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

Is hiring cheap roofing contractors to handle fixing a leaky roof a false economy that leads to more leaks

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is hiring cheap roofing contractors to handle fixing a leaky roof a false economy that leads to more leaks
1 real search · 1 real-search pass
roof leak repair flashing underlayment workmanship warranty contractor hiring guidance Oklahoma building scienceGoogle ↗
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
roof leak repair flashing underlayment workmanship warranty contractor hiring guidance Oklahoma building science Google ↗
  1. Home Repair Tips · oklahoma.gov
  2. Active Roofing Contractor Requirements · oklahoma.gov
  3. Roofing · oklahoma.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
roof leak repair flashing underlayment workmanship warranty contractor hiring guidance Oklahoma building science
OBSERVED
Google ↗
AI Mode ↗
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