Real ChatGPT answer · index seedRByGx3yWslMcompleteHome services and improvement · roofingcommercial
I need an estimate on the average metal roof installation cost per square foot for a mid sized retail building in Atlanta before I call local vendors.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need an estimate on the average metal roof installation cost per square foot for a mid sized retail building in Atlanta before I call local vendors.
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
commercial metal roofing installation cost per square foot 2026 standing seam exposed fastener labor materials Google ↗
Atlanta Georgia commercial metal roof installation cost per square foot 2026 standing seam retrofit retail building Google ↗
- Commercial Roofing in Atlanta, GA · redturtleroofing.com
- Metal Roof Installation in Atlanta, GA · redturtleroofing.com
- Commercial Standing Seam Metal Roof, R-Panel, IMP 2026 · theroofingbrief.com
- Metal Retrofit in North Georgia · truehandroofing.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial metal roofing installation cost per square foot 2026 standing seam exposed fastener labor materials OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Atlanta Georgia commercial metal roof installation cost per square foot 2026 standing seam retrofit retail building OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |