I need a step by step checklist to vet a general contractor today for an urgent multi unit flip in Philadelphia without getting scammed out of my upfront capital.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a step by step checklist to vet a general contractor today for an urgent multi unit flip in Philadelphia without getting scammed out of my upfront capital.
3 real searches · 1 real-search pass
Pennsylvania Home Improvement Consumer Protection Act contractor registration insurance requirements official attorney general 2026Google ↗
OBSERVEDOther / navigational
Philadelphia contractor license commercial renovation general contractor license requirements insurance permits official 2026Google ↗
OBSERVEDInstruction
Pennsylvania mechanics lien law owner contractor payment waivers construction project 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 insurance requirements official attorney general 2026 Google ↗
Philadelphia contractor license commercial renovation general contractor license requirements insurance permits official 2026 Google ↗
Pennsylvania mechanics lien law owner contractor payment waivers construction project official Google ↗
- Pennsylvania Attorney General — HIC registration search · hicsearch.attorneygeneral.gov
- Philadelphia permits, violations and licenses · phila.gov
- Pennsylvania Attorney General · attorneygeneral.gov
- Get a Contractor License | Services · phila.gov
- Contractor requirements | Department of Licenses and Inspections · phila.gov
- Submit as a PA Home Improvement Contractor to get construction permits | Services · phila.gov
- Section 401 - Act of Aug. 24, 1963, P.L. 1175, No. 497 Cl. 49 · palegis.us
- Act of Jun. 12, 2018,P.L. 131, No. 27 Cl. 68 - CONTRACTOR AND SUBCONTRACTOR PAYMENT ACT · legis.state.pa.us
- Philadelphia Atlas · atlas.phila.gov
- Philadelphia eCLIPSE · eclipse.phila.gov
- Philadelphia L&I · phila.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 insurance requirements official attorney general 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Philadelphia contractor license commercial renovation general contractor license requirements insurance permits official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Pennsylvania mechanics lien law owner contractor payment waivers construction project official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |