Real ChatGPT answer · index seed7ektl7H4Q7QcompleteHome services and improvement · roofingcomparison

Is it worth paying extra for cool roof certified shingles to lower summer electric bills in a poorly insulated rental property I am fixing up?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it worth paying extra for cool roof certified shingles to lower summer electric bills in a poorly insulated rental property I am fixing up?
2 real searches · 1 real-search pass
cool roof shingles residential energy savings poorly insulated attic insulation DOE ENERGY STAR cool roofs asphalt shinglesGoogle ↗
OBSERVED
Virginia climate cool roof shingles energy savings residential attic insulation guidanceGoogle ↗
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 shingles residential energy savings poorly insulated attic insulation DOE ENERGY STAR cool roofs asphalt shingles Google ↗
Virginia climate cool roof shingles energy savings residential attic insulation guidance Google ↗
  1. Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov
  2. Cool Roofs · energystar.gov
  3. Search rated roofing products · coolroofs.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cool roof shingles residential energy savings poorly insulated attic insulation DOE ENERGY STAR cool roofs asphalt shingles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Virginia climate cool roof shingles energy savings residential attic insulation guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1