Real ChatGPT answer · index seedtSeoDOyxPykcompleteHome services and improvement · roofingcommercial
can anyone recommend the most reliable shingle brands for a first time homeowner who wants something durable that wont break the bank
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
can anyone recommend the most reliable shingle brands for a first time homeowner who wants something durable that wont break the bank
1 real search · 1 real-search pass
best architectural asphalt shingles brands durability warranty wind resistance 2026 Owens Corning GAF CertainTeed IKO AtlasGoogle ↗
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 architectural asphalt shingles brands durability warranty wind resistance 2026 Owens Corning GAF CertainTeed IKO Atlas Google ↗