Model comparison
Claude Opus 5.5 vs MiniMax-M3
Claude Opus 5.5 is the stronger model overall, scoring 68.6 to 43.8 on the Noometry Index. MiniMax-M3 costs 15× less per token, which makes it the better buy when Claude Opus 5.5's lead doesn't matter for your workload.
Last verified . 30 shared benchmarks.
Summary
- They share 30 benchmarks with published results for both. Claude Opus 5.5 scores higher in 10 categories and MiniMax-M3 in 0 categories; 10 gaps are clear of the uncertainty.
- The widest gap is in math, where Claude Opus 5.5 leads 91.8 to 40.0.
- The biggest single-benchmark swing is ProofBench: 100% for Claude Opus 5.5 and 18% for MiniMax-M3.
- MiniMax-M3 is cheaper at $0.30 / $1.20 per million input/output tokens, against $4 / $20 for Claude Opus 5.5.
- MiniMax-M3 has downloadable open weights; the other is API-only.
Side by side
| Claude Opus 5.5 | MiniMax-M3 | |
|---|---|---|
| Provider | Anthropic | MiniMax |
| Noometry Index | 68.6 | 43.8 |
| Released | 2026-09-22 | 2026-06-01 |
| Weights | Proprietary | Open |
| Context window | 1M | 1M |
| Max output | 128K | 512K |
| Input $ / M tokens | $4 | $0.30 |
| Output $ / M tokens | $20 | $1.20 |
| Results tracked | 44 | 41 |
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Category by category
Coding Claude Opus 5.5 leads
Claude Opus 5.5: 71.9 (#3), MiniMax-M3: 41.8 (#118)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| FrontierCode | 54.6% | 14.7% |
| LMArena WebDev | 1813 | 1482 |
| SciCode | 66.9% | 47.1% |
| LMArena Coding | 1547 | 1469 |
| ALE-Bench | 2,147 | 640.02 |
| CursorBench | 57.8% | — |
| FrontierSWE | 62.3% | — |
| MirrorCode | 77.4% | — |
Agentic & Tool Use Claude Opus 5.5 leads
Claude Opus 5.5: 45.3 (#15), MiniMax-M3: 22.6 (#130)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| APEX-Agents | 73.5% | 37.7% |
| Vending-Bench 2 | 9,235 | 2,158 |
| OSWorld 2.0 | — | 4.6% |
| GBAEval | — | 0.9% |
| GDP.pdf | 30.6% | — |
Reasoning Claude Opus 5.5 leads
Claude Opus 5.5: 80.2 (#3), MiniMax-M3: 30.1 (#87)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| NYT Connections (extended) | 88.5% | 65.1% |
| CritPt | 31.7% | 3.7% |
| LMArena Hard Prompts | 1535 | 1447 |
| Mystery Game Puzzles | 71% | 8% |
| DTBench | 98.9% | 78.9% |
| LMCA | 68.2% | 33.7% |
| Epoch Capabilities Index | 167.33 | 146.95 |
| ARC-AGI-2 | 93.3% | — |
| SimpleBench | — | 45.8% |
| ARC-AGI-1 | 98.5% | — |
| Chess Puzzles | — | 14% |
| EBR-Bench | 71.4% | — |
| Surface Evolver Bench | — | 55% |
| ForecastBench | — | 61.4 |
Math Claude Opus 5.5 leads
Claude Opus 5.5: 91.8 (#3), MiniMax-M3: 40.0 (#95)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 100% | 71.1% |
| ProofBench | 100% | 18% |
| LMArena Math | 1506 | 1429 |
| FrontierMath (Tiers 1-3) | 91.2% | — |
| FrontierMath Tier 4 | 95% | — |
| FrontierMath Erdős | 2.9% | — |
Knowledge Claude Opus 5.5 leads
Claude Opus 5.5: 66.4 (#10), MiniMax-M3: 58.4 (#35)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| GPQA Diamond | 90.6% | 90.9% |
| LMArena Expert | 1547 | 1461 |
| SimpleQA Verified | 72.2% | — |
Multimodal Claude Opus 5.5 leads
Claude Opus 5.5: 57.8 (#1), MiniMax-M3: 40.2 (#51)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| LMArena Vision | 1321 | 1253 |
| Blueprint-Bench 2 | 51.2% | — |
| Furniture Assembly | 83.3% | — |
| LMArena Document | — | 1435 |
Multilingual Claude Opus 5.5 leads
Claude Opus 5.5: 59.1 (#2), MiniMax-M3: 53.0 (#75)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| LMArena Non-English | 1507 | 1420 |
| LMArena Chinese | 1588 | 1463 |
| LMArena French | 1514 | 1447 |
| LMArena Russian | 1520 | 1428 |
| LMArena Spanish | 1507 | 1432 |
| LMArena German | — | 1426 |
| LMArena Japanese | — | 1381 |
| LMArena Korean | — | 1372 |
Instruction Following Claude Opus 5.5 leads
Claude Opus 5.5: 80.0 (#3), MiniMax-M3: 75.5 (#62)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| LMArena Instruction Following | 1537 | 1433 |
Long Context Claude Opus 5.5 leads
Claude Opus 5.5: 47.1 (#19), MiniMax-M3: 44.2 (#72)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| LMArena Longer Query | 1532 | 1445 |
Writing & Preference Claude Opus 5.5 leads
Claude Opus 5.5: 78.2 (#3), MiniMax-M3: 62.1 (#83)
| Benchmark | Claude Opus 5.5 | MiniMax-M3 |
|---|---|---|
| LMArena Text | 1515 | 1433 |
| LMArena Creative Writing | 1533 | 1404 |
| LMArena Multi-Turn | 1499 | 1442 |
| EQ-Bench Creative Writing | 2050 | — |
| EQ-Bench 4 | — | 1150 |
Frequently asked questions
Is Claude Opus 5.5 better than MiniMax-M3?
Claude Opus 5.5 is the stronger model overall, scoring 68.6 to 43.8 on the Noometry Index. MiniMax-M3 costs 15× less per token, which makes it the better buy when Claude Opus 5.5's lead doesn't matter for your workload.
Which is cheaper, Claude Opus 5.5 or MiniMax-M3?
MiniMax-M3 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; Claude Opus 5.5 lists at $4 and $20.
Is Claude Opus 5.5 or MiniMax-M3 better for coding?
Claude Opus 5.5 scores higher on coding benchmarks: 71.9 versus 41.8 in the Noometry coding category.
Which has the bigger context window?
Both accept 1M tokens.
How many benchmarks do Claude Opus 5.5 and MiniMax-M3 share?
30 benchmarks have published results for both models. Claude Opus 5.5 has 44 scored results on Noometry and MiniMax-M3 has 41.