# MiniMax-M2.7 vs Step 3.7 Flash

> MiniMax-M2.7 and Step 3.7 Flash score almost the same on the Noometry Index (37.4 vs 36.5), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/minimax-m2-7-vs-step-3-7-flash
- Last updated: 2026-10-10
- Shared benchmarks: 4

## Summary

- They share 4 benchmarks with published results for both. MiniMax-M2.7 scores higher in 1 category and Step 3.7 Flash in 2 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in math, where Step 3.7 Flash leads 40.9 to 24.9.
- The biggest single-benchmark swing is NYT Connections (extended): 24.7% for MiniMax-M2.7 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 $0.30 / $1.20 for MiniMax-M2.7.
- Step 3.7 Flash accepts more context: 256K tokens versus 205K.

## Snapshot

| | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| Provider | MiniMax | StepFun |
| Noometry Index | 37.4 | 36.5 |
| Rank | 188 | 207 |
| Context | 205K | 256K |
| Input $/M | $0.30 | $0.18 |
| Output $/M | $1.20 | $1.11 |
| Weights | Open | Open |

## Coding

- MiniMax-M2.7: 41.4 (#115)
- Step 3.7 Flash: 39.4 (#147)

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| SciCode | 47% | 40% |
| ALE-Bench | 599.25 | 694.12 |
| LMArena WebDev | 1397 | — |
| WeirdML | 37% | — |
| LMArena Coding | 1454 | — |

## Agentic & Tool Use

- MiniMax-M2.7: 24.9 (#103)
- Step 3.7 Flash: —

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| Terminal-Bench | 45.1% | — |
| ExploitBench | 13.3% | — |
| GBAEval | 0% | — |

## Reasoning

- MiniMax-M2.7: 19.0 (#248)
- Step 3.7 Flash: 20.9 (#211)

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| NYT Connections (extended) | 24.7% | 39.7% |
| CritPt | 0.6% | 2.3% |
| Thematic Generalization | 39.3% | — |
| LMArena Hard Prompts | 1422 | — |
| Epoch Capabilities Index | 145.84 | — |

## Math

- MiniMax-M2.7: 24.9 (#254)
- Step 3.7 Flash: 40.9 (#74)

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | — | 68.5% |
| ProofBench | 3% | — |
| LMArena Math | 1420 | — |

## Knowledge

- MiniMax-M2.7: 37.1 (#151)
- Step 3.7 Flash: —

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| Vectara Hallucination Rate | 12.9% | — |
| LMArena Expert | 1443 | — |

## Multilingual

- MiniMax-M2.7: 50.5 (#120)
- Step 3.7 Flash: —

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| LMArena Non-English | 1382 | — |
| LMArena Chinese | 1439 | — |
| LMArena French | 1422 | — |
| LMArena German | 1398 | — |
| LMArena Japanese | 1261 | — |
| LMArena Korean | 1313 | — |
| LMArena Russian | 1383 | — |
| LMArena Spanish | 1403 | — |

## Instruction Following

- MiniMax-M2.7: 74.2 (#101)
- Step 3.7 Flash: —

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| LMArena Instruction Following | 1404 | — |

## Long Context

- MiniMax-M2.7: 43.3 (#94)
- Step 3.7 Flash: —

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| LMArena Longer Query | 1419 | — |

## Writing & Preference

- MiniMax-M2.7: 59.1 (#107)
- Step 3.7 Flash: —

| Benchmark | MiniMax-M2.7 | Step 3.7 Flash |
|---|---|---|
| LMArena Text | 1404 | — |
| LMArena Creative Writing | 1354 | — |
| LMArena Multi-Turn | 1413 | — |

## FAQ

### Is MiniMax-M2.7 better than Step 3.7 Flash?

MiniMax-M2.7 and Step 3.7 Flash score almost the same on the Noometry Index (37.4 vs 36.5), so choose on price, context window or the category you care about most.

### Which is cheaper, MiniMax-M2.7 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; MiniMax-M2.7 lists at $0.30 and $1.20.

### Is MiniMax-M2.7 or Step 3.7 Flash better for coding?

MiniMax-M2.7 scores higher on coding benchmarks: 41.4 versus 39.4 in the Noometry coding category.

### Which has the bigger context window?

Step 3.7 Flash does, with 256K tokens against 205K.

### How many benchmarks do MiniMax-M2.7 and Step 3.7 Flash share?

4 benchmarks have published results for both models. MiniMax-M2.7 has 30 scored results on Noometry and Step 3.7 Flash has 5.