Real ChatGPT answer · index seedk31Gzoajc6QcompleteHome services and improvement · contractors and remodelingcomparison
Is a standing seam metal roof really worth the extra cost compared to traditional architectural asphalt shingles if I plan on living in this house for another ten years?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a standing seam metal roof really worth the extra cost compared to traditional architectural asphalt shingles if I plan on living in this house for another ten 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). 1 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
standing seam metal roof vs architectural asphalt shingles installed cost lifespan resale energy savings 2025 2026 Google ↗
metal roofing asphalt shingles cost comparison Virginia hail wind standing seam manufacturer warranty Google ↗
- Roof Replacement Cost NoVA 2025 · nestexteriors.com
- Metal Roofing in NoVA: Full Guide · nestexteriors.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
standing seam metal roof vs architectural asphalt shingles installed cost lifespan resale energy savings 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
metal roofing asphalt shingles cost comparison Virginia hail wind standing seam manufacturer warranty OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |