I want to compare commercial roof replacement costs for a TPO membrane versus a metal roof on a 20000 square foot warehouse in Georgia.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I want to compare commercial roof replacement costs for a TPO membrane versus a metal roof on a 20000 square foot warehouse in Georgia.
3 real searches · 1 real-search pass
2026 commercial warehouse roof replacement cost per square foot TPO membrane Georgia labor materialsGoogle ↗
OBSERVEDComparison
2026 commercial standing seam metal roof replacement cost per square foot commercial building southeast United StatesGoogle ↗
OBSERVEDReason
Georgia commercial roofing TPO membrane replacement cost per square foot metal roof costGoogle ↗
OBSERVEDComparison
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). 3 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 commercial warehouse roof replacement cost per square foot TPO membrane Georgia labor materials Google ↗
2026 commercial standing seam metal roof replacement cost per square foot commercial building southeast United States Google ↗
Georgia commercial roofing TPO membrane replacement cost per square foot metal roof cost Google ↗
- Commercial Roofing Cost in Savannah, GA (2026 Pricing) · coastalroofga.com
- Cost of Commercial Roof Replacement · coastalroofga.com
- Commercial Roofing Costs per Square Foot (2026) · theroofingbrief.com
- How Much Does It Cost to Replace a Commercial Roof? (2026 Estimating Guide) · durablerooftopsolutions.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 commercial warehouse roof replacement cost per square foot TPO membrane Georgia labor materials OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 commercial standing seam metal roof replacement cost per square foot commercial building southeast United States OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Georgia commercial roofing TPO membrane replacement cost per square foot metal roof cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |