What is the difference in cost and lifespan between metal roofing and architectural asphalt shingles for a medium-sized suburban house in the Sacramento valley?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the difference in cost and lifespan between metal roofing and architectural asphalt shingles for a medium-sized suburban house in the Sacramento valley?
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
Sacramento California metal roof cost per square foot architectural asphalt shingles installed cost 2026 lifespan Sacramento Valley Google ↗
California cool roof requirements residential reroof Sacramento asphalt shingles metal roofing energy code Google ↗
- Roof Replacement Cost in Sacramento, CA (2026): $14K–$25K · roofcostindex.com
- Roof Replacement Cost in Sacramento, CA (2026) · 3droofs.com
- How Much Does a New Roof Cost in Sacramento? (2026 Guide) · neweraroofingllc.net
- Roof Replacement Cost in Sacramento, CA (2026): $15,750–$27,250 · myroofdata.com
- Roofing Materials Comparison: What 25 Years of Sacramento Roof Work Has Taught Us · straightlineconstruction.com
- Sacramento, CA Metal Roof Installation Cost (2026): $14,150–$32,250 · costadia.com
- 2025 California Energy Code: Cool Roofs Requirements for Residential Buildings · santaclaraca.gov
- Re-roofing and the 2022 California Energy Code Compliance Requirements for Cool Roof · cityofsacramento.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Sacramento California metal roof cost per square foot architectural asphalt shingles installed cost 2026 lifespan Sacramento Valley OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
California cool roof requirements residential reroof Sacramento asphalt shingles metal roofing energy code OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |