Real ChatGPT answer · index seedvdaPxUnHbOIcompleteHome services and improvement · roofingcommercial

What is the turnkey metal roof installation cost for retrofitting over existing asphalt shingles without a complete tear-off?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the turnkey metal roof installation cost for retrofitting over existing asphalt shingles without a complete tear-off?
1 real search · 1 real-search pass
2026 metal roof installed cost per square foot retrofit over existing asphalt shingles no tear off standing seam exposed fastenerGoogle ↗
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
2026 metal roof installed cost per square foot retrofit over existing asphalt shingles no tear off standing seam exposed fastener Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 metal roof installed cost per square foot retrofit over existing asphalt shingles no tear off standing seam exposed fastener
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1