Real ChatGPT answer · index seed8ZEbwU6xV3scompleteHome services and improvement · roofingcommercial

Do spray foam insulated roofs really reduce indoor winter heating costs as much as manufacturers claim for cold northern climates?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Do spray foam insulated roofs really reduce indoor winter heating costs as much as manufacturers claim for cold northern climates?
3 real searches · 1 real-search pass
spray polyurethane foam roof insulation energy savings cold climate measured study air sealing heating energy savingsGoogle ↗
OBSERVED
ENERGY STAR attic insulation air sealing heating cooling savings roof insulation cold climate spray foamGoogle ↗
OBSERVED
Building America spray foam roof assembly cold climate moisture condensation guidanceGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
spray polyurethane foam roof insulation energy savings cold climate measured study air sealing heating energy savings Google ↗
ENERGY STAR attic insulation air sealing heating cooling savings roof insulation cold climate spray foam Google ↗
Building America spray foam roof assembly cold climate moisture condensation guidance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
spray polyurethane foam roof insulation energy savings cold climate measured study air sealing heating energy savings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR attic insulation air sealing heating cooling savings roof insulation cold climate spray foam
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Building America spray foam roof assembly cold climate moisture condensation guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1