.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers-google-com.hckseu1-xqad.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization product comparison pages AI search citations structured data original research best practices 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Google Search Central AI features guidance structured data product review snippets helpful content comparison pages OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |