Real ChatGPT answer · index seeds5xCFZS3srUcompleteHome services and improvement · contractors and remodelinginformational
Where can I check customer reviews and complaint histories for independent contractors before signing a major remodeling contract?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where can I check customer reviews and complaint histories for independent contractors before signing a major remodeling contract?
3 real searches · 1 real-search pass
Pennsylvania Home Improvement Consumer Protection Act contractor registration verify official attorney general complaints remodeling contractorGoogle ↗
OBSERVEDReason
Pennsylvania Attorney General consumer complaints home improvement contractors complaint search officialGoogle ↗
OBSERVEDReason
Pennsylvania unified judicial system public docket sheets search civil cases officialGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Pennsylvania Home Improvement Consumer Protection Act contractor registration verify official attorney general complaints remodeling contractor Google ↗
Pennsylvania Attorney General consumer complaints home improvement contractors complaint search official Google ↗
Pennsylvania unified judicial system public docket sheets search civil cases official Google ↗
- Better Business Bureau (BBB) · bbb.org
- Google Reviews · google.com
- Yelp · yelp.com
- Angi · angi.com
- Houzz · houzz.com
- Trustpilot · trustpilot.com
- Search Pennsylvania registered contractors · hicsearch.attorneygeneral.gov
- Find a licensed Philadelphia contractor · phila.gov
- Search Pennsylvania court records · ujsportal.pacourts.us
- Pennsylvania consumer complaint resources · attorneygeneral.gov
- Home Improvement Contractor Verification · attorneygeneral.gov
- Home Improvement Contractor Registration · attorneygeneral.gov
- Pennsylvania Attorney General's homeowner protection guide · attorneygeneral.gov
- Frequently Asked Questions · attorneygeneral.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Pennsylvania Home Improvement Consumer Protection Act contractor registration verify official attorney general complaints remodeling contractor OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Pennsylvania Attorney General consumer complaints home improvement contractors complaint search official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Pennsylvania unified judicial system public docket sheets search civil cases official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |