Real ChatGPT answer · index seedShoy0WCp6yccompleteReal estate · new constructioninformational

Are asphalt shingles or metal roofing better for a new build warehouse located in a heavy snowfall region like 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
Are asphalt shingles or metal roofing better for a new build warehouse located in a heavy snowfall region like Upstate New York?
2 real searches · 1 real-search pass
Upstate New York commercial warehouse roof snow load design ASCE 7 ground snow load NYS building code metal roof standing seam low slopeGoogle ↗
OBSERVED
standing seam metal roof snow guards snow load commercial building cold climate condensation design guidance NRCA MBMAGoogle ↗
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
Upstate New York commercial warehouse roof snow load design ASCE 7 ground snow load NYS building code metal roof standing seam low slope Google ↗
standing seam metal roof snow guards snow load commercial building cold climate condensation design guidance NRCA MBMA Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Upstate New York commercial warehouse roof snow load design ASCE 7 ground snow load NYS building code metal roof standing seam low slope
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
standing seam metal roof snow guards snow load commercial building cold climate condensation design guidance NRCA MBMA
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1