# Claude Sonnet 4.6 vs Kimi K2.6

> Side-by-side benchmark comparison for Claude Sonnet 4.6 and Kimi K2.6 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-sonnet-4-6-vs-kimi-2-6
- Last updated: October 10, 2026

- Shared sourced benchmarks: 19
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Kimi K2.6 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Kimi K2.6 has the higher overall point estimate 58.74 to 55.41. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in mathematics, where the averages are 49.3 for Claude Sonnet 4.6 and 72.2 for Kimi K2.6.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 49% and 34.7%.
- Kimi K2.6 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Kimi K2.6 also has the larger context window at 256K.

## Model Snapshot

| Property | Claude Sonnet 4.6 | Kimi K2.6 |
|----------|----------|----------|
| Creator | Anthropic | Moonshot AI |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 256K |
| Overall Score | 55.41 | 58.74 |
| Benchmarks Covered | 29 | 37 |
| Pricing (input/output) | $3.00 / $15.00 | $0.95 / $4.00 |

## Category Breakdown

### Agentic

- Winner: Tie
- Claude Sonnet 4.6 public-lane score: 44 (Supported · #55/123)
- Kimi K2.6 public-lane score: 43.7 (Supported · #57/123)

| Benchmark | Claude Sonnet 4.6 | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 59.1% | 66.7% | Kimi K2.6 |
| OSWorld-Verified | 72.1% | 73.1% | Kimi K2.6 |
| Claw-Eval | 67.8% | 62.3% | Claude Sonnet 4.6 |
| CyberGym | 65.2% | Coming soon | Coming soon |
| Gert Labs | 62.92% | 56.82% | Claude Sonnet 4.6 |
| OSWorld 2.0 | 8.3% | 4.6% | Claude Sonnet 4.6 |
| JobBench | 36.9% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 57.3% | 53.6% | Claude Sonnet 4.6 |
| ApprenticeBench | 2% | Coming soon | Coming soon |
| BrowseComp | Coming soon | 83.2% | Coming soon |
| Toolathlon | Coming soon | 50% | Coming soon |
| MCP Atlas | Coming soon | 55.9% | Coming soon |
| DeepSearchQA | Coming soon | 92.5% | Coming soon |
| WideResearch | Coming soon | 80.8% | Coming soon |
| ResearchClawBench | Coming soon | 18.0% | Coming soon |

### Coding

- Winner: Claude Sonnet 4.6
- Claude Sonnet 4.6 public-lane score: 45.5 (Supported · #50/146)
- Kimi K2.6 public-lane score: 43.9 (Supported · #54/146)

| Benchmark | Claude Sonnet 4.6 | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 79.6% | 80.2% | Kimi K2.6 |
| SWE-Rebench | 60.7% | Coming soon | Coming soon |
| React Native Evals | 80.6% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 59.1% | 66.7% | Kimi K2.6 |
| Vibe Code Bench | 51.48% | 37.89% | Claude Sonnet 4.6 |
| cursorBench31 | 48.8% | 47.6% | Claude Sonnet 4.6 |
| FrontierCode 1.1 Main | 24.3% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 82.1% | 86.8% | Kimi K2.6 |
| SWE-bench (Vals) | 77.4% | 76.2% | Claude Sonnet 4.6 |
| LiveCodeBench v6 | Coming soon | 89.6% | Coming soon |
| SWE-bench Pro | Coming soon | 58.6% | Coming soon |
| SWE Multilingual | Coming soon | 76.7% | Coming soon |
| SciCode | Coming soon | 52.2% | Coming soon |

### Reasoning

- Winner: Not comparable
- Claude Sonnet 4.6 public-lane score: 62.9 (Unranked · 4 rankable rows)
- Kimi K2.6 public-lane score: Coming soon

| Benchmark | Claude Sonnet 4.6 | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 58.3% | Coming soon | Coming soon |
| ARC-AGI-1 | 86.00% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- Claude Sonnet 4.6 public-lane score: 58.7 (#45/54)
- Kimi K2.6 public-lane score: 73.8 (#27/54)

| Benchmark | Claude Sonnet 4.6 | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 77.4% | 80.4% | Kimi K2.6 |
| MMMU-Pro | Coming soon | 79.4% | Coming soon |
| MMMU-Pro w/ Python | Coming soon | 80.1% | Coming soon |
| MathVision | Coming soon | 87.4% | Coming soon |
| V* | Coming soon | 96.9% | Coming soon |

### Knowledge

- Winner: Kimi K2.6
- Claude Sonnet 4.6 public-lane score: 54.7 (Supported · #60/177)
- Kimi K2.6 public-lane score: 59.8 (Supported · #45/177)

| Benchmark | Claude Sonnet 4.6 | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 89.9% | 90.5% | Kimi K2.6 |
| SuperGPQA | 95% | Coming soon | Coming soon |
| MMLU-Pro | 79.2% | Coming soon | Coming soon |
| HLE | 49% | 34.7% | Claude Sonnet 4.6 |
| GPQA Diamond (Vals) | 85.6% | 89.1% | Kimi K2.6 |
| MMLU-Pro (Vals) | 87.3% | 87.6% | Kimi K2.6 |
| GPQA-D | Coming soon | 90.5% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Claude Sonnet 4.6 public-lane score: 48 (#88/127)
- Kimi K2.6 public-lane score: Coming soon

### Mathematics

- Winner: Not comparable
- Claude Sonnet 4.6 public-lane score: 49.3 (Unranked · 2 rankable rows)
- Kimi K2.6 public-lane score: 72.2 (#1/7)

| Benchmark | Claude Sonnet 4.6 | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 32.400% | 38.966% | Kimi K2.6 |
| FrontierMath v2 (Tier 4) | 8.300% | 14.580% | Kimi K2.6 |
| AIME26 | Coming soon | 96.4% | Coming soon |
| HMMT Feb 2026 | Coming soon | 92.7% | Coming soon |
| MMAnswerBench | Coming soon | 86.0% | Coming soon |

## FAQ

### Which is better overall, Claude Sonnet 4.6 or Kimi K2.6?

Kimi K2.6 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Claude Sonnet 4.6 and Kimi K2.6?

The widest category gap is in mathematics, where the averages are 49.3 for Claude Sonnet 4.6 and 72.2 for Kimi K2.6.

### How many benchmarks does Claude Sonnet 4.6 cover on BenchLM?

Claude Sonnet 4.6 currently has 29 sourced benchmark scores on BenchLM.

### How many benchmarks does Kimi K2.6 cover on BenchLM?

Kimi K2.6 currently has 37 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Claude Sonnet 4.6 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-claude-sonnet-4-6)
- [Kimi K2.6 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-kimi-2-6)
- [Claude Sonnet 4.6 vs GPT-6 Astra](/compare/claude-sonnet-4-6-vs-gpt-6-astra)
- [Kimi K2.6 vs GPT-6 Astra](/compare/gpt-6-astra-vs-kimi-2-6)

## Explore More

- [Claude Sonnet 4.6 profile](/models/claude-sonnet-4-6)
- [Kimi K2.6 profile](/models/kimi-2-6)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)