Model comparison
Claude 3 Sonnet vs Grok 4.6
Grok 4.6 is the stronger model overall, scoring 56.9 to 29.0 on the Noometry Index.
Last verified . 23 shared benchmarks.
Summary
- They share 23 benchmarks with published results for both. Claude 3 Sonnet scores higher in 0 categories and Grok 4.6 in 9 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in math, where Grok 4.6 leads 67.0 to 10.7.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 2.5% for Claude 3 Sonnet and 99.2% for Grok 4.6.
Side by side
| Claude 3 Sonnet | Grok 4.6 | |
|---|---|---|
| Provider | Anthropic | xAI |
| Noometry Index | 29.0 | 56.9 |
| Released | 2024-02-29 | 2026-08-12 |
| Weights | Proprietary | Proprietary |
| Context window | — | 500K |
| Max output | — | 500K |
| Input $ / M tokens | — | $2 |
| Output $ / M tokens | — | $6 |
| Results tracked | 30 | 49 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding Grok 4.6 leads
Claude 3 Sonnet: 29.6 (#302), Grok 4.6: 58.5 (#16)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| WeirdML | 10.2% | 67.3% |
| LMArena Coding | 1223 | 1465 |
| DeepSWE | — | 67.5% |
| FrontierCode | — | 48% |
| CursorBench | — | 41.4% |
| LMArena WebDev | — | 1617 |
| FrontierSWE | — | 25.3% |
| SciCode | — | 56.5% |
| BigCodeBench Instruct | 42.7% | — |
| BigCodeBench Complete | 53.8% | — |
| ALE-Bench | — | 1,508 |
| HumanEval+ | 64% | — |
| MBPP+ | 69.3% | — |
Agentic & Tool Use Not comparable
Claude 3 Sonnet: —, Grok 4.6: 39.4 (#27)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| APEX-Agents | — | 65.3% |
| GDP.pdf | — | 17.2% |
| Vending-Bench 2 | — | 9,047 |
Reasoning Grok 4.6 leads
Claude 3 Sonnet: 20.5 (#237), Grok 4.6: 61.4 (#20)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1447 |
| DTBench | 53.6% | 97.3% |
| Epoch Capabilities Index | 120.7 | 156.44 |
| ARC-AGI-2 | — | 67.1% |
| SimpleBench | — | 75.9% |
| NYT Connections (extended) | — | 80% |
| ARC-AGI-1 | — | 87.5% |
| CritPt | — | 19.7% |
| Chess Puzzles | — | 40% |
| EBR-Bench | — | 30.5% |
| Mystery Game Puzzles | — | 34% |
| LMCA | — | 48.5% |
| WinoGrande | 75.1% | — |
Math Grok 4.6 leads
Claude 3 Sonnet: 10.7 (#310), Grok 4.6: 67.0 (#24)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 2.5% | 99.2% |
| LMArena Math | 1213 | 1423 |
| FrontierMath (Tiers 1-3) | — | 66% |
| FrontierMath Tier 4 | — | 31.7% |
| ProofBench | — | 51% |
| MATH Level 5 | 18.2% | — |
Knowledge Grok 4.6 leads
Claude 3 Sonnet: 21.1 (#276), Grok 4.6: 63.3 (#20)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| GPQA Diamond | 40.6% | 94% |
| LMArena Expert | 1173 | 1467 |
| SimpleQA Verified | — | 49.3% |
| MMLU | 75.9% | — |
Multimodal Grok 4.6 leads
Claude 3 Sonnet: 25.2 (#125), Grok 4.6: 43.6 (#23)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| LMArena Vision | 984 | 1263 |
| Blueprint-Bench 2 | — | 33.2% |
| Furniture Assembly | — | 40% |
| LMArena Document | — | 1452 |
Multilingual Grok 4.6 leads
Claude 3 Sonnet: 37.8 (#234), Grok 4.6: 53.0 (#74)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| LMArena Non-English | 1205 | 1420 |
| LMArena Chinese | 1189 | 1480 |
| LMArena French | 1229 | 1461 |
| LMArena German | 1204 | 1431 |
| LMArena Japanese | 1131 | 1376 |
| LMArena Korean | 1128 | 1397 |
| LMArena Russian | 1227 | 1422 |
| LMArena Spanish | 1204 | 1404 |
Instruction Following Grok 4.6 leads
Claude 3 Sonnet: 62.8 (#235), Grok 4.6: 75.4 (#63)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| LMArena Instruction Following | 1199 | 1431 |
Long Context Grok 4.6 leads
Claude 3 Sonnet: 36.7 (#228), Grok 4.6: 44.5 (#66)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| LMArena Longer Query | 1211 | 1454 |
Writing & Preference Grok 4.6 leads
Claude 3 Sonnet: 42.1 (#238), Grok 4.6: 62.3 (#80)
| Benchmark | Claude 3 Sonnet | Grok 4.6 |
|---|---|---|
| LMArena Text | 1218 | 1428 |
| LMArena Creative Writing | 1186 | 1428 |
| LMArena Multi-Turn | 1227 | 1425 |
Frequently asked questions
Is Claude 3 Sonnet better than Grok 4.6?
Grok 4.6 is the stronger model overall, scoring 56.9 to 29.0 on the Noometry Index.
Is Claude 3 Sonnet or Grok 4.6 better for coding?
Grok 4.6 scores higher on coding benchmarks: 58.5 versus 29.6 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and Grok 4.6 share?
23 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and Grok 4.6 has 49.