Real ChatGPT answer · index seedEtmV7UR2fWocompleteReal estate · new constructioncomparison

Compare standing seam metal roofing and architectural asphalt shingles regarding attic heat gain in a sunny southern climate

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare standing seam metal roofing and architectural asphalt shingles regarding attic heat gain in a sunny southern climate
2 real searches · 1 real-search pass
DOE cool roofs metal roofing asphalt shingles solar reflectance attic temperature comparisonGoogle ↗
OBSERVED
Oak Ridge National Laboratory cool roof attic heat gain metal asphalt shingles solar reflectanceGoogle ↗
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
DOE cool roofs metal roofing asphalt shingles solar reflectance attic temperature comparison Google ↗
Oak Ridge National Laboratory cool roof attic heat gain metal asphalt shingles solar reflectance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
DOE cool roofs metal roofing asphalt shingles solar reflectance attic temperature comparison
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Oak Ridge National Laboratory cool roof attic heat gain metal asphalt shingles solar reflectance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1