Real ChatGPT answer · index seedvvphhfuxZAYcompleteHome services and improvement · roofingbrand

What are the exact attic insulation and air sealing requirements needed to completely eliminate ice dam formation without adding mechanical heat cables?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the exact attic insulation and air sealing requirements needed to completely eliminate ice dam formation without adding mechanical heat cables?
2 real searches · 1 real-search pass
Philadelphia Pennsylvania attic insulation air sealing ice dams climate zone 4 R-49 code requirements ENERGY STAR DOE Building AmericaGoogle ↗
OBSERVEDInstruction
Building Science Corporation ice dams attic air sealing insulation ventilation cold roof recommendationsGoogle ↗
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
Philadelphia Pennsylvania attic insulation air sealing ice dams climate zone 4 R-49 code requirements ENERGY STAR DOE Building America Google ↗
Building Science Corporation ice dams attic air sealing insulation ventilation cold roof recommendations Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Philadelphia Pennsylvania attic insulation air sealing ice dams climate zone 4 R-49 code requirements ENERGY STAR DOE Building America
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Building Science Corporation ice dams attic air sealing insulation ventilation cold roof recommendations
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1