Real ChatGPT answer · index seedyhLLSFznlYUcompleteHome services and improvement · roofingcomparison

is rigid board insulation better than batt insulation for commercial attic conversions during a total roof overhaul

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

The searches the AI actually ran for this prompt.

SEED QUERY
is rigid board insulation better than batt insulation for commercial attic conversions during a total roof overhaul
2 real searches · 1 real-search pass
commercial roof retrofit rigid board insulation continuous insulation thermal bridging batt insulation attic conversion building science Houston climate zone 2AGoogle ↗
OBSERVEDReason
DOE roof insulation commercial buildings continuous insulation rigid board moisture control air barrier unvented attic roof assemblyGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
commercial roof retrofit rigid board insulation continuous insulation thermal bridging batt insulation attic conversion building science Houston climate zone 2A Google ↗
DOE roof insulation commercial buildings continuous insulation rigid board moisture control air barrier unvented attic roof assembly Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial roof retrofit rigid board insulation continuous insulation thermal bridging batt insulation attic conversion building science Houston climate zone 2A
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
DOE roof insulation commercial buildings continuous insulation rigid board moisture control air barrier unvented attic roof assembly
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1