Real ChatGPT answer · index seedsJyS9k5tBLgcompleteHome services and improvement · contractors and remodelinginformational
An unlicensed handyman ruined part of my kitchen remodel this morning, so how can I quickly verify a contractor's license number online in Florida before I pay them?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
An unlicensed handyman ruined part of my kitchen remodel this morning, so how can I quickly verify a contractor's license number online in Florida before I pay them?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Florida DBPR verify a license contractor license search official 2026 Google ↗
Florida contractor licensing kitchen remodeling handyman what work requires license DBPR official Google ↗
- Open Florida DBPR – MyFloridaLicense · myfloridalicense.com
- Construction Industry – Business Information · www2.myfloridalicense.com
- Construction Hiring Licensed Contractors · www2.myfloridalicense.com
- What Requires a License · ula.myfloridalicense.com
- Construction Industry – FAQs · www2.myfloridalicense.com
- myfloridalicense.custhelp.com · myfloridalicense.custhelp.com
- FAQs · ula.myfloridalicense.com
- Contact Us · www2.myfloridalicense.com
- Hire a Florida Licensed Professional · www2.myfloridalicense.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Florida DBPR verify a license contractor license search official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Florida contractor licensing kitchen remodeling handyman what work requires license DBPR official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |