We are building a house on a tight budget and I need to know if upgrading from architectural asphalt shingles to a metal roof is worth the extra upfront cost in the long run.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are building a house on a tight budget and I need to know if upgrading from architectural asphalt shingles to a metal roof is worth the extra upfront cost in the long run.
3 real searches · 1 real-search pass
architectural asphalt shingles vs metal roof cost lifespan lifecycle cost 2025 2026 United StatesGoogle ↗
OBSERVED
metal roofing energy savings cool roof asphalt shingles insurance wind resistance North CarolinaGoogle ↗
OBSERVED
roofing material lifespan architectural asphalt shingles metal roof manufacturer warranty expected lifespanGoogle ↗
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
architectural asphalt shingles vs metal roof cost lifespan lifecycle cost 2025 2026 United States Google ↗
metal roofing energy savings cool roof asphalt shingles insurance wind resistance North Carolina Google ↗
roofing material lifespan architectural asphalt shingles metal roof manufacturer warranty expected lifespan Google ↗
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Metal Roofs · basc.pnnl.gov
- Cost-Reduction Roadmap for · nrel.gov
- Consumer Guide to Cool Roofs · energy.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
architectural asphalt shingles vs metal roof cost lifespan lifecycle cost 2025 2026 United States OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
metal roofing energy savings cool roof asphalt shingles insurance wind resistance North Carolina OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
roofing material lifespan architectural asphalt shingles metal roof manufacturer warranty expected lifespan OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |