# Kimi K2.7 Code vs Nova 2 Lite

> Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 39.7 on the Noometry Index. Nova 2 Lite costs 2.0× less per token, which makes it the better buy when Kimi K2.7 Code's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/kimi-k2-7-code-vs-nova-2-lite
- Last updated: 2026-10-12
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Kimi K2.7 Code leads 52.9 to 37.5.
- Nova 2 Lite is cheaper at $0.30 / $2.50 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
- Nova 2 Lite accepts more context: 1M tokens versus 262K.
- Kimi K2.7 Code has downloadable open weights; the other is API-only.

## Snapshot

| | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| Provider | Moonshot AI | Amazon |
| Noometry Index | 43.3 | 39.7 |
| Rank | 94 | 161 |
| Context | 262K | 1M |
| Input $/M | $0.95 | $0.30 |
| Output $/M | $4 | $2.50 |
| Weights | Open | Proprietary |

## Coding

- Kimi K2.7 Code: 42.9 (#95)
- Nova 2 Lite: 40.7 (#134)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| LMArena Coding | — | 1385 |
| ALE-Bench | 886.23 | — |

## Agentic & Tool Use

- Kimi K2.7 Code: 24.0 (#122)
- Nova 2 Lite: 24.1 (#121)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| APEX-Agents | 37.6% | — |
| Berkeley Function Calling Leaderboard | — | 27.1% |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |

## Reasoning

- Kimi K2.7 Code: 39.0 (#61)
- Nova 2 Lite: 27.5 (#118)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| SimpleBench | 57.9% | — |
| CritPt | 10% | — |
| Chess Puzzles | 21% | — |
| LMArena Hard Prompts | — | 1364 |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 149.97 | — |

## Math

- Kimi K2.7 Code: 52.9 (#48)
- Nova 2 Lite: 37.5 (#156)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| LMArena Math | — | 1359 |

## Knowledge

- Kimi K2.7 Code: 53.5 (#57)
- Nova 2 Lite: 43.0 (#94)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
| Vectara Hallucination Rate | — | 5.1% |
| LMArena Expert | — | 1358 |

## Multilingual

- Kimi K2.7 Code: —
- Nova 2 Lite: 47.1 (#153)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| LMArena Non-English | — | 1337 |
| LMArena Chinese | — | 1364 |
| LMArena French | — | 1381 |
| LMArena German | — | 1343 |
| LMArena Japanese | — | 1271 |
| LMArena Korean | — | 1284 |
| LMArena Russian | — | 1343 |
| LMArena Spanish | — | 1373 |

## Instruction Following

- Kimi K2.7 Code: —
- Nova 2 Lite: 70.5 (#161)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| LMArena Instruction Following | — | 1335 |

## Long Context

- Kimi K2.7 Code: —
- Nova 2 Lite: 40.6 (#150)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| LMArena Longer Query | — | 1335 |

## Writing & Preference

- Kimi K2.7 Code: —
- Nova 2 Lite: 53.9 (#154)

| Benchmark | Kimi K2.7 Code | Nova 2 Lite |
|---|---|---|
| LMArena Text | — | 1362 |
| LMArena Creative Writing | — | 1291 |
| LMArena Multi-Turn | — | 1338 |

## FAQ

### Is Kimi K2.7 Code better than Nova 2 Lite?

Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 39.7 on the Noometry Index. Nova 2 Lite costs 2.0× less per token, which makes it the better buy when Kimi K2.7 Code's lead doesn't matter for your workload.

### Which is cheaper, Kimi K2.7 Code or Nova 2 Lite?

Nova 2 Lite is cheaper. It lists at $0.30 per million input tokens and $2.50 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

### Is Kimi K2.7 Code or Nova 2 Lite better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 40.7 in the Noometry coding category.

### Which has the bigger context window?

Nova 2 Lite does, with 1M tokens against 262K.

### How many benchmarks do Kimi K2.7 Code and Nova 2 Lite share?

0 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Nova 2 Lite has 19.
