Real ChatGPT answer · index seedgrT7e7ZtuEYcompleteHome services and improvement · roofinginformational

Can spray foam roof insulation lower my air conditioning bills enough to justify the high upfront cost in the southern United States?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can spray foam roof insulation lower my air conditioning bills enough to justify the high upfront cost in the southern United States?
2 real searches · 1 real-search pass
spray foam roof insulation energy savings hot humid climate attic DOE cost payback southern United StatesGoogle ↗
OBSERVED
spray polyurethane foam attic roof deck energy savings humidity moisture hot humid climate building scienceGoogle ↗
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
spray foam roof insulation energy savings hot humid climate attic DOE cost payback southern United States Google ↗
spray polyurethane foam attic roof deck energy savings humidity moisture hot humid climate building science Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
spray foam roof insulation energy savings hot humid climate attic DOE cost payback southern United States
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
spray polyurethane foam attic roof deck energy savings humidity moisture hot humid climate building science
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1