Real ChatGPT answer · index seed65aG4kg5usEcompleteHome services and improvement · roofinginformational
How has inflation impacted the pricing gap between asphalt shingles and standing seam metal roofing this quarter?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How has inflation impacted the pricing gap between asphalt shingles and standing seam metal roofing this quarter?
3 real searches · 1 real-search pass
Q4 2026 roofing material prices asphalt shingles standing seam metal roofing inflation October 2026 cost comparisonGoogle ↗
OBSERVEDComparison
2026 September October producer price index asphalt shingles steel roofing materials metal roofing inflationGoogle ↗
OBSERVEDShort fact
2026 roofing cost per square asphalt shingles standing seam metal roof installed price dataGoogle ↗
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). 2 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 prices asphalt shingles standing seam metal roofing inflation October 2026 cost comparison Google ↗
2026 September October producer price index asphalt shingles steel roofing materials metal roofing inflation Google ↗
2026 roofing cost per square asphalt shingles standing seam metal roof installed price data Google ↗
- Producer Price Index News Release · bls.gov
- Producer Price Index by Commodity: Metals and Metal Products: Steel Mill Products | ALFRED · alfred.stlouisfed.org
- Producer Price Index by Commodity: Nonmetallic Mineral Products: Prepared Asphalt and Tar Roofing and Siding Products (WPU136101) | FRED · fred.stlouisfed.org
- Roof Cost Per Square Foot in 2026: Asphalt, Metal, Tile, Slate · theroofingbrief.com
- Metal Roofing Prices 2026: Standing Seam & Per-Square · theroofingbrief.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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Q4 2026 roofing material prices asphalt shingles standing seam metal roofing inflation October 2026 cost comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 September October producer price index asphalt shingles steel roofing materials metal roofing inflation OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026 roofing cost per square asphalt shingles standing seam metal roof installed price data OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |