Model comparison
Grok 4 vs Kimi K3
Kimi K3 is the stronger model overall, scoring 59.5 to 48.1 on the Noometry Index.
Last verified . 26 shared benchmarks.
Summary
- They share 26 benchmarks with published results for both. Grok 4 scores higher in 2 categories and Kimi K3 in 8 categories; 10 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Kimi K3 leads 63.0 to 36.7.
- The biggest single-benchmark swing is ARC-AGI-2: 16% for Grok 4 and 60.4% for Kimi K3.
- Kimi K3 has downloadable open weights; the other is API-only.
Side by side
| Grok 4 | Kimi K3 | |
|---|---|---|
| Provider | xAI | Moonshot AI |
| Noometry Index | 48.1 | 59.5 |
| Released | 2025-07-09 | 2026-07-16 |
| Weights | Proprietary | Open |
| Context window | — | 1.05M |
| Max output | — | 1.05M |
| Input $ / M tokens | — | $3 |
| Output $ / M tokens | — | $15 |
| Results tracked | 48 | 53 |
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Category by category
Coding Kimi K3 leads
Grok 4: 50.3 (#46), Kimi K3: 61.0 (#10)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| WeirdML | 45.7% | 82.6% |
| LMArena Coding | 1408 | 1508 |
| DeepSWE | — | 68.5% |
| FrontierCode | — | 44.2% |
| Aider Polyglot | 79.6% | — |
| LMArena WebDev | — | 1654 |
| FrontierSWE | — | 25.9% |
| SciCode | — | 59.5% |
| ALE-Bench | — | 1,524 |
Agentic & Tool Use Kimi K3 leads
Grok 4: 32.3 (#68), Kimi K3: 41.8 (#20)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| Terminal-Bench | 27.2% | — |
| APEX-Agents | — | 50.6% |
| Berkeley Function Calling Leaderboard | 63% | — |
| GDPval | 21.1% | — |
| τ²-bench Banking | — | 37.1% |
| Cybench | 43% | — |
| DeepResearch Bench | 47.3% | — |
| PostTrainBench | — | 32% |
| BALROG | 43.6% | — |
| GBAEval | — | 48.3% |
| GDP.pdf | — | 19% |
| LMArena Search | 1142 | — |
| METR Time Horizons | 66.6% | — |
| Vending-Bench 2 | — | 5,165 |
Reasoning Kimi K3 leads
Grok 4: 36.7 (#65), Kimi K3: 63.0 (#17)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| ARC-AGI-2 | 16% | 60.4% |
| SimpleBench | 60.5% | 60.7% |
| ARC-AGI-1 | 66.7% | 94.5% |
| Chess Puzzles | 28% | 39% |
| LMArena Hard Prompts | 1409 | 1496 |
| Epoch Capabilities Index | 146.44 | 157.45 |
| ForecastBench | 60.9 | 61.1 |
| Kagi LLM Benchmark | 73.6% | — |
| NYT Connections (extended) | — | 93.6% |
| CritPt | — | 23.4% |
| Mystery Game Puzzles | — | 26% |
| DTBench | — | 91.2% |
| LMCA | — | 52.7% |
| Surface Evolver Bench | — | 95% |
Math Kimi K3 leads
Grok 4: 48.4 (#64), Kimi K3: 74.2 (#16)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 84% | 97.2% |
| LMArena Math | 1422 | 1491 |
| FrontierMath (Tiers 1-3) | — | 72.2% |
| FrontierMath Tier 4 | — | 39% |
| MathArena Final-Answer Competitions | — | 87.8% |
| ProofBench | — | 87% |
| Omni-MATH | 60.3% | — |
| FrontierMath (Feb 2025 set) | 19.7% | — |
| FrontierMath Tier 4 (v1) | 2.1% | — |
Knowledge Kimi K3 leads
Grok 4: 53.8 (#55), Kimi K3: 63.2 (#21)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| GPQA Diamond | 87% | 93.1% |
| LMArena Expert | 1415 | 1521 |
| SimpleQA Verified | — | 50.6% |
| MMLU-Pro | 85.1% | — |
| Confabulations | 12.4% | — |
| GPQA (HELM) | 72.7% | — |
Multimodal Kimi K3 leads
Grok 4: 33.7 (#94), Kimi K3: 37.8 (#70)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| LMArena Vision | 1210 | — |
| GeoBench | 45% | — |
| Blueprint-Bench 2 | — | 29.5% |
| Furniture Assembly | — | 34.2% |
Multilingual Kimi K3 leads
Grok 4: 51.8 (#103), Kimi K3: 56.3 (#21)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| LMArena Non-English | 1403 | 1466 |
| LMArena Chinese | 1427 | 1529 |
| LMArena French | 1418 | 1491 |
| LMArena German | 1429 | 1488 |
| LMArena Japanese | 1394 | 1487 |
| LMArena Korean | 1377 | 1458 |
| LMArena Russian | 1410 | 1482 |
| LMArena Spanish | 1420 | 1472 |
Instruction Following Grok 4 leads
Grok 4: 79.2 (#5), Kimi K3: 77.7 (#14)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| LMArena Instruction Following | 1387 | 1483 |
| IFEval | 94.9% | — |
Long Context Grok 4 leads
Grok 4: 63.1 (#4), Kimi K3: 45.8 (#29)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| LMArena Longer Query | 1409 | 1494 |
| Fiction.LiveBench | 94.4% | — |
Writing & Preference Kimi K3 leads
Grok 4: 58.5 (#116), Kimi K3: 76.6 (#4)
| Benchmark | Grok 4 | Kimi K3 |
|---|---|---|
| LMArena Text | 1411 | 1476 |
| LMArena Creative Writing | 1397 | 1454 |
| LMArena Multi-Turn | 1416 | 1488 |
| Short-Story Creative Writing | 76.9% | — |
| EQ-Bench Creative Writing | — | 2082 |
| WildBench | 79.7% | — |
| EQ-Bench 4 | — | 1339 |
Frequently asked questions
Is Grok 4 better than Kimi K3?
Kimi K3 is the stronger model overall, scoring 59.5 to 48.1 on the Noometry Index.
Is Grok 4 or Kimi K3 better for coding?
Kimi K3 scores higher on coding benchmarks: 61.0 versus 50.3 in the Noometry coding category.
How many benchmarks do Grok 4 and Kimi K3 share?
26 benchmarks have published results for both models. Grok 4 has 48 scored results on Noometry and Kimi K3 has 53.