How are rising material costs impacting average roof replacement cost estimates for residential rental portfolios this quarter?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How are rising material costs impacting average roof replacement cost estimates for residential rental portfolios this quarter?
3 real searches · 1 real-search pass
Q4 2026 roofing material costs asphalt shingles roofing prices construction input inflation October 2026 United StatesGoogle ↗
OBSERVEDShort fact
2026 residential roof replacement cost per square asphalt shingles metal roofing labor materials cost trendsGoogle ↗
OBSERVEDComparison
2026 producer price index asphalt roofing shingles roofing materials October 2026Google ↗
OBSERVEDShort fact
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
Q4 2026 roofing material costs asphalt shingles roofing prices construction input inflation October 2026 United States Google ↗
2026 residential roof replacement cost per square asphalt shingles metal roofing labor materials cost trends Google ↗
2026 producer price index asphalt roofing shingles roofing materials October 2026 Google ↗
- Roofing Material Prices: Monthly Trend for Contractors (Sep 2026) · buildworkpro.com
- GAF We protect what matters most™ April 23, 2026 · marsupply.com
- Roofing Material Prices · procore.com
- Construction Input Costs Rise 11.9% From September 2025 To September 2026 As Price Increases Spread From Fuel & Metals To Other Goods & Deliveries · agc.org
- Producer Price Index News Release · bls.gov
- 2026 Roofing Cost Report: National + Regional Data · theroofingbrief.com
- October 2026 Commodity Report · romacfl.com
- Producer Price Index by Commodity: Nonmetallic Mineral Products: Prepared Asphalt and Tar Roofing and Siding Products (WPU136101) | FRED · fred.stlouisfed.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Q4 2026 roofing material costs asphalt shingles roofing prices construction input inflation October 2026 United States OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026 residential roof replacement cost per square asphalt shingles metal roofing labor materials cost trends OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 producer price index asphalt roofing shingles roofing materials October 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |