Real ChatGPT answer · index seedNrMZtUbVE5ocompleteHome services and improvement · HVACcommercial

How can I check online reviews to verify if an HVAC company has legitimate good ratings or if they just pay for fake positive feedback on Google and Yelp

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

The searches the AI actually ran for this prompt.

SEED QUERY
How can I check online reviews to verify if an HVAC company has legitimate good ratings or if they just pay for fake positive feedback on Google and Yelp
1 real search · 1 real-search pass
how to spot fake business reviews HVAC contractors FTC fake reviews rule Google Maps prohibited fake engagement Yelp recommendation software review tipsGoogle ↗
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
how to spot fake business reviews HVAC contractors FTC fake reviews rule Google Maps prohibited fake engagement Yelp recommendation software review tips Google ↗
  1. Yelp · yelp.com
  2. Search BBB · bbb.org
  3. Search Google Maps · google.com
  4. Search Angi · angi.com
  5. Visit Nextdoor · nextdoor.com
  6. How To Avoid a Home Improvement Scam · consumer.ftc.gov
  7. How To Evaluate Online Reviews · consumer.ftc.gov
  8. Prohibited & restricted content · support.google.com
  9. Georgia Secretary of State · sos.ga.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
how to spot fake business reviews HVAC contractors FTC fake reviews rule Google Maps prohibited fake engagement Yelp recommendation software review tips
OBSERVED
Google ↗
AI Mode ↗
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