What are the main performance differences between standing seam metal roofs and traditional asphalt shingles for a small business office building located in a high wind zone?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main performance differences between standing seam metal roofs and traditional asphalt shingles for a small business office building located in a high wind zone?
2 real searches · 1 real-search pass
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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
standing seam metal roofing wind uplift performance ASTM E1592 UL 580 asphalt shingles ASTM D7158 high wind comparison commercial building Google ↗
FEMA high wind roof design metal standing seam asphalt shingles roof edge details wind resistance Google ↗
- Using ASTM D7158 Where Standard Conditions Do Not Apply · asphaltroofing.org
- D7158/D7158M Standard Test Method for Wind Resistance of Asphalt Shingles (Uplift Force/Uplift Resistance Method) · store.astm.org
- Home Builder’s Guide · fema.gov
- Wind Retrofit Guide for · fema.gov
- Roof Edge Protection · basc.pnnl.gov
- Standing Seam Metal Roofs – Insurance Institute for Business & Home Safety · ibhs.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
standing seam metal roofing wind uplift performance ASTM E1592 UL 580 asphalt shingles ASTM D7158 high wind comparison commercial building OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FEMA high wind roof design metal standing seam asphalt shingles roof edge details wind resistance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |