Real ChatGPT answer · index seedUIcEM8Vb5z4completeHome services and improvement · roofinginformational
Can you compare the long term ROI of a stone coated steel roof against a traditional dimensional asphalt shingle roof over a twenty year period?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the long term ROI of a stone coated steel roof against a traditional dimensional asphalt shingle roof over a twenty year period?
2 real searches · 1 real-search pass
stone coated steel roofing cost per square foot installed lifespan 2025 2026 asphalt architectural shingles cost installed lifespan sourcesGoogle ↗
OBSERVEDReason
California homeowners insurance roof discounts metal roof asphalt shingles energy savings cool roof official sourcesGoogle ↗
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 (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
stone coated steel roofing cost per square foot installed lifespan 2025 2026 asphalt architectural shingles cost installed lifespan sources Google ↗
California homeowners insurance roof discounts metal roof asphalt shingles energy savings cool roof official sources Google ↗
- Roof Cost Savings · coolcalifornia.arb.ca.gov
- Cool Roofs: How They Work · coolcalifornia.arb.ca.gov
- For Home and Building Owners · coolroofs.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
stone coated steel roofing cost per square foot installed lifespan 2025 2026 asphalt architectural shingles cost installed lifespan sources OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
California homeowners insurance roof discounts metal roof asphalt shingles energy savings cool roof official sources OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |