Real ChatGPT answer · index seedS8zyCOkVZU0completeMarketing and advertising · AI search and generative engine optimizationinformational
What is the best way to format pricing tables and product features today so generative AI search bots parse the data correctly without hallucinating our costs
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to format pricing tables and product features today so generative AI search bots parse the data correctly without hallucinating our costs
3 real searches · 1 real-search pass
2026 best practices generative AI search product pricing structured data schema.org Product Offer price availability pricing tablesGoogle ↗
OBSERVEDOther / navigational
Google Search Central structured data product offer price currency availability official documentationGoogle ↗
OBSERVEDOther / navigational
Schema.org Offer priceCurrency priceSpecification UnitPriceSpecification 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
2026 best practices generative AI search product pricing structured data schema.org Product Offer price availability pricing tables Google ↗
Google Search Central structured data product offer price currency availability official documentation Google ↗
Schema.org Offer priceCurrency priceSpecification UnitPriceSpecification official Google ↗
- How To Add Product Snippet 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
- Offer · schema.org
- Set up structured data for Merchant Center · support.google.com
- Test structured data · search.google.com
- Validate Schema.org · validator.schema.org
- Open Search Console · search.google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 best practices generative AI search product pricing structured data schema.org Product Offer price availability pricing tables OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central structured data product offer price currency availability official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Schema.org Offer priceCurrency priceSpecification UnitPriceSpecification official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |