Model comparison
Claude Opus 4.6 vs Kimi K3
Kimi K3 is the stronger model overall, scoring 59.5 to 58.2 on the Noometry Index.
Last verified . 45 shared benchmarks.
Summary
- They share 45 benchmarks with published results for both. Claude Opus 4.6 scores higher in 4 categories and Kimi K3 in 6 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K3 leads 74.2 to 63.0.
- The biggest single-benchmark swing is ProofBench: 50% for Claude Opus 4.6 and 87% for Kimi K3.
- Kimi K3 is cheaper at $3 / $15 per million input/output tokens, against $5 / $25 for Claude Opus 4.6.
- Kimi K3 accepts more context: 1.05M tokens versus 1M.
- Kimi K3 has downloadable open weights; the other is API-only.
Side by side
| Claude Opus 4.6 | Kimi K3 | |
|---|---|---|
| Provider | Anthropic | Moonshot AI |
| Noometry Index | 58.2 | 59.5 |
| Released | 2026-02-04 | 2026-07-16 |
| Weights | Proprietary | Open |
| Context window | 1M | 1.05M |
| Max output | 128K | 1.05M |
| Input $ / M tokens | $5 | $3 |
| Output $ / M tokens | $25 | $15 |
| Results tracked | 68 | 53 |
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Category by category
Coding Kimi K3 leads
Claude Opus 4.6: 57.2 (#20), Kimi K3: 61.0 (#10)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| FrontierCode | 26.6% | 44.2% |
| LMArena WebDev | 1547 | 1654 |
| WeirdML | 78% | 82.6% |
| LMArena Coding | 1536 | 1508 |
| ALE-Bench | 996.5 | 1,524 |
| SWE-bench Verified | 78.7% | — |
| DeepSWE | — | 68.5% |
| SWE-bench Verified (bash only) | 75.6% | — |
| SWE-bench Multilingual | 72% | — |
| FrontierSWE | — | 25.9% |
| SciCode | — | 59.5% |
| GSO | 41.2% | — |
| AlgoTune | 1.47 | — |
Agentic & Tool Use Claude Opus 4.6 leads
Claude Opus 4.6: 51.1 (#4), Kimi K3: 41.8 (#20)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| APEX-Agents | 46.3% | 50.6% |
| τ²-bench Banking | 27.3% | 37.1% |
| GBAEval | 44.1% | 48.3% |
| Vending-Bench 2 | 8,018 | 5,165 |
| Terminal-Bench | 79.8% | — |
| Remote Labor Index | 4.2% | — |
| Cybench | 93% | — |
| DeepResearch Bench | 55.3% | — |
| PostTrainBench | — | 32% |
| GDP.pdf | — | 19% |
| LMArena Search | 1253 | — |
| METR Time Horizons | 78.9% | — |
Reasoning Kimi K3 leads
Claude Opus 4.6: 57.8 (#23), Kimi K3: 63.0 (#17)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| ARC-AGI-2 | 69.2% | 60.4% |
| SimpleBench | 67.6% | 60.7% |
| NYT Connections (extended) | 92.1% | 93.6% |
| ARC-AGI-1 | 94% | 94.5% |
| Chess Puzzles | 17% | 39% |
| LMArena Hard Prompts | 1527 | 1496 |
| Mystery Game Puzzles | 25% | 26% |
| DTBench | 91.2% | 91.2% |
| LMCA | 55.8% | 52.7% |
| Epoch Capabilities Index | 155.24 | 157.45 |
| ForecastBench | 60 | 61.1 |
| Kagi LLM Benchmark | 83.6% | — |
| CritPt | — | 23.4% |
| EnigmaEval | 7.6% | — |
| Thematic Generalization | 80.6% | — |
| EBR-Bench | 12.7% | — |
| Surface Evolver Bench | — | 95% |
Math Kimi K3 leads
Claude Opus 4.6: 63.0 (#31), Kimi K3: 74.2 (#16)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| FrontierMath (Tiers 1-3) | 66% | 72.2% |
| FrontierMath Tier 4 | 26.8% | 39% |
| MathArena Final-Answer Competitions | 78.5% | 87.8% |
| OTIS Mock AIME 2024-2025 | 94.4% | 97.2% |
| ProofBench | 50% | 87% |
| LMArena Math | 1519 | 1491 |
| FrontierMath (Feb 2025 set) | 40.7% | — |
| FrontierMath Tier 4 (v1) | 22.9% | — |
Knowledge Kimi K3 leads
Claude Opus 4.6: 61.9 (#26), Kimi K3: 63.2 (#21)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| GPQA Diamond | 90.5% | 93.1% |
| SimpleQA Verified | 47% | 50.6% |
| LMArena Expert | 1546 | 1521 |
| Humanity's Last Exam | 34.4% | — |
| Vectara Hallucination Rate | 12.2% | — |
Multimodal Too close to call
Claude Opus 4.6: 37.3 (#74), Kimi K3: 37.8 (#70)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| Furniture Assembly | 28.3% | 34.2% |
| LMArena Vision | 1316 | — |
| Blueprint-Bench 2 | — | 29.5% |
| LMArena Document | 1507 | — |
Multilingual Claude Opus 4.6 leads
Claude Opus 4.6: 57.9 (#6), Kimi K3: 56.3 (#21)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| LMArena Non-English | 1489 | 1466 |
| LMArena Chinese | 1551 | 1529 |
| LMArena French | 1513 | 1491 |
| LMArena German | 1502 | 1488 |
| LMArena Japanese | 1484 | 1487 |
| LMArena Korean | 1464 | 1458 |
| LMArena Russian | 1497 | 1482 |
| LMArena Spanish | 1510 | 1472 |
Instruction Following Claude Opus 4.6 leads
Claude Opus 4.6: 79.5 (#4), Kimi K3: 77.7 (#14)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| LMArena Instruction Following | 1523 | 1483 |
Long Context Claude Opus 4.6 leads
Claude Opus 4.6: 48.1 (#13), Kimi K3: 45.8 (#29)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| LMArena Longer Query | 1520 | 1494 |
| CL-bench | 20.7% | — |
| CL-bench Life | 17% | — |
Writing & Preference Kimi K3 leads
Claude Opus 4.6: 73.5 (#10), Kimi K3: 76.6 (#4)
| Benchmark | Claude Opus 4.6 | Kimi K3 |
|---|---|---|
| LMArena Text | 1503 | 1476 |
| LMArena Creative Writing | 1505 | 1454 |
| EQ-Bench Creative Writing | 1809 | 2082 |
| EQ-Bench 4 | 1223 | 1339 |
| LMArena Multi-Turn | 1513 | 1488 |
Frequently asked questions
Is Claude Opus 4.6 better than Kimi K3?
Kimi K3 is the stronger model overall, scoring 59.5 to 58.2 on the Noometry Index.
Which is cheaper, Claude Opus 4.6 or Kimi K3?
Kimi K3 is cheaper. It lists at $3 per million input tokens and $15 per million output tokens; Claude Opus 4.6 lists at $5 and $25.
Is Claude Opus 4.6 or Kimi K3 better for coding?
Kimi K3 scores higher on coding benchmarks: 61.0 versus 57.2 in the Noometry coding category.
Which has the bigger context window?
Kimi K3 does, with 1.05M tokens against 1M.
How many benchmarks do Claude Opus 4.6 and Kimi K3 share?
45 benchmarks have published results for both models. Claude Opus 4.6 has 68 scored results on Noometry and Kimi K3 has 53.