Real ChatGPT answer · index seedeQCSFtOBbPMcompleteHome services and improvement · roofingcommercial

I am trying to decide between repairing my aging asphalt roof or upgrading to a metal roof for better storm resistance this season.

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

The searches the AI actually ran for this prompt.

SEED QUERY
I am trying to decide between repairing my aging asphalt roof or upgrading to a metal roof for better storm resistance this season.
2 real searches · 1 real-search pass
North Carolina residential roofing storm wind resistance metal roof asphalt shingles building code wind ratings homeowner guidanceGoogle ↗
OBSERVED
metal roofing asphalt shingles lifespan cost replacement repair 2026 North Carolina homeownerGoogle ↗
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
North Carolina residential roofing storm wind resistance metal roof asphalt shingles building code wind ratings homeowner guidance Google ↗
metal roofing asphalt shingles lifespan cost replacement repair 2026 North Carolina homeowner Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
North Carolina residential roofing storm wind resistance metal roof asphalt shingles building code wind ratings homeowner guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
metal roofing asphalt shingles lifespan cost replacement repair 2026 North Carolina homeowner
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1