Real ChatGPT answer · index seedsxtW0NbgSdscompleteMarketing and advertising · AI search and generative engine optimizationcommercial
My e-commerce catalog is invisible in AI chat engines; what low-cost strategies actually work to fix AI product visibility today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My e-commerce catalog is invisible in AI chat engines; what low-cost strategies actually work to fix AI product visibility today?
4 real searches · 1 real-search pass
2026 AI product visibility ecommerce catalog ChatGPT shopping product feeds structured data crawlability best practicesGoogle ↗
OBSERVEDInstruction
OpenAI ChatGPT shopping product discovery merchant product feeds crawler OAI-SearchBot documentation 2026Google ↗
OBSERVEDOther / navigational
Google AI Overviews ecommerce product structured data Merchant Center product data best practices 2026Google ↗
OBSERVEDOther / navigational
Microsoft Bing AI shopping product data ecommerce webmaster guidelines 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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 AI product visibility ecommerce catalog ChatGPT shopping product feeds structured data crawlability best practices Google ↗
OpenAI ChatGPT shopping product discovery merchant product feeds crawler OAI-SearchBot documentation 2026 Google ↗
Google AI Overviews ecommerce product structured data Merchant Center product data best practices 2026 Google ↗
Microsoft Bing AI shopping product data ecommerce webmaster guidelines 2026 Google ↗
- Overview of OpenAI Crawlers · developers.openai.com
- Set up structured data for Merchant Center · support.google.com
- Google Rich Results Test · search.google.com
- Schema.org Validator · validator.schema.org
- Google Search Console · search.google.com
- Product feeds – Agentic Commerce · developers.openai.com
- Products – Agentic Commerce · learn.chatgpt.com
- Overview – Agentic Commerce · learn.chatgpt.com
- OpenAI product feed specifications · developers.openai.com
- Microsoft Advertising and Merchant Center · microsoft.com
- How businesses win when AI does the shopping · about.ads.microsoft.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AI product visibility ecommerce catalog ChatGPT shopping product feeds structured data crawlability best practices OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
OpenAI ChatGPT shopping product discovery merchant product feeds crawler OAI-SearchBot documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google AI Overviews ecommerce product structured data Merchant Center product data best practices 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft Bing AI shopping product data ecommerce webmaster guidelines 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |