Real ChatGPT answer · index seed5PHZxhJRPwYcompleteHome services and improvement · roofingcommercial
Can you find consumer reports on whether standing seam metal roofs are worth the extra upfront cost compared to architectural asphalt shingles?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you find consumer reports on whether standing seam metal roofs are worth the extra upfront cost compared to architectural asphalt shingles?
3 real searches · 1 real-search pass
Consumer Reports standing seam metal roof vs architectural asphalt shingles worth cost roof comparisonGoogle ↗
OBSERVEDComparison
standing seam metal roof vs architectural asphalt shingles cost lifespan maintenance resale insurance independent consumer reportGoogle ↗
OBSERVEDComparison
Minnesota cold climate standing seam metal roofing asphalt shingles ice dams snow performance costGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Consumer Reports standing seam metal roof vs architectural asphalt shingles worth cost roof comparison Google ↗
standing seam metal roof vs architectural asphalt shingles cost lifespan maintenance resale insurance independent consumer report Google ↗
Minnesota cold climate standing seam metal roofing asphalt shingles ice dams snow performance cost Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Consumer Reports standing seam metal roof vs architectural asphalt shingles worth cost roof comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
standing seam metal roof vs architectural asphalt shingles cost lifespan maintenance resale insurance independent consumer report OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Minnesota cold climate standing seam metal roofing asphalt shingles ice dams snow performance cost OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |