Model comparison
Claude Sonnet 4.5 vs MiniMax-M3
Claude Sonnet 4.5 and MiniMax-M3 score almost the same on the Noometry Index (44.1 vs 43.8), so choose on price, context window or the category you care about most.
Last verified . 34 shared benchmarks.
Summary
- They share 34 benchmarks with published results for both. Claude Sonnet 4.5 scores higher in 5 categories and MiniMax-M3 in 5 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in agentic & tool use, where Claude Sonnet 4.5 leads 38.3 to 22.6.
- The biggest single-benchmark swing is NYT Connections (extended): 37.3% for Claude Sonnet 4.5 and 65.1% for MiniMax-M3.
- MiniMax-M3 is cheaper at $0.30 / $1.20 per million input/output tokens, against $3 / $15 for Claude Sonnet 4.5.
- MiniMax-M3 accepts more context: 1M tokens versus 200K.
- MiniMax-M3 has downloadable open weights; the other is API-only.
Side by side
| Claude Sonnet 4.5 | MiniMax-M3 | |
|---|---|---|
| Provider | Anthropic | MiniMax |
| Noometry Index | 44.1 | 43.8 |
| Released | 2025-09-29 | 2026-06-01 |
| Weights | Proprietary | Open |
| Context window | 200K | 1M |
| Max output | 64K | 512K |
| Input $ / M tokens | $3 | $0.30 |
| Output $ / M tokens | $15 | $1.20 |
| Results tracked | 73 | 41 |
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Category by category
Coding Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 47.3 (#61), MiniMax-M3: 41.8 (#118)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| LMArena WebDev | 1393 | 1482 |
| SciCode | 44.7% | 47.1% |
| LMArena Coding | 1489 | 1469 |
| ALE-Bench | 796.15 | 640.02 |
| SWE-bench Verified | 71.3% | — |
| FrontierCode | — | 14.7% |
| SWE-bench Verified (bash only) | 71.4% | — |
| SWE-bench Multilingual | 67% | — |
| GSO | 14.7% | — |
| WeirdML | 47.7% | — |
| AlgoTune | 1.52 | — |
Agentic & Tool Use Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 38.3 (#32), MiniMax-M3: 22.6 (#130)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| Vending-Bench 2 | 3,839 | 2,158 |
| Terminal-Bench | 46.5% | — |
| APEX-Agents | — | 37.7% |
| Berkeley Function Calling Leaderboard | 73.2% | — |
| OSWorld 2.0 | — | 4.6% |
| GDPval | 42.5% | — |
| Remote Labor Index | 2.1% | — |
| τ²-bench Airline | 72% | — |
| τ²-bench Banking | 25.3% | — |
| τ²-bench Retail | 72.4% | — |
| τ²-bench Telecom | 84.9% | — |
| Cybench | 60% | — |
| DeepResearch Bench | 52.6% | — |
| OSWorld | 62.9% | — |
| GBAEval | — | 0.9% |
| LMArena Search | 1159 | — |
| METR Time Horizons | 67.4% | — |
Reasoning MiniMax-M3 leads
Claude Sonnet 4.5: 26.9 (#125), MiniMax-M3: 30.1 (#87)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| SimpleBench | 54.3% | 45.8% |
| NYT Connections (extended) | 37.3% | 65.1% |
| CritPt | 1.1% | 3.7% |
| Chess Puzzles | 12% | 14% |
| LMArena Hard Prompts | 1462 | 1447 |
| Mystery Game Puzzles | 17% | 8% |
| DTBench | 83.2% | 78.9% |
| LMCA | 38.8% | 33.7% |
| Epoch Capabilities Index | 146.84 | 146.95 |
| ForecastBench | 61.9 | 61.4 |
| ARC-AGI-2 | 13.6% | — |
| Kagi LLM Benchmark | 57.9% | — |
| ARC-AGI-1 | 63.7% | — |
| EnigmaEval | 6% | — |
| EBR-Bench | 2.4% | — |
| Surface Evolver Bench | — | 55% |
Math MiniMax-M3 leads
Claude Sonnet 4.5: 32.3 (#216), MiniMax-M3: 40.0 (#95)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 77.8% | 71.1% |
| ProofBench | 19% | 18% |
| LMArena Math | 1449 | 1429 |
| FrontierMath (Tiers 1-3) | 23.9% | — |
| FrontierMath Tier 4 | 2.4% | — |
| Omni-MATH | 55.3% | — |
| MATH Level 5 | 97.7% | — |
| FrontierMath (Feb 2025 set) | 15.2% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
Knowledge MiniMax-M3 leads
Claude Sonnet 4.5: 48.4 (#76), MiniMax-M3: 58.4 (#35)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| GPQA Diamond | 82.3% | 90.9% |
| LMArena Expert | 1482 | 1461 |
| Humanity's Last Exam | 13.7% | — |
| SimpleQA Verified | 30.7% | — |
| MMLU-Pro | 86.9% | — |
| Vectara Hallucination Rate | 12% | — |
| GPQA (HELM) | 68.6% | — |
Multimodal MiniMax-M3 leads
Claude Sonnet 4.5: 34.8 (#89), MiniMax-M3: 40.2 (#51)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| LMArena Document | 1450 | 1435 |
| LMArena Vision | — | 1253 |
| VPCT | 39.8% | — |
Multilingual Too close to call
Claude Sonnet 4.5: 53.4 (#69), MiniMax-M3: 53.0 (#75)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| LMArena Non-English | 1425 | 1420 |
| LMArena Chinese | 1459 | 1463 |
| LMArena French | 1458 | 1447 |
| LMArena German | 1427 | 1426 |
| LMArena Japanese | 1390 | 1381 |
| LMArena Korean | 1403 | 1372 |
| LMArena Russian | 1437 | 1428 |
| LMArena Spanish | 1457 | 1432 |
Instruction Following Too close to call
Claude Sonnet 4.5: 75.0 (#78), MiniMax-M3: 75.5 (#62)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| LMArena Instruction Following | 1459 | 1433 |
| IFEval | 85% | — |
Long Context Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 45.2 (#46), MiniMax-M3: 44.2 (#72)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| LMArena Longer Query | 1476 | 1445 |
Writing & Preference Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 66.5 (#34), MiniMax-M3: 62.1 (#83)
| Benchmark | Claude Sonnet 4.5 | MiniMax-M3 |
|---|---|---|
| LMArena Text | 1439 | 1433 |
| LMArena Creative Writing | 1442 | 1404 |
| LMArena Multi-Turn | 1465 | 1442 |
| EQ-Bench Creative Writing | 1678 | — |
| WildBench | 85.4% | — |
| EQ-Bench 4 | — | 1150 |
Frequently asked questions
Is Claude Sonnet 4.5 better than MiniMax-M3?
Claude Sonnet 4.5 and MiniMax-M3 score almost the same on the Noometry Index (44.1 vs 43.8), so choose on price, context window or the category you care about most.
Which is cheaper, Claude Sonnet 4.5 or MiniMax-M3?
MiniMax-M3 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; Claude Sonnet 4.5 lists at $3 and $15.
Is Claude Sonnet 4.5 or MiniMax-M3 better for coding?
Claude Sonnet 4.5 scores higher on coding benchmarks: 47.3 versus 41.8 in the Noometry coding category.
Which has the bigger context window?
MiniMax-M3 does, with 1M tokens against 200K.
How many benchmarks do Claude Sonnet 4.5 and MiniMax-M3 share?
34 benchmarks have published results for both models. Claude Sonnet 4.5 has 73 scored results on Noometry and MiniMax-M3 has 41.