Real ChatGPT answer · index seedhHQZGZisoCMcompleteMarketing and advertising · AI search and generative engine optimizationinformational
As an e-commerce director, I need to understand how LLMs evaluate product feeds and structured data to determine visibility in generative shopping assistants.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
As an e-commerce director, I need to understand how LLMs evaluate product feeds and structured data to determine visibility in generative shopping assistants.
3 real searches · 1 real-search pass
2026 generative AI shopping product feeds structured data merchant product data Google Merchant Center OpenAI shopping product feeds documentationGoogle ↗
OBSERVEDOther / navigational
Google Search Central product structured data merchant listings product snippets documentation product feed attributesGoogle ↗
OBSERVEDOther / navigational
OpenAI shopping product feed merchant product catalog ChatGPT shopping documentation 2026Google ↗
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 generative AI shopping product feeds structured data merchant product data Google Merchant Center OpenAI shopping product feeds documentation Google ↗
Google Search Central product structured data merchant listings product snippets documentation product feed attributes Google ↗
OpenAI shopping product feed merchant product catalog ChatGPT shopping documentation 2026 Google ↗
- Agentic Commerce Protocol · developers.openai.com
- Get Started – Agentic Commerce · developers.openai.com
- Products – Agentic Commerce · developers.openai.com
- Product feeds – Agentic Commerce · developers.openai.com
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Share Your Product Data With Google | Google Search Central | Documentation | Google for Developers · developers.google.com
- Shopping with ChatGPT Search · help.openai.com
- Shopping with ChatGPT Search · help.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 generative AI shopping product feeds structured data merchant product data Google Merchant Center OpenAI shopping product feeds documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central product structured data merchant listings product snippets documentation product feed attributes OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI shopping product feed merchant product catalog ChatGPT shopping documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |