Model comparison
Magistral Medium vs MiniMax-M2.5
MiniMax-M2.5 is the stronger model overall, scoring 38.3 to 35.2 on the Noometry Index.
Last verified . 20 shared benchmarks.
Summary
- They share 20 benchmarks with published results for both. Magistral Medium scores higher in 2 categories and MiniMax-M2.5 in 6 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in coding, where MiniMax-M2.5 leads 48.1 to 39.1.
- The biggest single-benchmark swing is ARC-AGI-1: 6.1% for Magistral Medium and 63.7% for MiniMax-M2.5.
- MiniMax-M2.5 is cheaper at $0.30 / $1.20 per million input/output tokens, against $2 / $5 for Magistral Medium.
- Magistral Medium accepts more context: 262K tokens versus 205K.
Side by side
| Magistral Medium | MiniMax-M2.5 | |
|---|---|---|
| Provider | Mistral AI | MiniMax |
| Noometry Index | 35.2 | 38.3 |
| Released | 2025-03-17 | 2026-02-12 |
| Weights | Open | Open |
| Context window | 262K | 205K |
| Max output | 16K | 131K |
| Input $ / M tokens | $2 | $0.30 |
| Output $ / M tokens | $5 | $1.20 |
| Results tracked | 22 | 33 |
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Category by category
Coding MiniMax-M2.5 leads
Magistral Medium: 39.1 (#161), MiniMax-M2.5: 48.1 (#58)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| LMArena Coding | 1319 | 1381 |
| SWE-bench Verified (bash only) | — | 75.8% |
| LMArena WebDev | — | 1387 |
| SWE-bench Multilingual | — | 68.3% |
| SciCode | 39.2% | — |
| ALE-Bench | — | 618.17 |
Agentic & Tool Use Not comparable
Magistral Medium: —, MiniMax-M2.5: 30.4 (#77)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| Terminal-Bench | — | 42.7% |
| Vending-Bench 2 | — | -23.16 |
Reasoning MiniMax-M2.5 leads
Magistral Medium: 8.6 (#348), MiniMax-M2.5: 17.5 (#292)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| ARC-AGI-2 | 0% | 4.9% |
| Kagi LLM Benchmark | 16.2% | 55.2% |
| ARC-AGI-1 | 6.1% | 63.7% |
| LMArena Hard Prompts | 1267 | 1372 |
| NYT Connections (extended) | — | 16.8% |
| CritPt | 0.3% | — |
| Epoch Capabilities Index | — | 146.68 |
Math Magistral Medium leads
Magistral Medium: 35.1 (#189), MiniMax-M2.5: 26.9 (#253)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| LMArena Math | 1250 | 1378 |
| ProofBench | — | 4% |
Knowledge MiniMax-M2.5 leads
Magistral Medium: 33.5 (#202), MiniMax-M2.5: 39.2 (#135)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| LMArena Expert | 1223 | 1379 |
| Vectara Hallucination Rate | — | 9.1% |
Multilingual MiniMax-M2.5 leads
Magistral Medium: 39.6 (#224), MiniMax-M2.5: 47.1 (#152)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| LMArena Non-English | 1232 | 1338 |
| LMArena Chinese | 1227 | 1393 |
| LMArena French | 1267 | 1362 |
| LMArena German | 1248 | 1362 |
| LMArena Japanese | 1175 | 1171 |
| LMArena Korean | 1125 | 1232 |
| LMArena Russian | 1224 | 1358 |
| LMArena Spanish | 1271 | 1354 |
Instruction Following MiniMax-M2.5 leads
Magistral Medium: 66.0 (#211), MiniMax-M2.5: 71.5 (#148)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| LMArena Instruction Following | 1254 | 1353 |
Long Context Magistral Medium leads
Magistral Medium: 39.3 (#183), MiniMax-M2.5: 37.5 (#216)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| LMArena Longer Query | 1295 | 1366 |
| CL-bench | — | 11.4% |
| CL-bench Life | — | 6.3% |
Writing & Preference MiniMax-M2.5 leads
Magistral Medium: 46.3 (#219), MiniMax-M2.5: 53.9 (#153)
| Benchmark | Magistral Medium | MiniMax-M2.5 |
|---|---|---|
| LMArena Text | 1255 | 1359 |
| LMArena Creative Writing | 1245 | 1331 |
| LMArena Multi-Turn | 1275 | 1364 |
| EQ-Bench Creative Writing | — | 1361 |
Frequently asked questions
Is Magistral Medium better than MiniMax-M2.5?
MiniMax-M2.5 is the stronger model overall, scoring 38.3 to 35.2 on the Noometry Index.
Which is cheaper, Magistral Medium or MiniMax-M2.5?
MiniMax-M2.5 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; Magistral Medium lists at $2 and $5.
Is Magistral Medium or MiniMax-M2.5 better for coding?
MiniMax-M2.5 scores higher on coding benchmarks: 48.1 versus 39.1 in the Noometry coding category.
Which has the bigger context window?
Magistral Medium does, with 262K tokens against 205K.
How many benchmarks do Magistral Medium and MiniMax-M2.5 share?
20 benchmarks have published results for both models. Magistral Medium has 22 scored results on Noometry and MiniMax-M2.5 has 33.