Real ChatGPT answer · index seedlZKmo4e2SyocompleteHome services and improvement · roofingcommercial
As a busy mom of three, I need to know which asphalt shingle brands hold up best against heavy hail without breaking our family budget.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
As a busy mom of three, I need to know which asphalt shingle brands hold up best against heavy hail without breaking our family budget.
1 real search · 1 real-search pass
best Class 4 impact resistant asphalt shingles hail performance cost warranty 2026 Owens Corning FLEX GAF ArmorShield II CertainTeed NorthGate Malarkey Vista ARGoogle ↗
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 Class 4 impact resistant asphalt shingles hail performance cost warranty 2026 Owens Corning FLEX GAF ArmorShield II CertainTeed NorthGate Malarkey Vista AR Google ↗
- ROOF SHINGLE HAIL IMPACT RATINGS · fortifiedhome.org
- FORTIFIED Home Standard 2020 · insurance.ky.gov
- Best Class 4 Impact-Resistant Shingles (2026) Ranked · theroofingbrief.com
- Vista® AR shingles · malarkeyroofing.com
- Best Impact-Resistant Shingles for Michigan Hail · roofstellar.com