Real ChatGPT answer · index seedK6eE1j8HVQ8completeHome services and improvement · roofinginformational
Why are architectural shingles more expensive than traditional three-tab shingles and are they worth the extra money
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are architectural shingles more expensive than traditional three-tab shingles and are they worth the extra money
1 real search · 1 real-search pass
architectural shingles vs three tab cost lifespan wind resistance manufacturer roofing guide 2026Google ↗
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
architectural shingles vs three tab cost lifespan wind resistance manufacturer roofing guide 2026 Google ↗
- How Much Do Architectural Roof Shingles Cost? (2026) · homeguide.com
- Roofing with Architectural vs. Asphalt Shingles · servpro.com