Real ChatGPT answer · index seedmAMV9GVZkPUcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
Are there specific schema types that force generative engines to pull our family business pricing and reviews into their direct answers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there specific schema types that force generative engines to pull our family business pricing and reviews into their direct answers?
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
Schema.org LocalBusiness AggregateRating Offer priceRange structured data Google Search documentation AI Overviews structured data 2026 Google ↗
Schema.org Review Product Service Offer priceSpecification official documentation Google ↗
- LocalBusiness · schema.org
- Offer · schema.org
- How To Add Product Snippet Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- PriceSpecification · schema.org
- Review Snippet (Review, AggregateRating) Structured Data | Google Search Central | Documentation | Google for Developers · ltnr.ca
- Local Business (LocalBusiness) Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Schema.org LocalBusiness AggregateRating Offer priceRange structured data Google Search documentation AI Overviews structured data 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Schema.org Review Product Service Offer priceSpecification official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |