Real ChatGPT answer · index seedqukYarvmDrgcompleteHome services and improvement · contractors and remodelinginformational
How can an ordinary homeowner spot warning signs of a scam or unlicensed operator when getting bids from local contractors?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can an ordinary homeowner spot warning signs of a scam or unlicensed operator when getting bids from local contractors?
2 real searches · 1 real-search pass
North Carolina official general contractor license threshold $40,000 NC Licensing Board general contractors verify license homeownerGoogle ↗
OBSERVEDShort fact
North Carolina official homeowner contractor scam warning verify license home repair Attorney General consumer protectionGoogle ↗
OBSERVEDOther / navigational
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
North Carolina official general contractor license threshold $40,000 NC Licensing Board general contractors verify license homeowner Google ↗
North Carolina official homeowner contractor scam warning verify license home repair Attorney General consumer protection Google ↗
- NC General Contractor License Search · portal.nclbgc.org
- FAQ for Consumers · nclbgc.org
- Home Improvement · ncdoj.gov
- NC Licensing Board for General Contractors · nclbgc.org
- NC Board of Examiners of Electrical Contractors · ncbeec.org
- NC State Board of Examiners of Plumbing, Heating and Fire Sprinkler Contractors · nclicensing.org
- NC Attorney General's Consumer Protection Division · ncdoj.gov
- Home Repair Scams · ncdoj.gov
- Consumer Alert: Storm Watch is Ending, but Scam Watch is On · ncdoj.gov
- Attorney General Jeff Jackson: Watch out for Contractor Fraud During Helene Rebuilding Process · ncdoj.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
North Carolina official general contractor license threshold $40,000 NC Licensing Board general contractors verify license homeowner OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
North Carolina official homeowner contractor scam warning verify license home repair Attorney General consumer protection OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |