Real ChatGPT answer · index seedxYS0C6mA0dUcompleteHome services and improvement · roofingcommercial
What factors are driving the average roof replacement price fluctuations for commercial-grade modified bitumen systems in the current market?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What factors are driving the average roof replacement price fluctuations for commercial-grade modified bitumen systems in the current market?
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 commercial roofing material cost trends asphalt bitumen insulation labor price index roofing contractors Google ↗
BLS producer price index asphalt roofing materials construction labor costs 2026 Google ↗
- Producer Price Index News Release · bls.gov
- Producer Price Index by Industry: Roofing Contractors, Nonresidential Building Work (PCU23816X23816X) | FRED · fred.stlouisfed.org
- Producer Price Index by Industry: Asphalt Shingle and Coating Materials Manufacturing: Roofing Asphalts and Pitches, Coatings, and Cements (PCU3241223241221) | FRED · fred.stlouisfed.org
- 2026 State of the Roofing Industry · roofingcontractor.com
- Construction Business Taking a Hit From Iran Conflict · wsj.com
- 2026 RSMeans Data Cost Book Updates · rsmeans.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 commercial roofing material cost trends asphalt bitumen insulation labor price index roofing contractors OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
BLS producer price index asphalt roofing materials construction labor costs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |