Is it worth paying extra for a metal roof over architectural asphalt shingles on a single story ranch house?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth paying extra for a metal roof over architectural asphalt shingles on a single story ranch house?
1 real search · 1 real-search pass
metal roofing vs architectural asphalt shingles lifespan cost standing seam residential roof California climate energy savings 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 architectural asphalt shingles lifespan cost standing seam residential roof California climate energy savings 2026 Google ↗
- Roof Replacement Cost by Material in California (2026) · ca-roofing-directory.vercel.app
- Metal vs Asphalt Shingle Roof: 2026 Comparison · theroofingbrief.com
- Best Roofing Materials for SoCal · valorroofinc.com