Real ChatGPT answer · index seed2yRlvTsmAoMcompleteHome services and improvement · contractors and remodelingbrand

How do I spot fake HomeAdvisor contractor reviews before I pay a deposit for a bathroom remodeling project

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I spot fake HomeAdvisor contractor reviews before I pay a deposit for a bathroom remodeling project
1 real search · 1 real-search pass
FTC rule fake reviews testimonials consumer advice contractor reviews verify license Arkansas residential remodeling contractor licensing board bathroom remodelingGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
FTC rule fake reviews testimonials consumer advice contractor reviews verify license Arkansas residential remodeling contractor licensing board bathroom remodeling Google ↗
  1. Home Improvements · arkansasag.gov
  2. How To Avoid a Home Improvement Scam · consumer.ftc.gov
  3. evaluating online reviews · consumer.ftc.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC rule fake reviews testimonials consumer advice contractor reviews verify license Arkansas residential remodeling contractor licensing board bathroom remodeling
OBSERVED
Google ↗
AI Mode ↗
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