Real ChatGPT answer · index seedOSiRTbQkzW8completeHome services and improvement · roofingcommercial
We need to replace our leaking roof before winter, so what are the highest rated architectural shingles on the market right now?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to replace our leaking roof before winter, so what are the highest rated architectural shingles on the market right now?
1 real search · 1 real-search pass
best architectural asphalt shingles 2026 ratings reviews wind warranty impact resistanceGoogle ↗
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
best architectural asphalt shingles 2026 ratings reviews wind warranty impact resistance Google ↗
- GAF Timberline HDZ Barkwood Algae Resistant Architectural Roof Shingles ( 33.33-sq ft per Bundle ) · lowes.com
- Best Asphalt Shingles (2026): Top Brands Ranked · theroofingbrief.com
- Shingle Comparison Chart · widgets.gaf.com
- Best Architectural Shingles 2026: Ranked + Bundle Prices · theroofingbrief.com
- Protect Your Roof with Timberline AS II Shingles · gaf.com
- 3 Best AsphRoofing Shingles of 2026, Lab-Tested and Reviewed · consumerreports.org
- Roofing Ratings & Reviews · consumerreports.org