Real ChatGPT answer · index seedqsg3qFQhEe8completeHome services and improvement · roofingcommercial
Can you list the most affordable roofing materials on the market right now that still look great and last at least twenty years
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you list the most affordable roofing materials on the market right now that still look great and last at least twenty years
1 real search · 1 real-search pass
2026 roofing material cost per square asphalt architectural shingles metal exposed fastener standing seam synthetic slate lifespan 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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 roofing material cost per square asphalt architectural shingles metal exposed fastener standing seam synthetic slate lifespan cost Google ↗
- Roof Cost Per Square Foot in 2026: Asphalt, Metal, Tile, Slate · theroofingbrief.com
- Roofing Materials List 2026: 18 Materials, Pricing & Lifespan · theroofingbrief.com
- Metal Roof Cost Calculator: What Will It Cost? · calcbuilt.com
- Metal Roof vs. Shingles Cost Comparison (2026) · homeguide.com