What factors influence the total price difference between asphalt shingles and metal roofing on a two thousand square foot new construction roof?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What factors influence the total price difference between asphalt shingles and metal roofing on a two thousand square foot new construction 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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT2 real searches · gpt-6
2026 asphalt shingles metal roof installation cost comparison standing seam exposed fastener United States Google ↗
2026 asphalt shingle vs metal roofing installed cost per square foot new construction US cost factors Google ↗
- Metal Roof vs. Shingles Cost Comparison (2026) · homeguide.com
- How Much Does a Standing Seam Metal Roof Cost in 2025? · thisoldhouse.com
- Roof Cost Per Square Foot in 2026: Asphalt, Metal, Tile, Slate · theroofingbrief.com
- Metal Roofing Prices 2026: Standing Seam & Per-Square · theroofingbrief.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 asphalt shingles metal roof installation cost comparison standing seam exposed fastener United States OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 asphalt shingle vs metal roofing installed cost per square foot new construction US cost factors OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |