Real ChatGPT answer · index seed30d02SFy7ogcompleteMarketing and advertising · AI search and generative engine optimizationhowto
What causes AI bots to misquote my business hours and pricing, and how do I fix my structured data to prevent this?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What causes AI bots to misquote my business hours and pricing, and how do I fix my structured data to prevent this?
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
Google Search Central LocalBusiness structured data openingHoursSpecification priceRange official documentation Schema.org Google ↗
Schema.org LocalBusiness openingHoursSpecification priceRange priceSpecification official Google ↗
- Local Business (LocalBusiness) Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- LocalBusiness · schema.org
- PriceSpecification · schema.org
- OpeningHoursSpecification · schema.org
- Test your website · search.google.com
- Validate your schema · validator.schema.org
- Open Search Console · search.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Search Central LocalBusiness structured data openingHoursSpecification priceRange official documentation Schema.org OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Schema.org LocalBusiness openingHoursSpecification priceRange priceSpecification official OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |