Real ChatGPT answer · index seedk7PW3siiJdEcompleteHome services and improvement · contractors and remodelingcommercial
How do I find out if a contractor license is currently in good standing with my state licensing board and what red flags should I watch out for during the search
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I find out if a contractor license is currently in good standing with my state licensing board and what red flags should I watch out for during the search
1 real search · 1 real-search pass
Texas official contractor license lookup verify TDLR license status electrical air conditioning plumbing contractor Texas general contractor license statewideGoogle ↗
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 (1)
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 verify TDLR license status electrical air conditioning plumbing contractor Texas general contractor license statewide Google ↗
- Texas Contractor License Lookup (TDLR) · tools.tnaado.ca
- Search / Verify Licenses or Projects · tdlr.texas.gov
- Official Plumbing Board Website · tsbpe.texas.gov
- Search Texas Disciplinary Actions · tdlr.texas.gov
- File or review information about complaints · tdlr.texas.gov
- Better Business Bureau · bbb.org
- Texas Attorney General · texasattorneygeneral.gov
- Texas Courts · txcourts.gov
- Texas Secretary of State · sos.state.tx.us
Queries
1 queries · click a column to sort