Real ChatGPT answer · index seed7DkBxwRJxAMcompleteHome services and improvement · roofinginformational

What are the main benefits of applying a cool roof coating to an older shingle roof to lower summer electric bills in Florida?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the main benefits of applying a cool roof coating to an older shingle roof to lower summer electric bills in Florida?
1 real search · 1 real-search pass
Florida cool roofs asphalt shingles coating manufacturer guidance reflectance energy savings compatibility shinglesGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT1 real searches · gpt-6
Florida cool roofs asphalt shingles coating manufacturer guidance reflectance energy savings compatibility shingles Google ↗
  1. Cool Roofs · webarchive-beta.loc.gov
  2. ARMA Supports the Correct Use of Shingle Coatings · asphaltroofing.org
  3. Guidelines for Selecting Cool Roofs · www1.eere.energy.gov
  4. FSEC-PF-293-95 · fsec.ucf.edu

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Florida cool roofs asphalt shingles coating manufacturer guidance reflectance energy savings compatibility shingles
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1