Real ChatGPT answer · index seedFH4yY8pvTYccompleteMarketing and advertising · AI search and generative engine optimizationinformational
How do LLMs decide which third-party review sites to trust when generating product recommendations for local consumers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do LLMs decide which third-party review sites to trust when generating product recommendations for local consumers?
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
how search engines evaluate local business reviews review quality relevance prominence Google local ranking reviews official documentation Google ↗
LLM retrieval augmented generation source selection trustworthiness credibility provenance reviews research Google ↗
- Tips to improve your local ranking on Google · support.google.com
- Local Business (LocalBusiness) Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Whose Facts Win? LLM Source Preferences under Knowledge Conflicts · aclanthology.org
- Retrieval-Augmented Generation with Estimation of Source Reliability · aclanthology.org
- A Systematic Literature Review of Retrieval-Augmented Generation: Techniques, Metrics, and Challenges · mdpi.com
- local ranking factors · support.google.com
- review systems · developers.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how search engines evaluate local business reviews review quality relevance prominence Google local ranking reviews official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
LLM retrieval augmented generation source selection trustworthiness credibility provenance reviews research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |