Real ChatGPT answer · index seed4BZGhmnSwEkcompleteMarketing and advertising · AI search and generative engine optimizationinformational
What role do customer reviews and social proof play in how AI search engines evaluate brand trustworthiness for generative recommendations?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What role do customer reviews and social proof play in how AI search engines evaluate brand trustworthiness for generative recommendations?
3 real searches · 1 real-search pass
how AI search engines use customer reviews social proof brand recommendations trust signals research Google AI Overviews ChatGPT search reviewsGoogle ↗
OBSERVEDReason
Google Search quality rater guidelines reputation reviews trustworthiness independent sourcesGoogle ↗
OBSERVEDOther / navigational
Google local ranking prominence reviews quantity quality official documentationGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
how AI search engines use customer reviews social proof brand recommendations trust signals research Google AI Overviews ChatGPT search reviews Google ↗
Google Search quality rater guidelines reputation reviews trustworthiness independent sources Google ↗
Google local ranking prominence reviews quantity quality official documentation Google ↗
- What is AI saying about your brand? · business.trustpilot.com
- Study of 800K AI Responses: How Review Profiles Shape Brand Presence in AI Search · seerinteractive.com
- Tips to improve your local ranking on Google · support.google.com
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how AI search engines use customer reviews social proof brand recommendations trust signals research Google AI Overviews ChatGPT search reviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search quality rater guidelines reputation reviews trustworthiness independent sources OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google local ranking prominence reviews quantity quality official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |