Real ChatGPT answer · index seedbiYZrSraNWEcompleteHome services and improvement · roofingcommercial
My asphalt shingles are curling badly and I need to know if I should just switch to a metal roof for better durability in heavy snow before winter hits next month.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My asphalt shingles are curling badly and I need to know if I should just switch to a metal roof for better durability in heavy snow before winter hits next month.
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
metal roofing heavy snow snow guards ice dams standing seam installation cold climate guidance Google ↗
asphalt shingles curling causes replacement roof ventilation ice water shield cold climate guidance Google ↗
- Metal Roofs · basc.pnnl.gov
- Asphalt Shingle Roofs · basc.pnnl.gov
- Snow Guards for Metal Roofs · iibec.org
- Roof Design Considerations in Cold and High Altitude Regions · iibec.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
metal roofing heavy snow snow guards ice dams standing seam installation cold climate guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
asphalt shingles curling causes replacement roof ventilation ice water shield cold climate guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |