Real ChatGPT answer · index seedye7EHDiazGgcompleteHome services and improvement · roofinginformational
How much should I expect to pay a contractor for a standard TPO membrane installation on a five thousand square foot commercial flat roof?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much should I expect to pay a contractor for a standard TPO membrane installation on a five thousand square foot commercial flat roof?
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 TPO commercial flat roof replacement cost per square foot installed pricing Google ↗
2026 commercial TPO roofing installation cost per square foot tear off insulation labor material Georgia Google ↗
- Commercial Roofing in Atlanta, GA · redturtleroofing.com
- Commercial Roofing Costs per Square Foot (2026) · theroofingbrief.com
- Commercial Flat Roof Cost: $3.50–$14/sq ft (2026) · roofvista.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 TPO commercial flat roof replacement cost per square foot installed pricing OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026 commercial TPO roofing installation cost per square foot tear off insulation labor material Georgia OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |