Real ChatGPT answer · index seedQxRwz7MZ5Q8completeHome services and improvement · contractors and remodelinghowto
What are the warning signs of a bad roof repair that was done by an unlicensed contractor in my neighborhood?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the warning signs of a bad roof repair that was done by an unlicensed contractor in my neighborhood?
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
Arkansas roofing contractor licensing requirements residential roofing Arkansas contractor license threshold official Texarkana Google ↗
Arkansas Attorney General home improvement contractor complaints roofing unlicensed contractor consumer protection Google ↗
- Apply for Contractors License/Registration » Arkansas Department of Labor and Licensing · labor.arkansas.gov
- Arkansas Residential Contractors Licensing Law · labor.arkansas.gov
- Arkansas Code § 17-25-610 (2025) - Exemptions :: 2025 Arkansas Code :: U.S. Codes and Statutes :: U.S. Law :: Justia · law.justia.com
- Arkansas Contractors Licensing Board · labor.arkansas.gov
- Home Improvements · arkansasag.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Arkansas roofing contractor licensing requirements residential roofing Arkansas contractor license threshold official Texarkana OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Arkansas Attorney General home improvement contractor complaints roofing unlicensed contractor consumer protection OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |