# Kimi K2.6 vs Step 3.7 Flash

> Kimi K2.6 is the stronger model overall, scoring 47.7 to 37.3 on the Noometry Index. Step 3.7 Flash costs 4.1× less per token, which makes it the better buy when Kimi K2.6's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/kimi-k2-6-vs-step-3-7-flash
- Last updated: 2026-10-11
- Shared benchmarks: 5

## Summary

- They share 5 benchmarks with published results for both. Kimi K2.6 scores higher in 3 categories and Step 3.7 Flash in 0 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Kimi K2.6 leads 40.5 to 21.6.
- The biggest single-benchmark swing is NYT Connections (extended): 87.2% for Kimi K2.6 and 39.7% for Step 3.7 Flash.
- Step 3.7 Flash is cheaper at $0.18 / $1.11 per million input/output tokens, against $0.95 / $4 for Kimi K2.6.
- Kimi K2.6 accepts more context: 262K tokens versus 256K.

## Snapshot

| | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| Provider | Moonshot AI | StepFun |
| Noometry Index | 47.7 | 37.3 |
| Rank | 60 | 207 |
| Context | 262K | 256K |
| Input $/M | $0.95 | $0.18 |
| Output $/M | $4 | $1.11 |
| Weights | Open | Open |

## Coding

- Kimi K2.6: 50.7 (#43)
- Step 3.7 Flash: 40.0 (#150)

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| SciCode | 53.5% | 40% |
| ALE-Bench | 1,093 | 694.12 |
| SWE-bench Verified | 76.7% | — |
| LMArena WebDev | 1509 | — |
| WeirdML | 55.9% | — |
| LMArena Coding | 1488 | — |

## Agentic & Tool Use

- Kimi K2.6: 21.9 (#137)
- Step 3.7 Flash: —

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| OSWorld 2.0 | 4.6% | — |
| ExploitBench | 18.4% | — |
| GBAEval | 0.9% | — |
| GDP.pdf | 12% | — |
| Vending-Bench 2 | 6,205 | — |

## Reasoning

- Kimi K2.6: 40.5 (#55)
- Step 3.7 Flash: 21.6 (#219)

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| NYT Connections (extended) | 87.2% | 39.7% |
| CritPt | 8% | 2.3% |
| Chess Puzzles | 26% | — |
| EBR-Bench | 2.4% | — |
| LMArena Hard Prompts | 1470 | — |
| Mystery Game Puzzles | 18% | — |
| DTBench | 90.9% | — |
| LMCA | 37.3% | — |
| Epoch Capabilities Index | 151.05 | — |

## Math

- Kimi K2.6: 57.0 (#41)
- Step 3.7 Flash: 42.9 (#82)

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | 72.9% | 68.5% |
| FrontierMath (Tiers 1-3) | 57.2% | — |
| FrontierMath Tier 4 | 25.6% | — |
| OTIS Mock AIME 2024-2025 | 96.1% | — |
| ProofBench | 16% | — |
| LMArena Math | 1475 | — |
| FrontierMath (Feb 2025 set) | 39% | — |
| FrontierMath Tier 4 (v1) | 14.6% | — |

## Knowledge

- Kimi K2.6: 54.0 (#54)
- Step 3.7 Flash: —

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| GPQA Diamond | 90.8% | — |
| SimpleQA Verified | 34.9% | — |
| Vectara Hallucination Rate | 10.8% | — |
| LMArena Expert | 1491 | — |

## Multimodal

- Kimi K2.6: 31.6 (#103)
- Step 3.7 Flash: —

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Vision | 1283 | — |
| Blueprint-Bench 2 | 3.9% | — |
| Furniture Assembly | 21.7% | — |
| LMArena Document | 1451 | — |

## Multilingual

- Kimi K2.6: 54.9 (#37)
- Step 3.7 Flash: —

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Non-English | 1446 | — |
| LMArena Chinese | 1521 | — |
| LMArena French | 1471 | — |
| LMArena German | 1450 | — |
| LMArena Japanese | 1443 | — |
| LMArena Korean | 1427 | — |
| LMArena Russian | 1446 | — |
| LMArena Spanish | 1464 | — |

## Instruction Following

- Kimi K2.6: 76.3 (#43)
- Step 3.7 Flash: —

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Instruction Following | 1451 | — |

## Long Context

- Kimi K2.6: 44.9 (#52)
- Step 3.7 Flash: —

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Longer Query | 1468 | — |

## Writing & Preference

- Kimi K2.6: 68.5 (#26)
- Step 3.7 Flash: —

| Benchmark | Kimi K2.6 | Step 3.7 Flash |
|---|---|---|
| LMArena Text | 1455 | — |
| LMArena Creative Writing | 1434 | — |
| EQ-Bench Creative Writing | 1725 | — |
| EQ-Bench 4 | 1202 | — |
| LMArena Multi-Turn | 1453 | — |

## FAQ

### Is Kimi K2.6 better than Step 3.7 Flash?

Kimi K2.6 is the stronger model overall, scoring 47.7 to 37.3 on the Noometry Index. Step 3.7 Flash costs 4.1× less per token, which makes it the better buy when Kimi K2.6's lead doesn't matter for your workload.

### Which is cheaper, Kimi K2.6 or Step 3.7 Flash?

Step 3.7 Flash is cheaper. It lists at $0.18 per million input tokens and $1.11 per million output tokens; Kimi K2.6 lists at $0.95 and $4.

### Is Kimi K2.6 or Step 3.7 Flash better for coding?

Kimi K2.6 scores higher on coding benchmarks: 50.7 versus 40.0 in the Noometry coding category.

### Which has the bigger context window?

Kimi K2.6 does, with 262K tokens against 256K.

### How many benchmarks do Kimi K2.6 and Step 3.7 Flash share?

5 benchmarks have published results for both models. Kimi K2.6 has 51 scored results on Noometry and Step 3.7 Flash has 5.