Real ChatGPT answer · index seedBEFxvaF6DIQcompleteHome services and improvement · roofingcommercial

Are ridge vents better than box vents for preventing ice dams in northern climates, and how does the installation process affect my existing attic insulation?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are ridge vents better than box vents for preventing ice dams in northern climates, and how does the installation process affect my existing attic insulation?
1 real search · 1 real-search pass
ridge vent vs box vents ice dams balanced attic ventilation insulation baffles cold climate building scienceGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
ridge vent vs box vents ice dams balanced attic ventilation insulation baffles cold climate building science Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ridge vent vs box vents ice dams balanced attic ventilation insulation baffles cold climate building science
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1