Real ChatGPT answer · index seedwWgIlxbyf0kcompleteHome services and improvement · contractors and remodelingcommercial
We need to replace our asphalt shingle roof before winter, so what are the top-rated roofing companies in upstate New York according to recent consumer reviews?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to replace our asphalt shingle roof before winter, so what are the top-rated roofing companies in upstate New York according to recent consumer reviews?
1 real search · 1 real-search pass
best reviewed roofing companies Upstate New York consumer reviews 2026 asphalt shingle roof replacementGoogle ↗
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 reviewed roofing companies Upstate New York consumer reviews 2026 asphalt shingle roof replacement Google ↗
- Best Roofers in Albany, NY (2026): Replacement & Repair, Verified · theroofingbrief.com
- Roofing Companies Near Loudonville, NY · bestprosintown.com
- Best Roofers in Buffalo, NY (2026): Replacement & Repair, Verified · theroofingbrief.com
- Best Roofers in Rochester, NY (2026): Replacement & Repair, Verified · theroofingbrief.com