Model comparison
Claude Opus 4.8 vs Grok 4.1
Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 41.5 on the Noometry Index.
Last verified . 18 shared benchmarks.
Summary
- They share 18 benchmarks with published results for both. Claude Opus 4.8 scores higher in 9 categories and Grok 4.1 in 0 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in math, where Claude Opus 4.8 leads 78.4 to 38.9.
Side by side
| Claude Opus 4.8 | Grok 4.1 | |
|---|---|---|
| Provider | Anthropic | xAI |
| Noometry Index | 60.7 | 41.5 |
| Released | 2026-05-28 | 2025-11-17 |
| Weights | Proprietary | Proprietary |
| Context window | 1M | — |
| Max output | 128K | — |
| Input $ / M tokens | $5 | — |
| Output $ / M tokens | $25 | — |
| Results tracked | 65 | 19 |
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Category by category
Coding Claude Opus 4.8 leads
Claude Opus 4.8: 59.9 (#12), Grok 4.1: 33.7 (#253)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena WebDev | 1556 | 1214 |
| LMArena Coding | 1490 | 1445 |
| DeepSWE | 59% | — |
| FrontierCode | 46.5% | — |
| SciCode | 53.5% | — |
| GSO | 47.1% | — |
| WeirdML | 82.9% | — |
| ALE-Bench | 1,564 | — |
Agentic & Tool Use Claude Opus 4.8 leads
Claude Opus 4.8: 47.6 (#11), Grok 4.1: 34.1 (#49)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| APEX-Agents | 48.9% | — |
| OSWorld 2.0 | 20.6% | — |
| Remote Labor Index | 8.3% | — |
| τ²-bench Banking | 39.7% | — |
| Cybench | — | 39% |
| DeepResearch Bench | 50.2% | — |
| PostTrainBench | 33.8% | — |
| GBAEval | 70.9% | — |
| GDP.pdf | 24% | — |
| LMArena Search | 1204 | — |
| Vending-Bench 2 | 5,787 | — |
Reasoning Claude Opus 4.8 leads
Claude Opus 4.8: 64.7 (#16), Grok 4.1: 29.5 (#91)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Hard Prompts | 1482 | 1435 |
| ARC-AGI-2 | 72.1% | — |
| SimpleBench | 64.8% | — |
| Kagi LLM Benchmark | 88.8% | — |
| NYT Connections (extended) | 91.1% | — |
| ARC-AGI-1 | 92.5% | — |
| CritPt | 20.9% | — |
| Chess Puzzles | 34% | — |
| EnigmaEval | 23.5% | — |
| EBR-Bench | 28.6% | — |
| Mystery Game Puzzles | 36% | — |
| DTBench | 94.9% | — |
| LMCA | 57.5% | — |
| Surface Evolver Bench | 87.5% | — |
| Bench to the Future 3 | 0.14 | — |
| Epoch Capabilities Index | 158.21 | — |
| ForecastBench | 59.9 | — |
Math Claude Opus 4.8 leads
Claude Opus 4.8: 78.4 (#13), Grok 4.1: 38.9 (#120)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Math | 1487 | 1422 |
| FrontierMath (Tiers 1-3) | 80% | — |
| FrontierMath Tier 4 | 56.1% | — |
| MathArena Final-Answer Competitions | 91.8% | — |
| OTIS Mock AIME 2024-2025 | 98.3% | — |
| ProofBench | 69% | — |
| FrontierMath (Feb 2025 set) | 47.2% | — |
| FrontierMath Tier 4 (v1) | 31.3% | — |
Knowledge Claude Opus 4.8 leads
Claude Opus 4.8: 61.3 (#29), Grok 4.1: 39.5 (#133)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Expert | 1502 | 1417 |
| GPQA Diamond | 91% | — |
| SimpleQA Verified | 53% | — |
Multimodal Not comparable
Claude Opus 4.8: 42.9 (#26), Grok 4.1: —
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Vision | 1294 | — |
| Blueprint-Bench 2 | 14.5% | — |
| Furniture Assembly | 42.5% | — |
| LMArena Document | 1475 | — |
Multilingual Claude Opus 4.8 leads
Claude Opus 4.8: 55.2 (#33), Grok 4.1: 53.4 (#68)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Non-English | 1450 | 1425 |
| LMArena Chinese | 1507 | 1465 |
| LMArena French | 1481 | 1448 |
| LMArena German | 1472 | 1446 |
| LMArena Japanese | 1440 | 1397 |
| LMArena Korean | 1432 | 1407 |
| LMArena Russian | 1474 | 1434 |
| LMArena Spanish | 1466 | 1438 |
Instruction Following Claude Opus 4.8 leads
Claude Opus 4.8: 77.4 (#24), Grok 4.1: 73.8 (#111)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Instruction Following | 1476 | 1400 |
Long Context Claude Opus 4.8 leads
Claude Opus 4.8: 45.4 (#35), Grok 4.1: 43.2 (#100)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Longer Query | 1483 | 1416 |
Writing & Preference Claude Opus 4.8 leads
Claude Opus 4.8: 72.0 (#16), Grok 4.1: 62.4 (#75)
| Benchmark | Claude Opus 4.8 | Grok 4.1 |
|---|---|---|
| LMArena Text | 1461 | 1437 |
| LMArena Creative Writing | 1454 | 1411 |
| LMArena Multi-Turn | 1476 | 1437 |
| EQ-Bench Creative Writing | 1840 | — |
| EQ-Bench 4 | 1281 | — |
Frequently asked questions
Is Claude Opus 4.8 better than Grok 4.1?
Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 41.5 on the Noometry Index.
Is Claude Opus 4.8 or Grok 4.1 better for coding?
Claude Opus 4.8 scores higher on coding benchmarks: 59.9 versus 33.7 in the Noometry coding category.
How many benchmarks do Claude Opus 4.8 and Grok 4.1 share?
18 benchmarks have published results for both models. Claude Opus 4.8 has 65 scored results on Noometry and Grok 4.1 has 19.