Real ChatGPT answer · index seedDxunbPbUEZAcompleteHome services and improvement · roofingcommercial
Are Tamko heritage shingles actually holding up well against high winds compared to architectural alternatives this year
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are Tamko heritage shingles actually holding up well against high winds compared to architectural alternatives this year
1 real search · 1 real-search pass
2026 TAMKO Heritage shingles wind resistance warranty 110 130 mph compared GAF Timberline HDZ Owens Corning Duration CertainTeed Landmark independent reviews wind damageGoogle ↗
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
2026 TAMKO Heritage shingles wind resistance warranty 110 130 mph compared GAF Timberline HDZ Owens Corning Duration CertainTeed Landmark independent reviews wind damage Google ↗
- P.O. Box 97 · irp.cdn-website.com
- Shingle Wind Warranty Comparison by Brand (2026) · theroofingbrief.com
- 2026 Shingle Brand Comparison Report (7 Brands) · theroofingbrief.com
- SECTION 07 13 13 · tamko.com
- We Tested Tamko Titan XT Shingles: Are They Worth It? · bobvila.com
Queries
1 queries · click a column to sort