Real ChatGPT answer · index seedL3y2M1l7aoUcompleteHome services and improvement · contractors and remodelingcomparison
How do I know if a general contractor in our area is fully licensed and insured before signing an agreement for our basement remodel?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I know if a general contractor in our area is fully licensed and insured before signing an agreement for our basement remodel?
2 real searches · 1 real-search pass
Columbus Ohio official contractor registration general contractor home improvement basement remodeling permits electrical plumbing HVAC contractor license requirementsGoogle ↗
OBSERVEDInstruction
Ohio official verify contractor license electrical HVAC plumbing contractor license insurance certificate general contractorGoogle ↗
OBSERVEDInstruction
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
Columbus Ohio official contractor registration general contractor home improvement basement remodeling permits electrical plumbing HVAC contractor license requirements Google ↗
Ohio official verify contractor license electrical HVAC plumbing contractor license insurance certificate general contractor Google ↗
- Columbus Contractor License Lookup · portal.columbus.gov
- Columbus Home Improvement Contractor Licensing · columbus.gov
- Ohio contractor license verification page · com.ohio.gov
- Ohio Construction Industry Licensing Board · com.ohio.gov
- Home Improvement General Contractor Application 2026 · columbus.gov
- Columbus building permit portal · columbus.gov
- § 4113.57. Permits—Qualifications., Chapter 4113. PERMITS AND FEES, Title 41. BUILDING CODE, Code of Ordinances, Columbus · columbus-oh.elaws.us
- Better Business Bureau · bbb.org
- Ohio Attorney General Consumer Protection · ohioattorneygeneral.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Columbus Ohio official contractor registration general contractor home improvement basement remodeling permits electrical plumbing HVAC contractor license requirements OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Ohio official verify contractor license electrical HVAC plumbing contractor license insurance certificate general contractor OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |