Real ChatGPT answer · index seedVRMj6EE7W9gcompleteHome services and improvement · roofinginformational
Can you explain the main differences between architectural asphalt shingles and standing seam metal roofs for a family planning to stay in their home for twenty years?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you explain the main differences between architectural asphalt shingles and standing seam metal roofs for a family planning to stay in their home for twenty 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
architectural asphalt shingles lifespan standing seam metal roof lifespan cost installed 2026 US roofing industry sources Google ↗
standing seam metal roof installation details expansion clips snow guards hail noise maintenance official roofing association Google ↗
- roofing and resilience guide · iii.org
- Metal vs Asphalt Shingle Roof: 2026 Comparison · theroofingbrief.com
- How Long Does a Roof Last? Lifespan by Material 2026 · theroofingbrief.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
architectural asphalt shingles lifespan standing seam metal roof lifespan cost installed 2026 US roofing industry sources OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
standing seam metal roof installation details expansion clips snow guards hail noise maintenance official roofing association OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |