Real ChatGPT answer · index seedAMb8fFKjhS4completeHome services and improvement · roofingbrand

Are metal roofs significantly hotter in the summer than asphalt shingles and will my air conditioning bill go up?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are metal roofs significantly hotter in the summer than asphalt shingles and will my air conditioning bill go up?
1 real search · 1 real-search pass
metal roofing versus asphalt shingles summer attic temperature cooling energy cool roof reflectance Louisiana climate Department of EnergyGoogle ↗
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
metal roofing versus asphalt shingles summer attic temperature cooling energy cool roof reflectance Louisiana climate Department of Energy Google ↗
  1. Consumer Guide to Cool Roofs · energy.gov
  2. Energy Efficient Homes · dnr.louisiana.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
metal roofing versus asphalt shingles summer attic temperature cooling energy cool roof reflectance Louisiana climate Department of Energy
OBSERVED
Google ↗
AI Mode ↗
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