Real ChatGPT answer · index seedsWVdazX8s0scompleteHome services and improvement · roofingcommercial

Are cool roof coatings actually worth the upfront price for lowering summer electric bills in a small single family house on a strict budget

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are cool roof coatings actually worth the upfront price for lowering summer electric bills in a small single family house on a strict budget
2 real searches · 1 real-search pass
cool roof coatings residential energy savings cost effectiveness California hot climate homeowner guidanceGoogle ↗
OBSERVEDComparison
cool roof coating cost savings residential electricity bills hot climate Los Angeles DOE cool roofs coating payback existing roofGoogle ↗
OBSERVEDConsequence

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 / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / 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
cool roof coatings residential energy savings cost effectiveness California hot climate homeowner guidance Google ↗
cool roof coating cost savings residential electricity bills hot climate Los Angeles DOE cool roofs coating payback existing roof Google ↗
  1. Consumer Guide to Cool Roofs · energy.gov
  2. For Home and Building Owners · coolroofs.org
  3. Cost and Cost Effectiveness · efiling.energy.ca.gov
  4. Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cool roof coatings residential energy savings cost effectiveness California hot climate homeowner guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
cool roof coating cost savings residential electricity bills hot climate Los Angeles DOE cool roofs coating payback existing roof
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1