Real ChatGPT answer · index seedx3fOc0iKPoAcompleteHome services and improvement · contractors and remodelingcomparison

Should we trust a handyman or a licensed roofing contractor to fix a persistent leak around our chimney before winter arrives

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Should we trust a handyman or a licensed roofing contractor to fix a persistent leak around our chimney before winter arrives
1 real search · 1 real-search pass
Kentucky roofing contractor licensing requirements chimney flashing repair verify contractor license insurance Barbourville KentuckyGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
Kentucky roofing contractor licensing requirements chimney flashing repair verify contractor license insurance Barbourville Kentucky Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kentucky roofing contractor licensing requirements chimney flashing repair verify contractor license insurance Barbourville Kentucky
OBSERVED
Google ↗
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