Real ChatGPT answer · index seedlnexu70j4JMcompleteHome services and improvement · roofinginformational

Could you break down the pros and cons of cool roof coatings versus just adding more blown in insulation to our attic for energy savings

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

The searches the AI actually ran for this prompt.

SEED QUERY
Could you break down the pros and cons of cool roof coatings versus just adding more blown in insulation to our attic for energy savings
2 real searches · 1 real-search pass
U.S. Department of Energy cool roofs roof coatings attic insulation R-value energy savings guidance Los Angeles climateGoogle ↗
OBSERVEDComparison
ENERGY STAR attic insulation recommended R-value California climate zone 9 Los Angeles cool roof benefitsGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
U.S. Department of Energy cool roofs roof coatings attic insulation R-value energy savings guidance Los Angeles climate Google ↗
ENERGY STAR attic insulation recommended R-value California climate zone 9 Los Angeles cool roof benefits Google ↗
  1. Cool Roofs · energystar.gov
  2. Cool Roof Benefits · coolcalifornia.arb.ca.gov
  3. Guidelines for Selecting Cool Roofs · energy.gov
  4. Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov
  5. California Cool Roof Guidance · coolcalifornia.arb.ca.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. Department of Energy cool roofs roof coatings attic insulation R-value energy savings guidance Los Angeles climate
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
ENERGY STAR attic insulation recommended R-value California climate zone 9 Los Angeles cool roof benefits
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1