Real ChatGPT answer · index seedcPu23pD2phUcompleteHome services and improvement · roofingcommercial

How can a recent college graduate with zero construction background vet local roofers using online platforms like Yelp and the Better Business Bureau

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

The searches the AI actually ran for this prompt.

SEED QUERY
How can a recent college graduate with zero construction background vet local roofers using online platforms like Yelp and the Better Business Bureau
2 real searches · 1 real-search pass
California CSLB check contractor license roofing C-39 workers compensation bond consumer tipsGoogle ↗
OBSERVED
BBB how to check business complaints ratings accreditation roofing contractor 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 check contractor license roofing C-39 workers compensation bond consumer tips Google ↗
BBB how to check business complaints ratings accreditation roofing contractor consumer advice Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California CSLB check contractor license roofing C-39 workers compensation bond consumer tips
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
BBB how to check business complaints ratings accreditation roofing contractor consumer advice
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1