Real ChatGPT answer · index seedRYoSP7nGhWccompleteHome services and improvement · roofinginformational
What are the main durability differences between architectural asphalt shingles and standing seam metal roofing for commercial properties in snowy climates?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main durability differences between architectural asphalt shingles and standing seam metal roofing for commercial properties in snowy climates?
3 real searches · 1 real-search pass
architectural asphalt shingles vs standing seam metal roofing durability snow ice dams freeze thaw service life commercial buildingsGoogle ↗
OBSERVEDComparison
Metal Construction Association standing seam roof snow ice dams thermal movement durabilityGoogle ↗
OBSERVEDReason
Asphalt Roofing Manufacturers Association shingles cold climates ice dams durability freeze thawGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
architectural asphalt shingles vs standing seam metal roofing durability snow ice dams freeze thaw service life commercial buildings Google ↗
Metal Construction Association standing seam roof snow ice dams thermal movement durability Google ↗
Asphalt Roofing Manufacturers Association shingles cold climates ice dams durability freeze thaw Google ↗
- Asphalt Roofing Manufacturers Association® · asphaltroofing.org
- Metal Roofs · basc.pnnl.gov
- 34 # STANDING SEAM METAL ROOFING SYSTEMS IN COLD · nrcawebstorage.blob.core.windows.net
- Construction: Roofing - FAQs · smdisteel.org
- Recommendations for Installation of Asphalt Roofing Shingles in Cold Weather · asphaltroofing.org
- Notes to ASM Standard · rpm.rcabc.org
- Frequently Asked Questions for Professionals · asphaltroofing.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
architectural asphalt shingles vs standing seam metal roofing durability snow ice dams freeze thaw service life commercial buildings OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Metal Construction Association standing seam roof snow ice dams thermal movement durability OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Asphalt Roofing Manufacturers Association shingles cold climates ice dams durability freeze thaw OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |