Real ChatGPT answer · index seedqnoN3dF8fyocompleteHome services and improvement · contractors and remodelinginformational

What specific details should I look for when reading contractor reviews on sites like homeadvisor to spot fake or misleading feedback

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What specific details should I look for when reading contractor reviews on sites like homeadvisor to spot fake or misleading feedback
1 real search · 1 real-search pass
FTC consumer advice spotting fake online reviews contractor reviews patterns incentives review manipulationGoogle ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
FTC consumer advice spotting fake online reviews contractor reviews patterns incentives review manipulation Google ↗
  1. How To Evaluate Online Reviews · consumer.ftc.gov
  2. Should we trust online reviews? · consumer.ftc.gov
  3. How To Avoid a Home Improvement Scam · consumer.ftc.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC consumer advice spotting fake online reviews contractor reviews patterns incentives review manipulation
OBSERVED
Google ↗
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