Real ChatGPT answer · index seedq97VbPlxIc4completeHome services and improvement · contractors and remodelingcommercial
What is the best way for a complete beginner to find licensed contractors in the Chicago area without getting scammed?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way for a complete beginner to find licensed contractors in the Chicago area without getting scammed?
2 real searches · 1 real-search pass
Chicago Illinois how to verify home improvement contractor license City of Chicago BACP Illinois Attorney General contractor scams officialGoogle ↗
OBSERVEDOther / navigational
Illinois Attorney General home repair fraud contractor tips written contract down payment officialGoogle ↗
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
Chicago Illinois how to verify home improvement contractor license City of Chicago BACP Illinois Attorney General contractor scams official Google ↗
Illinois Attorney General home repair fraud contractor tips written contract down payment official Google ↗
- News Detail Page · illinoisattorneygeneral.gov
- City of Chicago :: General Contractor License · chicago.gov
- City of Chicago :: Trade Licensing · chicago.gov
- HOME REPAIR AND CONSTRUCTION: · illinoisattorneygeneral.gov
- Chicago Licensed Contractor Lookup · webapps1.chicago.gov
- Illinois Professional License Lookup · ilesonline.idfpr.illinois.gov
- Illinois Attorney General – Home Repair Fraud · illinoisattorneygeneral.gov
- Citizen Resources · isp.illinois.gov
- Home Repair · illinoisattorneygeneral.gov
- Illinois Home Repair: What You Should Know · illinoisattorneygeneral.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Chicago Illinois how to verify home improvement contractor license City of Chicago BACP Illinois Attorney General contractor scams official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Illinois Attorney General home repair fraud contractor tips written contract down payment official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |