Real ChatGPT answer · index seed57rtIEnDBfocompleteMarketing and advertising · AI search and generative engine optimizationinformational
What role do customer reviews and off-site sentiment play in how AI search engines determine product authority and visibility?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What role do customer reviews and off-site sentiment play in how AI search engines determine product authority and visibility?
2 real searches · 1 real-search pass
AI search engines product recommendations customer reviews off-site signals product authority visibility research Google AI Overviews reviews documentationGoogle ↗
OBSERVEDReason
Bing Copilot product recommendations reviews third party reputation signals search ranking documentationGoogle ↗
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
AI search engines product recommendations customer reviews off-site signals product authority visibility research Google AI Overviews reviews documentation Google ↗
Bing Copilot product recommendations reviews third party reputation signals search ranking documentation Google ↗
- Google Search's Reviews System | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- How Bing delivers search results · support.microsoft.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.cn
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
- Webmaster Guidelines · bing.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AI search engines product recommendations customer reviews off-site signals product authority visibility research Google AI Overviews reviews documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Bing Copilot product recommendations reviews third party reputation signals search ranking documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |