Real ChatGPT answer · index seedNi5gTGG1iv0completeMarketing and advertising · AI search and generative engine optimizationcommercial
I need to audit our e-commerce product visibility across ChatGPT and Google SGE immediately because our Q4 revenue is dropping and I have a board meeting at 5 PM today.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to audit our e-commerce product visibility across ChatGPT and Google SGE immediately because our Q4 revenue is dropping and I have a board meeting at 5 PM today.
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). 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
November 2026 ChatGPT shopping product discovery merchant product feeds official OpenAI Google ↗
Google AI Overviews AI Mode ecommerce product structured data Merchant Center official documentation 2026 Google ↗
- Shopping with ChatGPT Search · help.openai.com
- Product feeds – Agentic Commerce · developers.openai.com
- Insights for AI-powered shopping experiences coming soon · support.google.com
- AI Performance Insights · business.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
November 2026 ChatGPT shopping product discovery merchant product feeds official OpenAI OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google AI Overviews AI Mode ecommerce product structured data Merchant Center official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |