Real ChatGPT answer · index seedF3hJwYLBG6AcompleteHome services and improvement · roofingcomparison
Give me a detailed cost comparison between asphalt shingles and metal roof installation for a small ranch style house where every single dollar counts.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Give me a detailed cost comparison between asphalt shingles and metal roof installation for a small ranch style house where every single dollar counts.
1 real search · 1 real-search pass
2026 roofing installation cost asphalt shingles metal roof cost per square foot standing seam exposed fastenerGoogle ↗
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 installation cost asphalt shingles metal roof cost per square foot standing seam exposed fastener Google ↗
- Roof Cost Per Square Foot in 2026: Asphalt, Metal, Tile, Slate · theroofingbrief.com
- 2026 Metal Roof Cost vs. Shingle Roof Cost · angi.com
- How Much Does a Metal Roof Cost? [2026 Data] · angi.com