What are the actual long-term maintenance cost savings of a metal roof versus thirty-year architectural shingles on a forever home built in the Pacific Northwest?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the actual long-term maintenance cost savings of a metal roof versus thirty-year architectural shingles on a forever home built in the Pacific Northwest?
3 real searches · 1 real-search pass
Pacific Northwest roof lifespan asphalt architectural shingles metal roofing maintenance moss rain climate lifecycle cost replacement estimatesGoogle ↗
OBSERVEDReason
2025 standing seam metal roof cost per square foot asphalt architectural shingles replacement cost lifespan maintenance sourcesGoogle ↗
OBSERVEDReason
roofing manufacturer asphalt shingle warranty 30 year lifespan maintenance moss Pacific Northwest metal roof maintenance corrosion standing seamGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Pacific Northwest roof lifespan asphalt architectural shingles metal roofing maintenance moss rain climate lifecycle cost replacement estimates Google ↗
2025 standing seam metal roof cost per square foot asphalt architectural shingles replacement cost lifespan maintenance sources Google ↗
roofing manufacturer asphalt shingle warranty 30 year lifespan maintenance moss Pacific Northwest metal roof maintenance corrosion standing seam Google ↗
- How Long Does a Roof Last in the Pacific Northwest? · peaksroofs.com
- How Long Does a Roof Last in Oregon? · roofbystorm.com
- How Long Does a Roof Last in Western Washington? · massandmass.com
- Metal vs. Asphalt Roof Cost in Washington & Oregon (2026) · peaksroofs.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Pacific Northwest roof lifespan asphalt architectural shingles metal roofing maintenance moss rain climate lifecycle cost replacement estimates OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2025 standing seam metal roof cost per square foot asphalt architectural shingles replacement cost lifespan maintenance sources OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
roofing manufacturer asphalt shingle warranty 30 year lifespan maintenance moss Pacific Northwest metal roof maintenance corrosion standing seam OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |