Real ChatGPT answer · index seed7Bvnyf08EpwcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
What are the primary ranking factors that determine whether an e-commerce product gets recommended inside ChatGPT versus Google Gemini?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the primary ranking factors that determine whether an e-commerce product gets recommended inside ChatGPT versus Google Gemini?
2 real searches · 1 real-search pass
OpenAI ChatGPT shopping product recommendations ranking factors merchant product feeds product discovery official 2025 2026Google ↗
OBSERVEDOther / navigational
Google Gemini shopping recommendations Shopping Graph product ranking factors merchant center official 2025 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 (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
OpenAI ChatGPT shopping product recommendations ranking factors merchant product feeds product discovery official 2025 2026 Google ↗
Google Gemini shopping recommendations Shopping Graph product ranking factors merchant center official 2025 2026 Google ↗
- Shopping with ChatGPT Search · help.openai.com
- Key concepts – Agentic Commerce · developers.openai.com
- Sources of shopping info · support.google.com
- Understand how shopping results are generated · support.google.com
- AI Performance Insights · business.google.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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI ChatGPT shopping product recommendations ranking factors merchant product feeds product discovery official 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Gemini shopping recommendations Shopping Graph product ranking factors merchant center official 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |