Real ChatGPT answer · index seedCRZULQY5WmkcompleteHome services and improvement · roofingcommercial
Which shingle brands hold up best against hail damage based on recent consumer reports and contractor reviews?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which shingle brands hold up best against hail damage based on recent consumer reports and contractor reviews?
1 real search · 1 real-search pass
2025 2026 consumer reports contractor reviews best hail resistant roofing shingles Class 4 Malarkey Owens Corning CertainTeed GAF real world hail performanceGoogle ↗
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
2025 2026 consumer reports contractor reviews best hail resistant roofing shingles Class 4 Malarkey Owens Corning CertainTeed GAF real world hail performance Google ↗
- IBHS Releases Its Most Expansive Impact-Resistant Shingle Ratings to Date – Insurance Institute for Business & Home Safety · ibhs.org
- IBHS 2025 Hail Impact-Resistant Shingle Ratings Show 18 Products as 'Good' · roofingcontractor.com
- Best Class 4 Impact-Resistant Shingles (2026) Ranked · theroofingbrief.com
- 3 Best AsphRoofing Shingles of 2026, Lab-Tested and Reviewed · consumerreports.org
- Class 4 Roof Shingles · gaf.com
- Best Impact-Resistant Shingles for Michigan Hail · roofstellar.com
- IBHS Hail Impact-Resistant Shingle Ratings · ibhs.org
Queries
1 queries · click a column to sort