# Kimi K2.7 Code vs Qwen3-VL 235B-A22B

> Kimi K2.7 Code and Qwen3-VL 235B-A22B score almost the same on the Noometry Index (43.0 vs 42.5), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/kimi-k2-7-code-vs-qwen3-vl-235b-a22b
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Kimi K2.7 Code leads 52.6 to 36.2.
- Qwen3-VL 235B-A22B is cheaper at $0.70 / $2.80 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
- Kimi K2.7 Code accepts more context: 262K tokens versus 131K.

## Snapshot

| | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| Provider | Moonshot AI | Alibaba (Qwen) |
| Noometry Index | 43.0 | 42.5 |
| Rank | 90 | 98 |
| Context | 262K | 131K |
| Input $/M | $0.95 | $0.70 |
| Output $/M | $4 | $2.80 |
| Weights | Open | Open |

## Coding

- Kimi K2.7 Code: 42.4 (#92)
- Qwen3-VL 235B-A22B: 41.8 (#103)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| LMArena Coding | — | 1438 |
| ALE-Bench | 886.23 | — |

## Agentic & Tool Use

- Kimi K2.7 Code: 23.9 (#115)
- Qwen3-VL 235B-A22B: —

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |

## Reasoning

- Kimi K2.7 Code: 38.2 (#56)
- Qwen3-VL 235B-A22B: 28.1 (#92)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| SimpleBench | 57.9% | — |
| CritPt | 10% | — |
| Chess Puzzles | 21% | — |
| LMArena Hard Prompts | — | 1428 |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 150.01 | — |

## Math

- Kimi K2.7 Code: 52.6 (#39)
- Qwen3-VL 235B-A22B: 36.2 (#120)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| LMArena Math | — | 1426 |

## Knowledge

- Kimi K2.7 Code: 53.6 (#51)
- Qwen3-VL 235B-A22B: 39.6 (#120)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
| LMArena Expert | — | 1440 |

## Multimodal

- Kimi K2.7 Code: —
- Qwen3-VL 235B-A22B: 39.1 (#50)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Vision | — | 1247 |

## Multilingual

- Kimi K2.7 Code: —
- Qwen3-VL 235B-A22B: 52.1 (#92)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Non-English | — | 1405 |
| LMArena Chinese | — | 1462 |
| LMArena French | — | 1448 |
| LMArena German | — | 1424 |
| LMArena Japanese | — | 1385 |
| LMArena Korean | — | 1395 |
| LMArena Russian | — | 1409 |
| LMArena Spanish | — | 1427 |

## Instruction Following

- Kimi K2.7 Code: —
- Qwen3-VL 235B-A22B: 74.4 (#95)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Instruction Following | — | 1407 |

## Long Context

- Kimi K2.7 Code: —
- Qwen3-VL 235B-A22B: 43.4 (#93)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Longer Query | — | 1420 |

## Writing & Preference

- Kimi K2.7 Code: —
- Qwen3-VL 235B-A22B: 60.4 (#94)

| Benchmark | Kimi K2.7 Code | Qwen3-VL 235B-A22B |
|---|---|---|
| LMArena Text | — | 1420 |
| LMArena Creative Writing | — | 1367 |
| LMArena Multi-Turn | — | 1428 |

## FAQ

### Is Kimi K2.7 Code better than Qwen3-VL 235B-A22B?

Kimi K2.7 Code and Qwen3-VL 235B-A22B score almost the same on the Noometry Index (43.0 vs 42.5), so choose on price, context window or the category you care about most.

### Which is cheaper, Kimi K2.7 Code or Qwen3-VL 235B-A22B?

Qwen3-VL 235B-A22B is cheaper. It lists at $0.70 per million input tokens and $2.80 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

### Is Kimi K2.7 Code or Qwen3-VL 235B-A22B better for coding?

They score almost the same on coding (42.4 vs 41.8); test both on your own repository before choosing.

### Which has the bigger context window?

Kimi K2.7 Code does, with 262K tokens against 131K.

### How many benchmarks do Kimi K2.7 Code and Qwen3-VL 235B-A22B share?

0 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Qwen3-VL 235B-A22B has 18.