Real ChatGPT answer · index seedxOT9Ta6B14kcompleteReal estate · new constructioninformational

What are the energy efficiency differences between metal roofs and architectural asphalt shingles for new builds in hot climates?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the energy efficiency differences between metal roofs and architectural asphalt shingles for new builds in hot climates?
2 real searches · 1 real-search pass
cool roof metal roofing asphalt shingles solar reflectance energy savings hot climates DOE ENERGY STARGoogle ↗
OBSERVED
Oak Ridge National Laboratory cool roof metal asphalt shingles attic heat transfer hot climateGoogle ↗
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 metal roofing asphalt shingles solar reflectance energy savings hot climates DOE ENERGY STAR Google ↗
Oak Ridge National Laboratory cool roof metal asphalt shingles attic heat transfer hot climate Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cool roof metal roofing asphalt shingles solar reflectance energy savings hot climates DOE ENERGY STAR
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Oak Ridge National Laboratory cool roof metal asphalt shingles attic heat transfer hot climate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1