# Kimi K2.6 vs Kimi K2.5 (Reasoning)

> Side-by-side benchmark comparison for Kimi K2.6 and Kimi K2.5 (Reasoning) across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-2-6-vs-kimi-k2-5-reasoning
- Last updated: October 10, 2026

- Shared sourced benchmarks: 11
- 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 56.39. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in knowledge, where the averages are 59.8 for Kimi K2.6 and 49.3 for Kimi K2.5 (Reasoning).
- The biggest single benchmark swing is Gert Labs in Agentic, with scores of 56.82% and 32.58%.
- Kimi K2.5 (Reasoning) 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 | Kimi K2.6 | Kimi K2.5 (Reasoning) |
|----------|----------|----------|
| Creator | Moonshot AI | Moonshot AI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 128K |
| Overall Score | 58.74 | 56.39 |
| Benchmarks Covered | 37 | 15 |
| Pricing (input/output) | $0.95 / $4.00 | $0.60 / $3.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Kimi K2.6 public-lane score: 43.7 (Supported · #57/123)
- Kimi K2.5 (Reasoning) public-lane score: 38.2 (Estimated · #67/123)

| Benchmark | Kimi K2.6 | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 66.7% | 50.8% | Kimi K2.6 |
| BrowseComp | 83.2% | 60.6% | Kimi K2.6 |
| OSWorld-Verified | 73.1% | 63.3% | Kimi K2.6 |
| Toolathlon | 50% | Coming soon | Coming soon |
| MCP Atlas | 55.9% | Coming soon | Coming soon |
| Claw-Eval | 62.3% | Coming soon | Coming soon |
| DeepSearchQA | 92.5% | Coming soon | Coming soon |
| WideResearch | 80.8% | Coming soon | Coming soon |
| Gert Labs | 56.82% | 32.58% | Kimi K2.6 |
| ResearchClawBench | 18.0% | Coming soon | Coming soon |
| OSWorld 2.0 | 4.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 53.6% | Coming soon | Coming soon |

### Coding

- Winner: Not comparable
- Kimi K2.6 public-lane score: 43.9 (Supported · #54/146)
- Kimi K2.5 (Reasoning) public-lane score: Coming soon

| Benchmark | Kimi K2.6 | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 80.2% | 76.8% | Kimi K2.6 |
| LiveCodeBench v6 | 89.6% | 85.0% | Kimi K2.6 |
| SWE-bench Pro | 58.6% | Coming soon | Coming soon |
| SWE Multilingual | 76.7% | Coming soon | Coming soon |
| SciCode | 52.2% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 66.7% | 50.8% | Kimi K2.6 |
| Vibe Code Bench | 37.89% | 17.54% | Kimi K2.6 |
| cursorBench31 | 47.6% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 86.8% | Coming soon | Coming soon |
| SWE-bench (Vals) | 76.2% | Coming soon | Coming soon |

### Reasoning

- Winner: Not comparable
- Kimi K2.6 public-lane score: Coming soon
- Kimi K2.5 (Reasoning) public-lane score: 67.1 (Unranked · 1 rankable row)

| Benchmark | Kimi K2.6 | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 61% | Coming soon |

### Multimodal & Grounded

- Winner: Kimi K2.6
- Kimi K2.6 public-lane score: 73.8 (#27/54)
- Kimi K2.5 (Reasoning) public-lane score: 69 (#33/54)

| Benchmark | Kimi K2.6 | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 79.4% | 78.5% | Kimi K2.6 |
| MMMU-Pro w/ Python | 80.1% | Coming soon | Coming soon |
| CharXiv | 80.4% | 77.5% | Kimi K2.6 |
| MathVision | 87.4% | Coming soon | Coming soon |
| V* | 96.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Directional only
- Kimi K2.6 public-lane score: 59.8 (Supported · #45/177)
- Kimi K2.5 (Reasoning) public-lane score: 49.3 (Estimated · #80/177)

| Benchmark | Kimi K2.6 | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 90.5% | 87.6% | Kimi K2.6 |
| GPQA-D | 90.5% | Coming soon | Coming soon |
| HLE | 34.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 89.1% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 87.6% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 87.1% | Coming soon |

### Mathematics

- Winner: Not comparable
- Kimi K2.6 public-lane score: 72.2 (#1/7)
- Kimi K2.5 (Reasoning) public-lane score: Coming soon

| Benchmark | Kimi K2.6 | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 96.4% | Coming soon | Coming soon |
| HMMT Feb 2026 | 92.7% | Coming soon | Coming soon |
| MMAnswerBench | 86.0% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 38.966% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 14.580% | Coming soon | Coming soon |
| AIME 2025 | Coming soon | 96.1% | Coming soon |
| HMMT Feb 2025 | Coming soon | 95.4% | Coming soon |

## FAQ

### Which is better overall, Kimi K2.6 or Kimi K2.5 (Reasoning)?

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

### Where is the biggest gap between Kimi K2.6 and Kimi K2.5 (Reasoning)?

The widest category gap is in knowledge, where the averages are 59.8 for Kimi K2.6 and 49.3 for Kimi K2.5 (Reasoning).

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

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

### How many benchmarks does Kimi K2.5 (Reasoning) cover on BenchLM?

Kimi K2.5 (Reasoning) currently has 15 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Kimi K2.6 vs Kimi K2.5](/compare/kimi-2-6-vs-kimi-k2-5)
- [Kimi K2.5 (Reasoning) vs Kimi K2.5](/compare/kimi-k2-5-vs-kimi-k2-5-reasoning)
- [Kimi K2.6 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-kimi-2-6)
- [Kimi K2.5 (Reasoning) vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-kimi-k2-5-reasoning)

## Explore More

- [Kimi K2.6 profile](/models/kimi-2-6)
- [Kimi K2.5 (Reasoning) profile](/models/kimi-k2-5-reasoning)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)