Real ChatGPT answer · index seedJuxaiAaJWC0completeHome services and improvement · roofinginformational
We need to know if standing seam metal roofs are worth the extra upfront cost for local retail store owners.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to know if standing seam metal roofs are worth the extra upfront cost for local retail store owners.
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
standing seam metal roofing commercial building cost lifespan energy efficiency California Central Valley heat 2025 2026 Google ↗
California commercial cool roof requirements Title 24 standing seam metal roofing retail buildings Google ↗
- Roof Replacement Cost, Central Valley 2026 · econo-roofing.com
- Commercial Roof Systems Compared: TPO, EPDM, Metal · dehartroofs.com
- CA Title 24 · coolroofs.org
- 2025 Nonresidential Cool Roofs · energy.ca.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
standing seam metal roofing commercial building cost lifespan energy efficiency California Central Valley heat 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
California commercial cool roof requirements Title 24 standing seam metal roofing retail buildings OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |