# GPT-5.4 nano vs Kimi K2.6

> Side-by-side benchmark comparison for GPT-5.4 nano and Kimi K2.6 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-5-4-nano-vs-kimi-2-6
- Last updated: October 10, 2026

- Shared sourced benchmarks: 17
- 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 47.44. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in mathematics, where the averages are 44.3 for GPT-5.4 nano and 72.2 for Kimi K2.6.
- The biggest single benchmark swing is OSWorld-Verified in Agentic, with scores of 39% and 73.1%.
- GPT-5.4 nano is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- GPT-5.4 nano also has the larger context window at 400K.

## Model Snapshot

| Property | GPT-5.4 nano | Kimi K2.6 |
|----------|----------|----------|
| Creator | OpenAI | Moonshot AI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 400K | 256K |
| Overall Score | 47.44 | 58.74 |
| Benchmarks Covered | 21 | 37 |
| Pricing (input/output) | $0.20 / $1.25 | $0.95 / $4.00 |

## Category Breakdown

### Agentic

- Winner: Kimi K2.6
- GPT-5.4 nano public-lane score: 32.2 (Supported · #82/123)
- Kimi K2.6 public-lane score: 43.7 (Supported · #57/123)

| Benchmark | GPT-5.4 nano | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 46.3% | 66.7% | Kimi K2.6 |
| OSWorld-Verified | 39% | 73.1% | Kimi K2.6 |
| MCP Atlas | 56.1% | 55.9% | GPT-5.4 nano |
| Toolathlon | 35.5% | 50% | Kimi K2.6 |
| τ²-bench results | 92.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 41.6% | 53.6% | Kimi K2.6 |
| BrowseComp | Coming soon | 83.2% | Coming soon |
| Claw-Eval | Coming soon | 62.3% | Coming soon |
| DeepSearchQA | Coming soon | 92.5% | Coming soon |
| WideResearch | Coming soon | 80.8% | Coming soon |
| Gert Labs | Coming soon | 56.82% | Coming soon |
| ResearchClawBench | Coming soon | 18.0% | Coming soon |
| OSWorld 2.0 | Coming soon | 4.6% | Coming soon |

### Coding

- Winner: Kimi K2.6
- GPT-5.4 nano public-lane score: 30.7 (Supported · #93/146)
- Kimi K2.6 public-lane score: 43.9 (Supported · #54/146)

| Benchmark | GPT-5.4 nano | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 46.3% | 66.7% | Kimi K2.6 |
| Vibe Code Bench | 26.10% | 37.89% | Kimi K2.6 |
| LiveCodeBench (Vals) | 84.0% | 86.8% | Kimi K2.6 |
| SWE-bench (Vals) | 69.8% | 76.2% | Kimi K2.6 |
| SWE-bench Verified | Coming soon | 80.2% | Coming soon |
| 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 |
| cursorBench31 | Coming soon | 47.6% | Coming soon |

### Reasoning

- Winner: Not comparable
- GPT-5.4 nano public-lane score: 40.8 (Unranked · 4 rankable rows)
- Kimi K2.6 public-lane score: Coming soon

| Benchmark | GPT-5.4 nano | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-1 | 51.50% | Coming soon | Coming soon |
| ARC-AGI-2 | 5.7% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- GPT-5.4 nano public-lane score: 52.1 (#48/54)
- Kimi K2.6 public-lane score: 73.8 (#27/54)

| Benchmark | GPT-5.4 nano | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 66.1% | 79.4% | Kimi K2.6 |
| MMMU-Pro w/ Python | 69.5% | 80.1% | Kimi K2.6 |
| CharXiv | Coming soon | 80.4% | Coming soon |
| MathVision | Coming soon | 87.4% | Coming soon |
| V* | Coming soon | 96.9% | Coming soon |

### Knowledge

- Winner: Kimi K2.6
- GPT-5.4 nano public-lane score: 40.1 (Supported · #111/177)
- Kimi K2.6 public-lane score: 59.8 (Supported · #45/177)

| Benchmark | GPT-5.4 nano | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 82.8% | 90.5% | Kimi K2.6 |
| HLE | 37.7% | 34.7% | GPT-5.4 nano |
| HLE w/o tools | 24.3% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 77.5% | 89.1% | Kimi K2.6 |
| MMLU-Pro (Vals) | 77.2% | 87.6% | Kimi K2.6 |
| GPQA-D | Coming soon | 90.5% | Coming soon |

### Instruction Following

- Winner: Not comparable
- GPT-5.4 nano public-lane score: 93.3 (#11/127)
- Kimi K2.6 public-lane score: Coming soon

### Mathematics

- Winner: Not comparable
- GPT-5.4 nano public-lane score: 44.3 (Unranked · 2 rankable rows)
- Kimi K2.6 public-lane score: 72.2 (#1/7)

| Benchmark | GPT-5.4 nano | Kimi K2.6 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 25.860% | 38.966% | Kimi K2.6 |
| FrontierMath v2 (Tier 4) | 6.250% | 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, GPT-5.4 nano 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 GPT-5.4 nano and Kimi K2.6?

The widest category gap is in mathematics, where the averages are 44.3 for GPT-5.4 nano and 72.2 for Kimi K2.6.

### How many benchmarks does GPT-5.4 nano cover on BenchLM?

GPT-5.4 nano currently has 21 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

- [GPT-5.4 nano vs GPT-5.4 Pro](/compare/gpt-5-4-nano-vs-gpt-5-4-pro)
- [Kimi K2.6 vs GPT-5.4 Pro](/compare/gpt-5-4-pro-vs-kimi-2-6)
- [GPT-5.4 nano vs GPT-5.4](/compare/gpt-5-4-vs-gpt-5-4-nano)
- [Kimi K2.6 vs GPT-5.4](/compare/gpt-5-4-vs-kimi-2-6)

## Explore More

- [GPT-5.4 nano profile](/models/gpt-5-4-nano)
- [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)