What are the main pros and cons of choosing a metal roof over standard asphalt shingles on a brand new build house?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main pros and cons of choosing a metal roof over standard asphalt shingles on a brand new build house?
1 real search · 1 real-search pass
metal roofing vs asphalt shingles lifespan cost energy efficiency cool roof guidance building science 2025Google ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
metal roofing vs asphalt shingles lifespan cost energy efficiency cool roof guidance building science 2025 Google ↗
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Roofing Buying Guide · consumerreports.org
- Metal vs. Asphalt Roofing: What’s the Difference? (2026) · thisoldhouse.com
- Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov