Real ChatGPT answer · index seedAwZoCOpG80gcompleteHome services and improvement · roofingcommercial
Which budget-friendly asphalt shingle lines are rated best for high winds so I do not have to pay for storm repairs every season?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which budget-friendly asphalt shingle lines are rated best for high winds so I do not have to pay for storm repairs every season?
1 real search · 1 real-search pass
best budget asphalt architectural shingles high wind rating ASTM D7158 Class H manufacturer wind warranty Oakridge GAF HDZ IKO Cambridge 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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
best budget asphalt architectural shingles high wind rating ASTM D7158 Class H manufacturer wind warranty Oakridge GAF HDZ IKO Cambridge 2026 Google ↗
- TECHNICAL DATA SHEET · iko.com
- IKO CAMBRIDGE ARCHITECTURAL SHINGLES 5 · hwconstruction.com
- Best Asphalt Shingle Brands 2026: GAF vs Owens Corning vs CertainTeed vs IKO · roofvista.com
- IKO manufacturer website · iko.com
- 2026 Shingle Brand Comparison Report (7 Brands) · theroofingbrief.com
- Shingles Blowing Off Roof: 6 Causes & Wind Ratings · theroofingbrief.com
- Asphalt Roofing Manufacturers Association · asphaltroofing.org
- Technical Advisory Bulletin · gaf.com
- View product · lowes.com
- Owens Corning manufacturer website · owenscorning.com
- CertainTeed manufacturer website · certainteed.com
- Best Impact-Resistant Shingles for Michigan Hail · roofstellar.com
- Best Architectural Shingles 2026: Ranked + Bundle Prices · theroofingbrief.com