Real ChatGPT answer · index seedvfXCEtqcjIccompleteHome services and improvement · roofingcomparison

Are cool roof coatings actually effective on asphalt shingle roofs or is that mostly marketing hype for energy savings in 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
Are cool roof coatings actually effective on asphalt shingle roofs or is that mostly marketing hype for energy savings in southern states
2 real searches · 1 real-search pass
cool roof coatings asphalt shingles effectiveness energy savings compatibility manufacturer warranty asphalt shinglesGoogle ↗
OBSERVED
ENERGY STAR cool roofs asphalt shingles reflective coatings climate heating penalty northern climatesGoogle ↗
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 coatings asphalt shingles effectiveness energy savings compatibility manufacturer warranty asphalt shingles Google ↗
ENERGY STAR cool roofs asphalt shingles reflective coatings climate heating penalty northern climates Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cool roof coatings asphalt shingles effectiveness energy savings compatibility manufacturer warranty asphalt shingles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR cool roofs asphalt shingles reflective coatings climate heating penalty northern climates
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1