I need help analyzing whether this contractor quote for roof replacement in Ohio includes standard industry markups or if I should get a second opinion.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need help analyzing whether this contractor quote for roof replacement in Ohio includes standard industry markups or if I should get a second opinion.
1 real search · 1 real-search pass
Ohio roof replacement average cost per square 2026 asphalt shingles labor materials contractor overhead profit markupGoogle ↗
OBSERVEDReason
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
Ohio roof replacement average cost per square 2026 asphalt shingles labor materials contractor overhead profit markup Google ↗
- Ohio Roof Replacement Cost: $11,000–$16,000 (2026) · smartroofingcalculator.com
- Columbus Roof Replacement Cost 2026: Free Quote Check · thefatbook.com
- Roof Replacement Cost in Ohio (2026) · getclearcost.com