Real ChatGPT answer · index seedWwnG6h5zrpkcompleteHome services and improvement · roofingcomparison
Are architectural shingles really worth the extra cost over three-tab shingles when you are living on a fixed retirement budget and plan to sell in five years?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are architectural shingles really worth the extra cost over three-tab shingles when you are living on a fixed retirement budget and plan to sell in five years?
1 real search · 1 real-search pass
architectural shingles vs three tab shingles cost lifespan resale value 2026 roofing cost comparisonGoogle ↗
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 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
architectural shingles vs three tab shingles cost lifespan resale value 2026 roofing cost comparison Google ↗
- Architectural vs 3-Tab Shingles in Massachusetts · masshomecomfort.com
- 3-Tab vs Architectural Shingles: Cost & Lifespan · theroofingbrief.com
- Roofing with Architectural vs. Asphalt Shingles · servpro.com
- 3-Tab Vs. Architectural Shingles (2026) · todayshomeowner.com