Real ChatGPT answer · index seedMw8hznYNrQIcompleteMarketing and advertising · AI search and generative engine optimizationinformational
What role do customer reviews on Reddit and Quora play in getting a brand cited by Perplexity and Google Search Generative Experience answers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What role do customer reviews on Reddit and Quora play in getting a brand cited by Perplexity and Google Search Generative Experience answers?
3 real searches · 1 real-search pass
Perplexity citations Reddit sources brand mentions customer reviews AI search research 2025 2026Google ↗
OBSERVEDReason
Google AI Overviews Reddit Quora citations customer reviews brand mentions researchGoogle ↗
OBSERVEDReason
Google Search Generative Experience Reddit Quora source citations studyGoogle ↗
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). 2 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
Perplexity citations Reddit sources brand mentions customer reviews AI search research 2025 2026 Google ↗
Google AI Overviews Reddit Quora citations customer reviews brand mentions research Google ↗
Google Search Generative Experience Reddit Quora source citations study Google ↗
- We Analyzed 248K Reddit Posts: What Drives Visibility in AI Search [Study] · semrush.com
- AI search engines cite Reddit, YouTube, and LinkedIn most: Study · searchengineland.com
- Yext Research: 86% of AI Citations Come from Brand-Managed Sources, Clarifying How Marketers Can Compete in the AI Search Era · yext.com
- Yext Research: 86% of AI Citations Come from Brand-Managed Sources, Clarifying How Marketers Can Compete in the AI Search Era :: Yext, Inc. (YEXT) · investors.yext.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Perplexity citations Reddit sources brand mentions customer reviews AI search research 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google AI Overviews Reddit Quora citations customer reviews brand mentions research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Generative Experience Reddit Quora source citations study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |