Real ChatGPT answer · index seedsgaQReiVKvMcompleteHome services and improvement · contractors and remodelingbrand
Are there cheaper alternatives to Angie's List for finding licensed contractors who will not overcharge a complete beginner?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there cheaper alternatives to Angie's List for finding licensed contractors who will not overcharge a complete beginner?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
cheaper alternatives to Angi Angie's List find licensed contractors free contractor directories 2026 Google ↗
Pennsylvania verify contractor license registration home improvement contractor official consumer protection Google ↗
- Thumbtack · thumbtack.com
- Nextdoor · nextdoor.com
- Yelp · yelp.com
- Google Maps · maps.google.com
- BuildZoom · buildzoom.com
- Pennsylvania Contractor Registration Search · hicsearch.attorneygeneral.gov
- Philadelphia Licensed Contractor Lookup · phila.gov
- Home Improvement Contractor Verification · attorneygeneral.gov
- Contractor Licensing | Department of Labor and Industry · pa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cheaper alternatives to Angi Angie's List find licensed contractors free contractor directories 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Pennsylvania verify contractor license registration home improvement contractor official consumer protection OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |