Real ChatGPT answer · index seedtfVBIidEpE0completeHome services and improvement · roofingcomparison

Comparing spray foam roof insulation versus rigid board insulation for energy efficiency gains in an older commercial structure with a low slope roof

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing spray foam roof insulation versus rigid board insulation for energy efficiency gains in an older commercial structure with a low slope roof
1 real search · 1 real-search pass
commercial low slope roof spray polyurethane foam vs polyiso rigid board insulation R value thermal performance moisture roof assembly guidanceGoogle ↗
OBSERVEDComparison

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.

ChatGPT real searches (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
commercial low slope roof spray polyurethane foam vs polyiso rigid board insulation R value thermal performance moisture roof assembly guidance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial low slope roof spray polyurethane foam vs polyiso rigid board insulation R value thermal performance moisture roof assembly guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1