Compare / GPT-6 Astra vs Grok 4.7
GPT-6 Astra vs Grok 4.7
55 results from 4 sources that measured both models. Each row is in the source's own units; there is no overall winner.
| Benchmark | Metric | GPT-6 Astra | Grok 4.7 |
|---|---|---|---|
| CatalogBenchmeasured by us | Channel rules broken% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Claims to check% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Content quality% of checks | 98.9% | 98.1% |
| CatalogBenchmeasured by us | Failed outputs% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Missing UK information% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Not findable% of products | 5.4% | 4.2% |
| CatalogBenchmeasured by us | Publish-ready listings% of products | 73.2% | 58.9% |
| CatalogBenchmeasured by us | Reliably publish-ready% of products | 69.6% | 33.9% |
| CatalogBenchmeasured by us | Unsupported claims% of products | 2.4% | 26.8% |
| CatalogBenchmeasured by us | Unsupported claimsclaims per product | 0.05 | 0.71 |
| CatalogBenchmeasured by us | Wrong attributes% of products | 20.2% | 15.5% |
| CatalogBenchmeasured by us | Wrong category or variant% of products | 1.8% | 2.4% |
| CatalogBenchmeasured by us | Channel compliance% of products | 100.0% | 100.0% |
| CatalogBenchmeasured by us | Channel rules broken% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Claims to check% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Conflicts caught% of conflicts | 100.0% | 100.0% |
| CatalogBenchmeasured by us | Content quality% of checks | 98.5% | 97.6% |
| CatalogBenchmeasured by us | Cost per productUS dollars | $0.0371 | $0.0237 |
| CatalogBenchmeasured by us | Decision accuracy% of decisions | 98.5% | 97.3% |
| CatalogBenchmeasured by us | Failed outputs% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Field accuracy% of missing fields | 94.2% | 92.9% |
| CatalogBenchmeasured by us | Invented values% of filled values | 1.9% | 0.5% |
| CatalogBenchmeasured by us | Missing UK information% of products | 0.0% | 0.0% |
| CatalogBenchmeasured by us | Not findable% of products | 6.0% | 5.4% |
| CatalogBenchmeasured by us | Publish-ready listings% of products | 77.4% | 70.8% |
| CatalogBenchmeasured by us | Reliably publish-ready% of products | 75.0% | 57.1% |
| CatalogBenchmeasured by us | Unsupported claimsclaims per product | 0.02 | 0.49 |
| CatalogBenchmeasured by us | Unsupported claims% of products | 1.2% | 11.3% |
| CatalogBenchmeasured by us | Wrong attributes% of products | 17.3% | 15.5% |
| CatalogBenchmeasured by us | Wrong category or variant% of products | 1.8% | 2.4% |
| ROASBenchmeasured by us | Audience scorescore out of 100 | 68.6 | 58.2 |
| ROASBenchmeasured by us | Business scorescore out of 100 | 57.5 | 26.9 |
| ROASBenchmeasured by us | Consistency scorescore out of 100 | 44.7 | 30.5 |
| ROASBenchmeasured by us | Contribution profitsimulated US dollars | $599,139 | $187,636 |
| ROASBenchmeasured by us | Cost of a runUS dollars | $1.23 | $0.42 |
| ROASBenchmeasured by us | Months over budgetmonths of 12 | 0 | 0 |
| ROASBenchmeasured by us | Overall scorescore out of 100 | 56.6 | 36.6 |
| ROASBenchmeasured by us | Planning scorescore out of 100 | 54.9 | 54.6 |
| ROASBenchmeasured by us | Return on ad spendprofit per $1 spent | $0.67 | $0.23 |
| Arena (formerly LMArena)reported | Confirmed task successIPS effect estimate | 0.13 | 0.09 |
| Arena (formerly LMArena)reported | Praise over complaintIPS effect estimate | 0.34 | 0.04 |
| Arena (formerly LMArena)reported | SteerabilityIPS effect estimate | -0.01 | 0.00 |
| Arena (formerly LMArena)reported | Tool groundingIPS effect estimate | 0.00 | 0.00 |
| Arena (formerly LMArena)reported | OverallArena rating | 1,465 | 1,420 |
| Arena (formerly LMArena)reported | Business, management and financeArena rating | 1,483 | 1,424 |
| Arena (formerly LMArena)reported | Creative writingArena rating | 1,453 | 1,427 |
| Arena (formerly LMArena)reported | Expert promptsArena rating | 1,510 | 1,454 |
| Arena (formerly LMArena)reported | Instruction followingArena rating | 1,473 | 1,437 |
| Arena (formerly LMArena)reported | OverallArena rating | 1,478 | 1,439 |
| Arena (formerly LMArena)reported | Writing, literature and languageArena rating | 1,469 | 1,426 |
| Artificial Analysisreported | Artificial Analysis Intelligence Indexindex score | 52.7 | 46.4 |
| Artificial Analysisreported | Humanity's Last Exam% of questions | 54.7% | 43.1% |
| Artificial Analysisreported | Long-context reasoning (AA-LCR)% of questions | 80.7% | 77.0% |
| Artificial Analysisreported | SciCode% of problems | 56.5% | 57.8% |
| Artificial Analysisreported | Terminal-Bench 4.0% of tasks | 59.6% | 25.8% |
Bold green marks the better value on that metric. Where a source reports ranges that overlap, the difference may not be meaningful; see the benchmark page for ranges.