Real ChatGPT answer · index seedAk99HZ1BIEccompleteHome services and improvement · roofinghowto

My neighbor told me cool roof coatings can lower cooling bills by thirty percent, but does that actually apply to traditional shingle roofs or only flat commercial roofs?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My neighbor told me cool roof coatings can lower cooling bills by thirty percent, but does that actually apply to traditional shingle roofs or only flat commercial roofs?
2 real searches · 1 real-search pass
cool roofs asphalt shingles energy savings 30 percent cooling bills DOE Energy Star reflective roof HoustonGoogle ↗
OBSERVED
cool roof coatings asphalt shingle roofs suitability coatings manufacturer guidance steep slope shinglesGoogle ↗
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 roofs asphalt shingles energy savings 30 percent cooling bills DOE Energy Star reflective roof Houston Google ↗
cool roof coatings asphalt shingle roofs suitability coatings manufacturer guidance steep slope shingles Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cool roofs asphalt shingles energy savings 30 percent cooling bills DOE Energy Star reflective roof Houston
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
cool roof coatings asphalt shingle roofs suitability coatings manufacturer guidance steep slope shingles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1