Real ChatGPT answer · index seedOtrfDDL4jMkcompleteHome services and improvement · roofingcomparison

Between GAF Timberline HDZ and CertainTeed Landmark, which shingle handles heavy snow loads and ice dams better for a home in upstate New York?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Between GAF Timberline HDZ and CertainTeed Landmark, which shingle handles heavy snow loads and ice dams better for a home in upstate New York?
2 real searches · 1 real-search pass
GAF Timberline HDZ technical data sheet wind warranty sealant strip ASTM D3462 ice dam underlayment installation manualGoogle ↗
OBSERVED
CertainTeed Landmark shingle technical data sheet wind warranty sealant strip ASTM D3462 ice dam installation manualGoogle ↗
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
GAF Timberline HDZ technical data sheet wind warranty sealant strip ASTM D3462 ice dam underlayment installation manual Google ↗
CertainTeed Landmark shingle technical data sheet wind warranty sealant strip ASTM D3462 ice dam installation manual Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GAF Timberline HDZ technical data sheet wind warranty sealant strip ASTM D3462 ice dam underlayment installation manual
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
CertainTeed Landmark shingle technical data sheet wind warranty sealant strip ASTM D3462 ice dam installation manual
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1