Real ChatGPT answer · index seedGumgQeUkcNocompleteReal estate · home inspectionsinformational

How do I verify if a local contractor recommended by my neighbor actually has valid licensing and good reviews online

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I verify if a local contractor recommended by my neighbor actually has valid licensing and good reviews online
2 real searches · 1 real-search pass
California CSLB contractor license lookup verify license bond disciplinary history officialGoogle ↗
OBSERVED
California contractor reviews complaints verify business BBB Yelp Google reviews consumer adviceGoogle ↗
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
California CSLB contractor license lookup verify license bond disciplinary history official Google ↗
California contractor reviews complaints verify business BBB Yelp Google reviews consumer advice Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California CSLB contractor license lookup verify license bond disciplinary history official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
California contractor reviews complaints verify business BBB Yelp Google reviews consumer advice
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1