What is the total estimated cost to replace a leaking modified bitumen roof with a modern TPO roofing system on a 10000 square foot light industrial building?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the total estimated cost to replace a leaking modified bitumen roof with a modern TPO roofing system on a 10000 square foot light industrial building?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 commercial TPO roof replacement cost per square foot tear off insulation labor materials United States Google ↗
Springfield Ohio commercial flat roof TPO replacement cost per square foot 2026 Google ↗
- What Does a Commercial Roof Cost in Ohio? (2026 Pricing Guide) · toledosuperiorcommercialroofing.com
- How Much Does TPO Roofing Cost in Toledo? (2026 Price Guide) · toledosuperiorcommercialroofing.com
- Flat Roof Replacement Cost 2026 (Per Sq Ft) · theroofingbrief.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 commercial TPO roof replacement cost per square foot tear off insulation labor materials United States OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Springfield Ohio commercial flat roof TPO replacement cost per square foot 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |