Real ChatGPT answer · index seedpOEhST70UUMcompleteHome services and improvement · roofingcomparison
Evaluate the cost per square for a fully adhered Carlisle 60 mil TPO system versus a mechanically attached Johns Manville TPO roof on a fifty thousand square foot warehouse.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Evaluate the cost per square for a fully adhered Carlisle 60 mil TPO system versus a mechanically attached Johns Manville TPO roof on a fifty thousand square foot warehouse.
3 real searches · 1 real-search pass
2026 60 mil TPO roof installed cost per square fully adhered mechanically attached commercial roofing costGoogle ↗
OBSERVEDComparison
Carlisle SynTec 60 mil TPO fully adhered installation requirements bonding adhesive mechanically attached specificationsGoogle ↗
OBSERVEDInstruction
Johns Manville TPO mechanically attached roofing system installation specifications 60 milGoogle ↗
OBSERVEDInstruction
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 60 mil TPO roof installed cost per square fully adhered mechanically attached commercial roofing cost Google ↗
Carlisle SynTec 60 mil TPO fully adhered installation requirements bonding adhesive mechanically attached specifications Google ↗
Johns Manville TPO mechanically attached roofing system installation specifications 60 mil Google ↗
- Commercial Roofing Costs per Square Foot (2026) · theroofingbrief.com
- Commercial Roofs 2026: System, Lifespan, Cost Overview · theroofingbrief.com
- JOHNS MANVILLE CORPORATION · jm.com
- Materials:JM TPO · rpm.rcabc.org
- Sure-Weld TPO Bonding Adhesive Product Data Sheet PDS · carlislesyntec.com
- ch-cd.carlislesyntec.com · ch-cd.carlislesyntec.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 60 mil TPO roof installed cost per square fully adhered mechanically attached commercial roofing cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Carlisle SynTec 60 mil TPO fully adhered installation requirements bonding adhesive mechanically attached specifications OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Johns Manville TPO mechanically attached roofing system installation specifications 60 mil OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |