Real ChatGPT answer · index seed22zSQQxDHQUcompleteHome services and improvement · roofingcommercial

Can you give me a breakdown of the best asphalt shingle brand comparisons for energy efficiency and keeping summer cooling bills low?

ChatGPTgpt-61 query11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Can you give me a breakdown of the best asphalt shingle brand comparisons for energy efficiency and keeping summer cooling bills low?
1 real search · 1 real-search pass
best energy efficient reflective asphalt shingles brand comparison solar reflectance thermal emittance GAF Owens Corning CertainTeed MalarkeyGoogle ↗
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
best energy efficient reflective asphalt shingles brand comparison solar reflectance thermal emittance GAF Owens Corning CertainTeed Malarkey Google ↗
  1. Energy Ratings · gaf.com
  2. Consumer Guide to Cool Roofs · energy.gov
  3. Guidelines for Selecting Cool Roofs · energy.gov
  4. FSEC-CR-670-00 · fsec.ucf.edu
  5. Guidelines for Selecting Cool Roofs · www1.eere.energy.gov
  6. Home Cooling · energy.gov
  7. Cool Asphalt Shingles · energy.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best energy efficient reflective asphalt shingles brand comparison solar reflectance thermal emittance GAF Owens Corning CertainTeed Malarkey
OBSERVED
Google ↗
AI Mode ↗
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