Real ChatGPT answer · index seedlR1L8b4gooscompleteHome services and improvement · contractors and remodelinginformational

Are HomeAdvisor contractor reviews generally reliable for finding honest feedback on older local kitchen remodelers or are most of those ratings fake?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are HomeAdvisor contractor reviews generally reliable for finding honest feedback on older local kitchen remodelers or are most of those ratings fake?
2 real searches · 1 real-search pass
HomeAdvisor Angi reviews reliability fake reviews contractor review screening incentives complaints FTC 2024 2025Google ↗
OBSERVED
FTC fake reviews rule consumer reviews testimonials rule effective October 2024 platforms review manipulationGoogle ↗
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
HomeAdvisor Angi reviews reliability fake reviews contractor review screening incentives complaints FTC 2024 2025 Google ↗
FTC fake reviews rule consumer reviews testimonials rule effective October 2024 platforms review manipulation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
HomeAdvisor Angi reviews reliability fake reviews contractor review screening incentives complaints FTC 2024 2025
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
FTC fake reviews rule consumer reviews testimonials rule effective October 2024 platforms review manipulation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1