should I upgrade from standard asphalt shingles to a metal roof on our new build for better durability
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
should I upgrade from standard asphalt shingles to a metal roof on our new build for better durability
1 real search · 1 real-search pass
metal roofing vs asphalt shingles lifespan cost New England freeze thaw standing seam residential 2026Google ↗
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 lifespan cost New England freeze thaw standing seam residential 2026 Google ↗
- Roofing Materials Compared · palmacontracting.com
- Metal Roof Cost in New England 2026 · roofingne.com