Real ChatGPT answer · index seed9WkQupNnuKwcompleteReal estate · new constructioncommercial

I need to compare the cooling efficiency of a light colored metal roof versus cool roof asphalt shingles on a new construction home in the desert

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

The searches the AI actually ran for this prompt.

SEED QUERY
I need to compare the cooling efficiency of a light colored metal roof versus cool roof asphalt shingles on a new construction home in the desert
2 real searches · 1 real-search pass
DOE cool roofs metal roofing asphalt shingles solar reflectance thermal emittance desert climate comparisonGoogle ↗
OBSERVEDComparison
ENERGY STAR cool roof asphalt shingles metal roofing solar reflectance thermal emittance California Title 24Google ↗
OBSERVEDComparison

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.

ChatGPT real searches (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
DOE cool roofs metal roofing asphalt shingles solar reflectance thermal emittance desert climate comparison Google ↗
ENERGY STAR cool roof asphalt shingles metal roofing solar reflectance thermal emittance California Title 24 Google ↗
  1. Cool Roofs: How They Work · coolcalifornia.arb.ca.gov
  2. Product Comparison · coolcalifornia.arb.ca.gov
  3. Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov
  4. Guidelines for Selecting Cool Roofs · energy.gov
  5. Guidelines for Selecting Cool Roofs · www1.eere.energy.gov
  6. CA Title 24 · coolroofs.org
  7. Cool Roofs: Codes and Standards · coolcalifornia.arb.ca.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
DOE cool roofs metal roofing asphalt shingles solar reflectance thermal emittance desert climate comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
ENERGY STAR cool roof asphalt shingles metal roofing solar reflectance thermal emittance California Title 24
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1