Our new build roof is being installed this week and I need to decide within the hour if we should upgrade from standard architectural asphalt shingles to a standing seam metal roof.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our new build roof is being installed this week and I need to decide within the hour if we should upgrade from standard architectural asphalt shingles to a standing seam metal roof.
2 real searches · 1 real-search pass
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 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
standing seam metal roof vs architectural asphalt shingles cost lifespan hail wind fire energy maintenance new construction 2026 Google ↗
New Mexico Albuquerque roofing climate hail UV wind metal standing seam asphalt shingles homeowner guidance Google ↗
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Metal vs. Asphalt Roofing: What’s the Difference? (2026) · thisoldhouse.com
- Metal Roofs · basc.pnnl.gov
- Metal Roofing Albuquerque NM | Standing Seam, Corrugated, R-Panel · albuquerqueroofingguys.com
- Metal roof or asphalt shingles · theroofinglist.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
standing seam metal roof vs architectural asphalt shingles cost lifespan hail wind fire energy maintenance new construction 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
New Mexico Albuquerque roofing climate hail UV wind metal standing seam asphalt shingles homeowner guidance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |