Real ChatGPT answer · index seedkUysaDhyyAccompleteMarketing and advertising · AI search and generative engine optimizationinformational
What role do customer reviews on third-party aggregator sites play in influencing whether an LLM recommends our software in a generated comparison table?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What role do customer reviews on third-party aggregator sites play in influencing whether an LLM recommends our software in a generated comparison table?
1 real search · 1 real-search pass
how third-party software review sites influence LLM recommendations generated comparison tables review platforms citations retrieval augmented generationGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
how third-party software review sites influence LLM recommendations generated comparison tables review platforms citations retrieval augmented generation Google ↗
- G2 website · g2.com
- Capterra website · capterra.com
- TrustRadius website · trustradius.com
- Software Advice website · softwareadvice.com
- Reddit website · reddit.com
- B2B SaaS AI Citation Study: How ChatGPT Recommends Software · derivatex.agency
- What AI Cites: GEO Research From 1.3M AI Citations · resonancecrowd.com
- AI Citation Behavior Across Models · yext.com