Real ChatGPT answer · index seed3lbhymgP8CIcompleteHome services and improvement · roofingcommercial
Are metal roofs significantly better than architectural asphalt shingles at preventing ice dams during heavy freezing weather?
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The searches the AI actually ran for this prompt.
SEED QUERY
Are metal roofs significantly better than architectural asphalt shingles at preventing ice dams during heavy freezing weather?
1 real search · 1 real-search pass
metal roofing vs asphalt shingles ice dams snow shedding roof ventilation insulation ice and water shield 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
metal roofing vs asphalt shingles ice dams snow shedding roof ventilation insulation ice and water shield building science Google ↗
- Construct Roofs and Attics for Ice Dam Prevention · basc.pnnl.gov
- Attic Air Sealing, Insulating, and Ventilating for Ice Dam Prevention · basc.pnnl.gov
- CHAPTER 9 ROOF ASSEMBLIES · codes.iccsafe.org