My builder quoted me a metal roof upgrade for my new build, but is asphalt shingle actually better for resale value in a starter neighborhood?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My builder quoted me a metal roof upgrade for my new build, but is asphalt shingle actually better for resale value in a starter neighborhood?
1 real search · 1 real-search pass
metal roof vs asphalt shingles resale value cost recoup 2025 2026 Remodeling Cost vs Value roofingGoogle ↗
OBSERVEDComparison
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).
Searches and sources
ChatGPT1 real searches · gpt-6
metal roof vs asphalt shingles resale value cost recoup 2025 2026 Remodeling Cost vs Value roofing Google ↗
- Windows, Roof, Siding: What the Boring Replacements Actually Return · raisethevalue.com
- Does a New Roof Increase Home Value? 2025 ROI Data · theroofingbrief.com
- Home Improvement ROI in PA · jhersheyconstruction.com