Real ChatGPT answer · index seed0x3JoA5DoewcompleteMarketing and advertising · AI search and generative engine optimizationbrand
How do we structure our product landing pages right now so generative search engines pull our exact pricing instead of outdated forum data
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do we structure our product landing pages right now so generative search engines pull our exact pricing instead of outdated forum data
3 real searches · 1 real-search pass
Google Search Central product structured data price offers priceValidUntil official documentation 2026Google ↗
OBSERVEDOther / navigational
Google Search Central AI features website content structured data generative search guidance officialGoogle ↗
OBSERVEDOther / navigational
Schema.org Offer price priceCurrency availability priceValidUntil Product officialGoogle ↗
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
Google Search Central product structured data price offers priceValidUntil official documentation 2026 Google ↗
Google Search Central AI features website content structured data generative search guidance official Google ↗
Schema.org Offer price priceCurrency availability priceValidUntil Product official Google ↗
- How To Add Product Snippet Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Offer · schema.org
- A new resource for optimizing for generative AI in Google Search | Google Search Central Blog | 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
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google Product structured data · developers.google.com
- Schema.org Offer specification · schema.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Search Central product structured data price offers priceValidUntil official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central AI features website content structured data generative search guidance official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Schema.org Offer price priceCurrency availability priceValidUntil Product official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |