How much does it usually cost to replace a flat commercial roof on a small retail strip mall today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much does it usually cost to replace a flat commercial roof on a small retail strip mall today?
1 real search · 1 real-search pass
2026 commercial flat roof replacement cost per square foot TPO Texas tear off insulation retail buildingGoogle ↗
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
2026 commercial flat roof replacement cost per square foot TPO Texas tear off insulation retail building Google ↗
- Commercial Roofing Costs per Square Foot (2026) · theroofingbrief.com
- Flat Roof Replacement Cost 2026 (Per Sq Ft) · theroofingbrief.com
- Roof Cost Per Square Foot DFW · jrh-construction.com
- Commercial Roof Cost in Texas (2026 Prices) · peoplesconstruction.info