Real ChatGPT answer · index seedeZOBseLLoGkcompleteHome services and improvement · roofinglocal

Does spray foam roof insulation help with ice dam prevention during heavy Michigan winters?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Does spray foam roof insulation help with ice dam prevention during heavy Michigan winters?
2 real searches · 1 real-search pass
Michigan ice dam prevention spray foam roof insulation vented attic unvented roof assembly building scienceGoogle ↗
OBSERVEDReason
DOE ice dams attic air sealing insulation ventilation cold roof guidanceGoogle ↗
OBSERVEDInstruction

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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Michigan ice dam prevention spray foam roof insulation vented attic unvented roof assembly building science Google ↗
DOE ice dams attic air sealing insulation ventilation cold roof guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Michigan ice dam prevention spray foam roof insulation vented attic unvented roof assembly building science
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
DOE ice dams attic air sealing insulation ventilation cold roof guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1