Can you check current pricing for architectural shingles versus metal roofing to see which one saves more money over thirty years?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you check current pricing for architectural shingles versus metal roofing to see which one saves more money over thirty years?
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 Sacramento California architectural asphalt shingles installed cost per square foot metal roofing standing seam cost per square foot lifespan Google ↗
2026 national roofing cost architectural asphalt shingles metal roof installed cost lifespan maintenance Google ↗
- Roof Replacement Cost in Sacramento, CA (2026): $14K–$25K · roofcostindex.com
- Metal Roof Cost in California (2026) · cali-energy.com
- Roof Cost Per Square Foot in 2026: Asphalt, Metal, Tile, Slate · theroofingbrief.com
- Metal vs. Asphalt Roofing: What’s the Difference? (2026) · thisoldhouse.com
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Sacramento California architectural asphalt shingles installed cost per square foot metal roofing standing seam cost per square foot lifespan OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 national roofing cost architectural asphalt shingles metal roof installed cost lifespan maintenance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |