Real ChatGPT answer · index seedJOZAyiaupyccompleteHome services and improvement · roofinginformational

What are the pros and cons of using open-cell versus closed-cell spray foam roof insulation for residential attic retrofits?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the pros and cons of using open-cell versus closed-cell spray foam roof insulation for residential attic retrofits?
2 real searches · 1 real-search pass
Building Science Corporation spray foam attic roofline open cell closed cell moisture vapor permeability guidanceGoogle ↗
OBSERVEDInstruction
DOE spray foam insulation open cell closed cell attic roof retrofit moisture roof deckGoogle ↗
OBSERVEDReason

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
Building Science Corporation spray foam attic roofline open cell closed cell moisture vapor permeability guidance Google ↗
DOE spray foam insulation open cell closed cell attic roof retrofit moisture roof deck Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Building Science Corporation spray foam attic roofline open cell closed cell moisture vapor permeability guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
DOE spray foam insulation open cell closed cell attic roof retrofit moisture roof deck
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1