Real ChatGPT answer · index seedZXhVkbAsB9UcompleteMarketing and advertising · AI search and generative engine optimizationhowto
Why are our competitor products showing up in ChatGPT shopping recommendations while ours are completely ignored, and what immediate troubleshooting steps fix our API feed visibility?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are our competitor products showing up in ChatGPT shopping recommendations while ours are completely ignored, and what immediate troubleshooting steps fix our API feed visibility?
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). 1 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
OpenAI ChatGPT shopping product feeds merchant API product feed documentation eligibility ingestion troubleshooting 2026 Google ↗
site:developers.openai.com shopping product feed API merchant products ChatGPT Google ↗
- Get Started – Agentic Commerce · developers.openai.com
- Overview – Agentic Commerce · developers.openai.com
- Product Feed Field Reference for OpenAI · help.salesforce.com
- Best practices – Agentic Commerce · learn.chatgpt.com
- Products – Agentic Commerce · learn.chatgpt.com
- Shopping with ChatGPT Search · help.openai.com
- Shopping with ChatGPT Search · help.openai.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI ChatGPT shopping product feeds merchant API product feed documentation eligibility ingestion troubleshooting 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:developers.openai.com shopping product feed API merchant products ChatGPT OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |