Real ChatGPT answer · index seedyaLKKYnCca8completeMarketing and advertising · AI search and generative engine optimizationinformational
How can an online clothing store improve its AI product visibility so that generative shopping assistants recommend them instead of competitors?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can an online clothing store improve its AI product visibility so that generative shopping assistants recommend them instead of competitors?
3 real searches · 1 real-search pass
2026 generative AI shopping product discovery merchant product feeds structured data Google Merchant Center ChatGPT shopping recommendations ecommerce guidanceGoogle ↗
OBSERVEDOther / navigational
Google Search Central product structured data merchant listings AI Overviews ecommerce product pages documentationGoogle ↗
OBSERVEDOther / navigational
OpenAI ChatGPT shopping product discovery merchants product feeds shopping search 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 generative AI shopping product discovery merchant product feeds structured data Google Merchant Center ChatGPT shopping recommendations ecommerce guidance Google ↗
Google Search Central product structured data merchant listings AI Overviews ecommerce product pages documentation Google ↗
OpenAI ChatGPT shopping product discovery merchants product feeds shopping search official Google ↗
- OpenAI Agentic Commerce Protocol · developers.openai.com
- OpenAI product feed specifications · developers.openai.com
- Google Merchant Center · merchants.google.com
- Shopping with ChatGPT Search · help.openai.com
- Product feeds – Agentic Commerce · developers.openai.com
- OpenAI crawler documentation · platform.openai.com
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Retailers: Get ready for AI-driven holiday shopping · blog.google
- Powering Product Discovery in ChatGPT · 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 discovery merchant product feeds structured data Google Merchant Center ChatGPT shopping recommendations ecommerce guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central product structured data merchant listings AI Overviews ecommerce product pages documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI ChatGPT shopping product discovery merchants product feeds shopping search official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |