Real ChatGPT answer · index seedmTdt3rgFLkYcompleteHome services and improvement · HVACcommercial

How do I check reviews and verify licensing for heating and cooling contractors in my specific zip code

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I check reviews and verify licensing for heating and cooling contractors in my specific zip code
2 real searches · 1 real-search pass
South Carolina HVAC contractor license lookup LLR mechanical contractor residential heating air conditioning officialGoogle ↗
OBSERVED
South Carolina HVAC contractor reviews complaints BBB consumer protection HVAC hiring contractorGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
South Carolina HVAC contractor license lookup LLR mechanical contractor residential heating air conditioning official Google ↗
South Carolina HVAC contractor reviews complaints BBB consumer protection HVAC hiring contractor Google ↗
  1. South Carolina Department of Labor, Licensing and Regulation · llr.sc.gov
  2. South Carolina License Lookup · verify.llronline.com
  3. Google Reviews · google.com
  4. Better Business Bureau · bbb.org
  5. Yelp · yelp.com
  6. Facebook · facebook.com
  7. SC Consumer Complaint Search · consumer.sc.gov
  8. Hiring a Contractor and Avoiding Repair Scams · consumer.sc.gov
  9. Search Complaints · consumer.sc.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
South Carolina HVAC contractor license lookup LLR mechanical contractor residential heating air conditioning official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
South Carolina HVAC contractor reviews complaints BBB consumer protection HVAC hiring contractor
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1