# MiniMax-M2 vs MiniMax-M2.7

> MiniMax-M2 and MiniMax-M2.7 score almost the same on the Noometry Index (36.9 vs 37.4), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/minimax-m2-vs-minimax-m2-7
- Last updated: 2026-10-10
- Shared benchmarks: 18

## Summary

- They share 18 benchmarks with published results for both. MiniMax-M2 scores higher in 2 categories and MiniMax-M2.7 in 7 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in math, where MiniMax-M2 leads 34.6 to 24.9.
- The biggest single-benchmark swing is Terminal-Bench: 30% for MiniMax-M2 and 45.1% for MiniMax-M2.7.
- Both cost about the same: $0.30 input and $1.20 output per million tokens.

## Snapshot

| | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| Provider | MiniMax | MiniMax |
| Noometry Index | 36.9 | 37.4 |
| Rank | 201 | 188 |
| Context | 205K | 205K |
| Input $/M | $0.30 | $0.30 |
| Output $/M | $1.20 | $1.20 |
| Weights | Open | Open |

## Coding

- MiniMax-M2: 39.1 (#151)
- MiniMax-M2.7: 41.4 (#115)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| LMArena WebDev | 1297 | 1397 |
| LMArena Coding | 1370 | 1454 |
| SWE-bench Verified (bash only) | 61% | — |
| SciCode | — | 47% |
| WeirdML | — | 37% |
| ALE-Bench | — | 599.25 |

## Agentic & Tool Use

- MiniMax-M2: 24.9 (#102)
- MiniMax-M2.7: 24.9 (#103)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| Terminal-Bench | 30% | 45.1% |
| ExploitBench | — | 13.3% |
| GBAEval | — | 0% |
| Vending-Bench 2 | 160.6 | — |

## Reasoning

- MiniMax-M2: 18.6 (#256)
- MiniMax-M2.7: 19.0 (#248)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| NYT Connections (extended) | 14.8% | 24.7% |
| LMArena Hard Prompts | 1357 | 1422 |
| Kagi LLM Benchmark | 57.8% | — |
| CritPt | — | 0.6% |
| Thematic Generalization | — | 39.3% |
| Epoch Capabilities Index | — | 145.84 |

## Math

- MiniMax-M2: 34.6 (#158)
- MiniMax-M2.7: 24.9 (#254)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| LMArena Math | 1350 | 1420 |
| ProofBench | — | 3% |

## Knowledge

- MiniMax-M2: 36.3 (#160)
- MiniMax-M2.7: 37.1 (#151)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| LMArena Expert | 1336 | 1443 |
| Vectara Hallucination Rate | — | 12.9% |

## Multilingual

- MiniMax-M2: 45.6 (#165)
- MiniMax-M2.7: 50.5 (#120)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| LMArena Non-English | 1314 | 1382 |
| LMArena Chinese | 1367 | 1439 |
| LMArena French | 1336 | 1422 |
| LMArena German | 1366 | 1398 |
| LMArena Russian | 1332 | 1383 |
| LMArena Spanish | 1326 | 1403 |
| LMArena Japanese | — | 1261 |
| LMArena Korean | — | 1313 |

## Instruction Following

- MiniMax-M2: 70.4 (#160)
- MiniMax-M2.7: 74.2 (#101)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| LMArena Instruction Following | 1329 | 1404 |

## Long Context

- MiniMax-M2: 40.5 (#148)
- MiniMax-M2.7: 43.3 (#94)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| LMArena Longer Query | 1332 | 1419 |

## Writing & Preference

- MiniMax-M2: 53.3 (#157)
- MiniMax-M2.7: 59.1 (#107)

| Benchmark | MiniMax-M2 | MiniMax-M2.7 |
|---|---|---|
| LMArena Text | 1340 | 1404 |
| LMArena Creative Writing | 1288 | 1354 |
| LMArena Multi-Turn | 1362 | 1413 |

## FAQ

### Is MiniMax-M2 better than MiniMax-M2.7?

MiniMax-M2 and MiniMax-M2.7 score almost the same on the Noometry Index (36.9 vs 37.4), so choose on price, context window or the category you care about most.

### Which is cheaper, MiniMax-M2 or MiniMax-M2.7?

MiniMax-M2.7 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; MiniMax-M2 lists at $0.30 and $1.20.

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

MiniMax-M2.7 scores higher on coding benchmarks: 41.4 versus 39.1 in the Noometry coding category.

### Which has the bigger context window?

Both accept 205K tokens.

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

18 benchmarks have published results for both models. MiniMax-M2 has 21 scored results on Noometry and MiniMax-M2.7 has 30.