Real ChatGPT answer · index seedcgHrFSDdw5gcompleteReal estate · home inspectionsinformational

What is the best way to cross reference home advisor contractor reviews with the Better Business Bureau and Yelp to ensure the contractor is actually legitimate?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best way to cross reference home advisor contractor reviews with the Better Business Bureau and Yelp to ensure the contractor is actually legitimate?
1 real search · 1 real-search pass
Texas official contractor license lookup HVAC electrical plumbing TDLR TSBPE Houston contractor verification BBB complaints HomeAdvisor Angi YelpGoogle ↗
OBSERVEDComparison

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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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
Texas official contractor license lookup HVAC electrical plumbing TDLR TSBPE Houston contractor verification BBB complaints HomeAdvisor Angi Yelp Google ↗
  1. Angi · angi.com
  2. BBB · bbb.org
  3. Yelp · yelp.com
  4. Texas TDLR · tdlr.texas.gov
  5. Texas electrical licensing · tdlr.texas.gov
  6. Texas State Board of Plumbing Examiners · tsbpe.texas.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Texas official contractor license lookup HVAC electrical plumbing TDLR TSBPE Houston contractor verification BBB complaints HomeAdvisor Angi Yelp
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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