Real ChatGPT answer · index seedDV7MywsFgqgcompleteHome services and improvement · roofingcommercial
How long does a metal roof actually last compared to an asphalt shingle roof when subjected to heavy winter snow and ice dams?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How long does a metal roof actually last compared to an asphalt shingle roof when subjected to heavy winter snow and ice dams?
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). 2 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
metal roof lifespan asphalt shingle roof lifespan snow ice dams cold climate building science sources Google ↗
ice dams roofing metal roof snow guards standing seam roof building science Google ↗
- Construct Roofs and Attics for Ice Dam Prevention · basc.pnnl.gov
- Metal Roofs · basc.pnnl.gov
- 34 # STANDING SEAM METAL ROOFING SYSTEMS IN COLD · nrcawebstorage.blob.core.windows.net
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Roof Design Considerations in Cold and High Altitude Regions · iibec.org
- Snow Guards for Metal Roofs · iibec.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
metal roof lifespan asphalt shingle roof lifespan snow ice dams cold climate building science sources OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
ice dams roofing metal roof snow guards standing seam roof building science OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |