Real ChatGPT answer · index seed2XEUrhfgN54completeHome services and improvement · roofinginformational

are cool roof coatings actually worth the money for lowering summer electric bills in the southern states this year

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

The searches the AI actually ran for this prompt.

SEED QUERY
are cool roof coatings actually worth the money for lowering summer electric bills in the southern states this year
2 real searches · 1 real-search pass
2026 cool roof coating energy savings southern United States electricity bills DOE cool roofs field study cost effectivenessGoogle ↗
OBSERVED
2026 cool roof coating product lifespan maintenance cost asphalt shingle southern states utility rebates tax creditsGoogle ↗
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
2026 cool roof coating energy savings southern United States electricity bills DOE cool roofs field study cost effectiveness Google ↗
2026 cool roof coating product lifespan maintenance cost asphalt shingle southern states utility rebates tax credits Google ↗
  1. For Home and Building Owners · coolroofs.org
  2. Cool Roofs · energystar.gov
  3. Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov
  4. FSEC-PF-293-95 · fsec.ucf.edu
  5. Cool Roofs · webarchive-beta.loc.gov
  6. FAQs · roofcoatings.org
  7. About Cool Surfaces · heatisland.lbl.gov
  8. Cool Roof Rating Council product directory · coolroofs.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 cool roof coating energy savings southern United States electricity bills DOE cool roofs field study cost effectiveness
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 cool roof coating product lifespan maintenance cost asphalt shingle southern states utility rebates tax credits
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1