We are trying to decide if the upgrade to a metal roof is worth the extra cost over architectural shingles on our new construction home with two toddlers running around.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are trying to decide if the upgrade to a metal roof is worth the extra cost over architectural shingles on our new construction home with two toddlers running around.
1 real search · 1 real-search pass
metal roofing vs architectural asphalt shingles lifespan cost energy efficiency snow guards residential roof authoritative sourcesGoogle ↗
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 architectural asphalt shingles lifespan cost energy efficiency snow guards residential roof authoritative sources Google ↗
- Cost-Reduction Roadmap for · nrel.gov
- Metal Roofs · basc.pnnl.gov
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Roofing Buying Guide · consumerreports.org
- FAQS · metalroofing.com