Real ChatGPT answer · index seedxyZYIVDvxJUcompleteHome services and improvement · roofingcomparison

How do solar reflective cool roof shingles compare to standard dark shingles regarding attic temperature reduction in hot southern states?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do solar reflective cool roof shingles compare to standard dark shingles regarding attic temperature reduction in hot southern states?
2 real searches · 1 real-search pass
cool roof asphalt shingles attic air temperature reduction study hot humid climate dark shingles reflective shinglesGoogle ↗
OBSERVED
ENERGY STAR cool roof shingles attic temperature roof surface temperature savings southern states studyGoogle ↗
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
cool roof asphalt shingles attic air temperature reduction study hot humid climate dark shingles reflective shingles Google ↗
ENERGY STAR cool roof shingles attic temperature roof surface temperature savings southern states study Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cool roof asphalt shingles attic air temperature reduction study hot humid climate dark shingles reflective shingles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR cool roof shingles attic temperature roof surface temperature savings southern states study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1