Real ChatGPT answer · index seedeijV7XavrKgcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
How do I restructure our product schema markup this afternoon so LLMs actually pull our specs into their recommended shopping carousels?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I restructure our product schema markup this afternoon so LLMs actually pull our specs into their recommended shopping carousels?
2 real searches · 1 real-search pass
Google Search Central product structured data Product Offer merchant listings documentation additionalProperty schema.org Product PropertyValueGoogle ↗
OBSERVEDOther / navigational
OpenAI shopping product recommendations merchant product data structured metadata shopping carousel documentationGoogle ↗
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 (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 product structured data Product Offer merchant listings documentation additionalProperty schema.org Product PropertyValue Google ↗
OpenAI shopping product recommendations merchant product data structured metadata shopping carousel documentation Google ↗
- additionalProperty · schema.org
- Product · schema.org
- Shopping with ChatGPT Search · help.openai.com
- Product feeds – Agentic Commerce · developers.openai.com
- Get Started – Agentic Commerce · developers.openai.com
- Google Rich Results Test · search.google.com
- Schema.org Validator · validator.schema.org
- Google Search Console · search.google.com
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- How To Add Product Snippet 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 |
|---|---|---|---|---|---|---|---|
Google Search Central product structured data Product Offer merchant listings documentation additionalProperty schema.org Product PropertyValue OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI shopping product recommendations merchant product data structured metadata shopping carousel documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |