Real ChatGPT answer · index seedDxV8F3Z8ovccompleteHome services and improvement · contractors and remodelingcommercial

Are HomeAdvisor contractor reviews reliable right now or are they mostly filtered for positive feedback because I need to hire someone for a commercial building upgrade.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are HomeAdvisor contractor reviews reliable right now or are they mostly filtered for positive feedback because I need to hire someone for a commercial building upgrade.
3 real searches · 1 real-search pass
HomeAdvisor Angi reviews moderation filtering positive reviews complaints fake reviews 2025 2026Google ↗
OBSERVEDOther / navigational
Angi HomeAdvisor review policy verified reviews negative reviews moderation how reviews publishedGoogle ↗
OBSERVEDReason
FTC Angi HomeAdvisor reviews deceptive practices complaints contractor reviewsGoogle ↗
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)
Short factOther / navigational33%ComparisonConsequenceReason67%DefinitionInstructionYes / no

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
HomeAdvisor Angi reviews moderation filtering positive reviews complaints fake reviews 2025 2026 Google ↗
Angi HomeAdvisor review policy verified reviews negative reviews moderation how reviews published Google ↗
FTC Angi HomeAdvisor reviews deceptive practices complaints contractor reviews Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
HomeAdvisor Angi reviews moderation filtering positive reviews complaints fake reviews 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Angi HomeAdvisor review policy verified reviews negative reviews moderation how reviews published
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
FTC Angi HomeAdvisor reviews deceptive practices complaints contractor reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1