Real ChatGPT answer · index seedZA4onCJooOwcompleteReal estate · real estate investingbrand

How accurate are the contractor vetting features on Houzz Pro when I am trying to hire a reliable general contractor for a gut rehab?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How accurate are the contractor vetting features on Houzz Pro when I am trying to hire a reliable general contractor for a gut rehab?
3 real searches · 1 real-search pass
Houzz Pro contractor vetting features background checks license verification reviews screening how worksGoogle ↗
OBSERVED
Houzz Pro reviews contractor verification accuracy complaints general contractor vettingGoogle ↗
OBSERVED
Massachusetts contractor license verification HIC CSL gut renovation general contractor officialGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Houzz Pro contractor vetting features background checks license verification reviews screening how works Google ↗
Houzz Pro reviews contractor verification accuracy complaints general contractor vetting Google ↗
Massachusetts contractor license verification HIC CSL gut renovation general contractor official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Houzz Pro contractor vetting features background checks license verification reviews screening how works
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Houzz Pro reviews contractor verification accuracy complaints general contractor vetting
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Massachusetts contractor license verification HIC CSL gut renovation general contractor official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1