# Kimi K2.7 Code vs o4-mini

> Side-by-side benchmark comparison for Kimi K2.7 Code and o4-mini across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-7-code-vs-o4-mini
- Last updated: October 25, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Kimi K2.7 Code and o4-mini.

## Summary

- Kimi K2.7 Code and o4-mini do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Kimi K2.7 Code | o4-mini |
|----------|----------|----------|
| Creator | Moonshot AI | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 200K |
| Independent public score (not head-to-head) | 49.02 | null |
| Benchmarks Covered | 13 | 7 |
| Pricing (input/output) | $0.95 / $4.00 | $1.10 / $4.40 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 38.5 (Supported · #73/132)
- o4-mini public-lane score: Coming soon

| Benchmark | Kimi K2.7 Code | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| Kimi Claw 24/7 | 46.9% | Coming soon | Coming soon |
| MCP Atlas | 76% | Coming soon | Coming soon |
| MCP Mark Verified | 81.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 67.0% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 41.8 (Supported · #64/153)
- o4-mini public-lane score: Coming soon

| Benchmark | Kimi K2.7 Code | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| Kimi Code Bench v2 | 62.0% | Coming soon | Coming soon |
| ProgramBench | 53.6% | Coming soon | Coming soon |
| MLS-Bench Lite | 35.1% | Coming soon | Coming soon |
| CursorBench 3.2 | 49.7% | Coming soon | Coming soon |
| OpenHarmony Bench | 52.1% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 82.1% | Coming soon | Coming soon |
| SWE-bench (Vals) | 78.2% | Coming soon | Coming soon |
| HumanEval | Coming soon | 97.3% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 79.5 (Unranked · 2 rankable rows)
- o4-mini public-lane score: 66.9 (Unranked · 3 rankable rows)

| Benchmark | Kimi K2.7 Code | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| DROP | Coming soon | 77.7% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: Coming soon
- o4-mini public-lane score: 67.4 (Unranked · 1 rankable row)

### Knowledge

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 53.4 (Estimated · #66/187)
- o4-mini public-lane score: Coming soon

| Benchmark | Kimi K2.7 Code | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| MMLU | Coming soon | 90% | Coming soon |
| GPQA | Coming soon | 77.6% | Coming soon |
| SimpleQA | Coming soon | 20.2% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: Coming soon
- o4-mini public-lane score: Coming soon

| Benchmark | Kimi K2.7 Code | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| MGSM | Coming soon | 93.7% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 76.6 (#66/153)
- o4-mini public-lane score: 83.9 (#55/153)

### Mathematics

- Winner: Insufficient shared evidence
- Kimi K2.7 Code public-lane score: 58.3 (Unranked · 2 rankable rows)
- o4-mini public-lane score: Coming soon

| Benchmark | Kimi K2.7 Code | o4-mini | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 54.035% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 12.195% | Coming soon | Coming soon |
| MATH-500 | Coming soon | 97.5% | Coming soon |

## FAQ

### Can I compare Kimi K2.7 Code and o4-mini on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Kimi K2.7 Code vs o4-mini (high)](/compare/kimi-k2-7-code-vs-o4-mini-high)
- [o4-mini vs o4-mini (high)](/compare/o4-mini-vs-o4-mini-high)
- [Kimi K2.7 Code vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-kimi-k2-7-code)
- [o4-mini vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-o4-mini)

## Explore More

- [Kimi K2.7 Code profile](/models/kimi-k2-7-code)
- [o4-mini profile](/models/o4-mini)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)