Real ChatGPT answer · index seedBG6U2ISlKEocompleteHome services and improvement · roofingcommercial

How much money can I realistically save on my energy bills by adding spray foam insulation to my commercial roof structure?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How much money can I realistically save on my energy bills by adding spray foam insulation to my commercial roof structure?
2 real searches · 1 real-search pass
commercial building roof insulation energy savings spray polyurethane foam roof retrofit percentage energy bills studyGoogle ↗
OBSERVED
DOE commercial roof insulation energy savings roof insulation heating cooling energy useGoogle ↗
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
commercial building roof insulation energy savings spray polyurethane foam roof retrofit percentage energy bills study Google ↗
DOE commercial roof insulation energy savings roof insulation heating cooling energy use Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial building roof insulation energy savings spray polyurethane foam roof retrofit percentage energy bills study
OBSERVED
Google ↗
AI Mode ↗
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of 1
DOE commercial roof insulation energy savings roof insulation heating cooling energy use
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1