Real ChatGPT answer · index seedREw5Pysos3McompleteHome services and improvement · roofingcommercial
Are there any independent lab studies comparing the impact resistance of GAF Timberline HDZ against Class 4 impact-rated shingles?
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The searches the AI actually ran for this prompt.
SEED QUERY
Are there any independent lab studies comparing the impact resistance of GAF Timberline HDZ against Class 4 impact-rated shingles?
3 real searches · 1 real-search pass
independent laboratory study GAF Timberline HDZ impact resistance Class 4 shingles comparison UL 2218Google ↗
OBSERVEDComparison
GAF Timberline HDZ impact resistance test report UL 2218 Class 4 shingles independent labGoogle ↗
OBSERVEDReason
Timberline HDZ shingles Class 3 impact rating test reportGoogle ↗
OBSERVEDReason
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Query classes
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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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent laboratory study GAF Timberline HDZ impact resistance Class 4 shingles comparison UL 2218 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GAF Timberline HDZ impact resistance test report UL 2218 Class 4 shingles independent lab OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Timberline HDZ shingles Class 3 impact rating test report OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |