Real ChatGPT answer · index seedAWHDmnxhmYgcompleteReal estate · new constructionhowto

Can you compare the wind uplift ratings and thermal performance of standing seam metal roofing versus architectural asphalt shingles for a coastal build in New England?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the wind uplift ratings and thermal performance of standing seam metal roofing versus architectural asphalt shingles for a coastal build in New England?
2 real searches · 1 real-search pass
standing seam metal roof wind uplift testing ASTM E1592 UL 580 coastal installation guidance asphalt shingles ASTM D7158 wind resistance classes manufacturer technical bulletinGoogle ↗
OBSERVED
architectural asphalt shingles wind rating ASTM D7158 Class H 150 mph standing seam metal roofing thermal performance R value solar reflectance New EnglandGoogle ↗
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
standing seam metal roof wind uplift testing ASTM E1592 UL 580 coastal installation guidance asphalt shingles ASTM D7158 wind resistance classes manufacturer technical bulletin Google ↗
architectural asphalt shingles wind rating ASTM D7158 Class H 150 mph standing seam metal roofing thermal performance R value solar reflectance New England Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
standing seam metal roof wind uplift testing ASTM E1592 UL 580 coastal installation guidance asphalt shingles ASTM D7158 wind resistance classes manufacturer technical bulletin
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
architectural asphalt shingles wind rating ASTM D7158 Class H 150 mph standing seam metal roofing thermal performance R value solar reflectance New England
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1