Real ChatGPT answer · index seedb2sPDpFJQmIcompleteHome services and improvement · contractors and remodelinginformational

How do I read reviews on contractor comparison websites to make sure I am not getting scammed?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I read reviews on contractor comparison websites to make sure I am not getting scammed?
2 real searches · 1 real-search pass
FTC hiring home improvement contractor reviews scams warning signs verify license insurance written contractGoogle ↗
OBSERVED
Virginia DPOR Board for Contractors license lookup complaint contractor Roanoke VirginiaGoogle ↗
OBSERVED

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
FTC hiring home improvement contractor reviews scams warning signs verify license insurance written contract Google ↗
Virginia DPOR Board for Contractors license lookup complaint contractor Roanoke Virginia Google ↗
  1. Search Virginia contractor licenses · dporweb.dpor.virginia.gov
  2. How To Avoid a Home Improvement Scam · consumer.ftc.gov
  3. Home Repair Scams · consumer.ftc.gov
  4. Hiring a Contractor · bulkorder.ftc.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC hiring home improvement contractor reviews scams warning signs verify license insurance written contract
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Virginia DPOR Board for Contractors license lookup complaint contractor Roanoke Virginia
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1