Real ChatGPT answer · index seedV0YTpX7gagEcompleteHome services and improvement · roofingbrand

Which asphalt shingle brand has the best reputation for durability in heavy snow regions since I am replacing my entire roof before winter hits

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which asphalt shingle brand has the best reputation for durability in heavy snow regions since I am replacing my entire roof before winter hits
1 real search · 1 real-search pass
best asphalt shingle brands durability cold snowy climates ice dam freeze thaw impact resistance CertainTeed Malarkey Owens Corning GAF manufacturer specificationsGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
best asphalt shingle brands durability cold snowy climates ice dam freeze thaw impact resistance CertainTeed Malarkey Owens Corning GAF manufacturer specifications Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best asphalt shingle brands durability cold snowy climates ice dam freeze thaw impact resistance CertainTeed Malarkey Owens Corning GAF manufacturer specifications
OBSERVED
Google ↗
AI Mode ↗
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