Can you compare the long term maintenance costs of asphalt shingles versus metal roofing for a new construction home in the Pacific Northwest with kids playing outside?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the long term maintenance costs of asphalt shingles versus metal roofing for a new construction home in the Pacific Northwest with kids playing outside?
1 real search · 1 real-search pass
Pacific Northwest roofing asphalt shingles moss maintenance metal standing seam lifecycle cost lifespan 2026Google ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Pacific Northwest roofing asphalt shingles moss maintenance metal standing seam lifecycle cost lifespan 2026 Google ↗
- How Long Does a Roof Last in the Pacific Northwest? · peaksroofs.com
- How Long Does a Roof Last in Oregon? · roofbystorm.com
- roof4life.org · roof4life.org