# Gemma 4 31B IT vs Kimi K2.7 Code

> Gemma 4 31B IT and Kimi K2.7 Code score almost the same on the Noometry Index (43.5 vs 43.3), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/gemma-4-31b-it-vs-kimi-k2-7-code
- Last updated: 2026-10-10
- Shared benchmarks: 11

## Summary

- They share 11 benchmarks with published results for both. Gemma 4 31B IT scores higher in 0 categories and Kimi K2.7 Code in 4 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Kimi K2.7 Code leads 53.5 to 37.9.
- The biggest single-benchmark swing is SimpleQA Verified: 10.4% for Gemma 4 31B IT and 36.5% for Kimi K2.7 Code.
- Gemma 4 31B IT is cheaper at $0.09 / $0.34 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.

## Snapshot

| | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| Provider | Google | Moonshot AI |
| Noometry Index | 43.5 | 43.3 |
| Rank | 90 | 94 |
| Context | 262K | 262K |
| Input $/M | $0.09 | $0.95 |
| Output $/M | $0.34 | $4 |
| Weights | Open | Open |

## Coding

- Gemma 4 31B IT: 42.3 (#108)
- Kimi K2.7 Code: 42.9 (#95)

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| LMArena WebDev | 1366 | 1473 |
| SciCode | 43.4% | 47.5% |
| WeirdML | 52.3% | 54.1% |
| ALE-Bench | 925.5 | 886.23 |
| DeepSWE | — | 30.5% |
| FrontierCode | — | 30.1% |
| LMArena Coding | 1459 | — |

## Agentic & Tool Use

- Gemma 4 31B IT: —
- Kimi K2.7 Code: 24.0 (#122)

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| APEX-Agents | — | 37.6% |
| GBAEval | — | 0.9% |
| Vending-Bench 2 | — | 5,083 |

## Reasoning

- Gemma 4 31B IT: 27.2 (#122)
- Kimi K2.7 Code: 39.0 (#61)

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| CritPt | 1.4% | 10% |
| Chess Puzzles | 5% | 21% |
| Surface Evolver Bench | 30.6% | 48.8% |
| Epoch Capabilities Index | 142.74 | 149.97 |
| SimpleBench | — | 57.9% |
| Kagi LLM Benchmark | 63.5% | — |
| NYT Connections (extended) | 70.6% | — |
| Thematic Generalization | 53% | — |
| LMArena Hard Prompts | 1448 | — |
| DTBench | 82.7% | — |
| LMCA | 39.3% | — |

## Math

- Gemma 4 31B IT: 43.2 (#81)
- Kimi K2.7 Code: 52.9 (#48)

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 73.3% | 95.6% |
| FrontierMath (Tiers 1-3) | — | 54% |
| FrontierMath Tier 4 | — | 12.2% |
| LMArena Math | 1465 | — |

## Knowledge

- Gemma 4 31B IT: 37.9 (#151)
- Kimi K2.7 Code: 53.5 (#57)

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| GPQA Diamond | 75.8% | 87.9% |
| SimpleQA Verified | 10.4% | 36.5% |
| Vectara Hallucination Rate | 7.4% | — |
| LMArena Expert | 1465 | — |

## Multimodal

- Gemma 4 31B IT: 41.6 (#34)
- Kimi K2.7 Code: —

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| LMArena Vision | 1277 | — |
| LMArena Document | 1425 | — |

## Multilingual

- Gemma 4 31B IT: 53.8 (#57)
- Kimi K2.7 Code: —

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| LMArena Non-English | 1431 | — |
| LMArena Chinese | 1476 | — |
| LMArena French | 1435 | — |
| LMArena Russian | 1460 | — |
| LMArena Spanish | 1444 | — |

## Instruction Following

- Gemma 4 31B IT: 75.5 (#61)
- Kimi K2.7 Code: —

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| LMArena Instruction Following | 1433 | — |

## Long Context

- Gemma 4 31B IT: 44.2 (#71)
- Kimi K2.7 Code: —

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| LMArena Longer Query | 1446 | — |

## Writing & Preference

- Gemma 4 31B IT: 60.5 (#96)
- Kimi K2.7 Code: —

| Benchmark | Gemma 4 31B IT | Kimi K2.7 Code |
|---|---|---|
| LMArena Text | 1443 | — |
| LMArena Creative Writing | 1415 | — |
| EQ-Bench Creative Writing | 1368 | — |
| EQ-Bench 4 | 1120 | — |
| LMArena Multi-Turn | 1452 | — |

## FAQ

### Is Gemma 4 31B IT better than Kimi K2.7 Code?

Gemma 4 31B IT and Kimi K2.7 Code score almost the same on the Noometry Index (43.5 vs 43.3), so choose on price, context window or the category you care about most.

### Which is cheaper, Gemma 4 31B IT or Kimi K2.7 Code?

Gemma 4 31B IT is cheaper. It lists at $0.09 per million input tokens and $0.34 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

### Is Gemma 4 31B IT or Kimi K2.7 Code better for coding?

They score almost the same on coding (42.3 vs 42.9); test both on your own repository before choosing.

### Which has the bigger context window?

Both accept 262K tokens.

### How many benchmarks do Gemma 4 31B IT and Kimi K2.7 Code share?

11 benchmarks have published results for both models. Gemma 4 31B IT has 35 scored results on Noometry and Kimi K2.7 Code has 19.