How does the lifespan and maintenance of an architectural asphalt shingle roof compare to a standing seam metal roof in heavy winter snow?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the lifespan and maintenance of an architectural asphalt shingle roof compare to a standing seam metal roof in heavy winter snow?
1 real search · 1 real-search pass
standing seam metal roof lifespan snow shedding ice dams asphalt shingles lifespan cold climate building scienceGoogle ↗
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
standing seam metal roof lifespan snow shedding ice dams asphalt shingles lifespan cold climate building science Google ↗
- Metal Roofs · basc.pnnl.gov
- Technical Notes · buildsite.com
- 34 # STANDING SEAM METAL ROOFING SYSTEMS IN COLD · nrcawebstorage.blob.core.windows.net