Real ChatGPT answer · index seed06yeLl4vc4IcompleteHome services and improvement · roofinginformational

What are the main causes of ice dams on sloped shingle roofs in northern climates, and how can proper attic ventilation prevent them from forming during winter break?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the main causes of ice dams on sloped shingle roofs in northern climates, and how can proper attic ventilation prevent them from forming during winter break?
2 real searches · 1 real-search pass
ice dams causes attic ventilation air sealing insulation roof temperature extension universityGoogle ↗
OBSERVED
ice dams attic ventilation prevention soffit ridge ventilation building science corporationGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
ice dams causes attic ventilation air sealing insulation roof temperature extension university Google ↗
ice dams attic ventilation prevention soffit ridge ventilation building science corporation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ice dams causes attic ventilation air sealing insulation roof temperature extension university
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ice dams attic ventilation prevention soffit ridge ventilation building science corporation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1