Real ChatGPT answer · index seedmM9ZcrLwcs8completeHome services and improvement · roofingcommercial

Is spray foam roof insulation cheaper in the long run than traditional fiberglass batts when replacing an old shingle roof in a cold climate

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is spray foam roof insulation cheaper in the long run than traditional fiberglass batts when replacing an old shingle roof in a cold climate
2 real searches · 1 real-search pass
spray foam vs fiberglass attic insulation cost energy savings cold climate roof deck building scienceGoogle ↗
OBSERVED
DOE attic insulation air sealing spray foam unvented attic roof assembly cold climate moisture riskGoogle ↗
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 vs fiberglass attic insulation cost energy savings cold climate roof deck building science Google ↗
DOE attic insulation air sealing spray foam unvented attic roof assembly cold climate moisture risk Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
spray foam vs fiberglass attic insulation cost energy savings cold climate roof deck building science
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
DOE attic insulation air sealing spray foam unvented attic roof assembly cold climate moisture risk
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1