Real ChatGPT answer · index seed4uxKVzyHmsAcompleteHome services and improvement · roofingcomparison
My husband and I are trying to decide if architectural shingles are worth the extra cost over three-tab for our retirement budget.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My husband and I are trying to decide if architectural shingles are worth the extra cost over three-tab for our retirement budget.
1 real search · 1 real-search pass
architectural vs three tab asphalt shingles lifespan cost wind resistance 2026 manufacturer guidanceGoogle ↗
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 vs three tab asphalt shingles lifespan cost wind resistance 2026 manufacturer guidance Google ↗
- Roofing with Architectural vs. Asphalt Shingles · servpro.com
- 3-Tab vs Architectural Shingles: Cost & Lifespan · theroofingbrief.com
- Architectural vs 3-Tab Shingles: 2026 Cost, Lifespan & Curb Appeal · aibuildcalc.com