Model comparison
Claude Opus 4.5 vs MiniMax-M2.7
Claude Opus 4.5 is the stronger model overall, scoring 50.5 to 37.4 on the Noometry Index. MiniMax-M2.7 costs 19× less per token, which makes it the better buy when Claude Opus 4.5's lead doesn't matter for your workload.
Last verified . 25 shared benchmarks.
Summary
- They share 25 benchmarks with published results for both. Claude Opus 4.5 scores higher in 9 categories and MiniMax-M2.7 in 0 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Claude Opus 4.5 leads 42.5 to 19.0.
- The biggest single-benchmark swing is ProofBench: 36% for Claude Opus 4.5 and 3% for MiniMax-M2.7.
- MiniMax-M2.7 is cheaper at $0.30 / $1.20 per million input/output tokens, against $5 / $25 for Claude Opus 4.5.
- MiniMax-M2.7 accepts more context: 205K tokens versus 200K.
- MiniMax-M2.7 has downloadable open weights; the other is API-only.
Side by side
| Claude Opus 4.5 | MiniMax-M2.7 | |
|---|---|---|
| Provider | Anthropic | MiniMax |
| Noometry Index | 50.5 | 37.4 |
| Released | 2025-11-01 | 2026-03-18 |
| Weights | Proprietary | Open |
| Context window | 200K | 205K |
| Max output | 64K | 131K |
| Input $ / M tokens | $5 | $0.30 |
| Output $ / M tokens | $25 | $1.20 |
| Results tracked | 69 | 30 |
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Category by category
Coding Claude Opus 4.5 leads
Claude Opus 4.5: 55.4 (#21), MiniMax-M2.7: 41.4 (#115)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| LMArena WebDev | 1493 | 1397 |
| WeirdML | 63.7% | 37% |
| LMArena Coding | 1504 | 1454 |
| ALE-Bench | 1,025 | 599.25 |
| SWE-bench Verified | 76.7% | — |
| SWE-bench Verified (bash only) | 76.8% | — |
| SWE-bench Multilingual | 70.7% | — |
| SciCode | — | 47% |
| GSO | 26.5% | — |
| AlgoTune | 1.77 | — |
Agentic & Tool Use Claude Opus 4.5 leads
Claude Opus 4.5: 47.2 (#11), MiniMax-M2.7: 24.9 (#103)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| Terminal-Bench | 63.1% | 45.1% |
| Berkeley Function Calling Leaderboard | 77.5% | — |
| GDPval | 45.5% | — |
| Remote Labor Index | 3.8% | — |
| τ²-bench Airline | 84% | — |
| τ²-bench Banking | 24.7% | — |
| τ²-bench Retail | 79.6% | — |
| τ²-bench Telecom | 92.3% | — |
| Cybench | 82% | — |
| DeepResearch Bench | 54.8% | — |
| OSWorld | 66.3% | — |
| BALROG | 43.5% | — |
| ExploitBench | — | 13.3% |
| GBAEval | — | 0% |
| LMArena Search | 1180 | — |
| METR Time Horizons | 75% | — |
| Vending-Bench 2 | 4,967 | — |
Reasoning Claude Opus 4.5 leads
Claude Opus 4.5: 42.5 (#43), MiniMax-M2.7: 19.0 (#248)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| NYT Connections (extended) | 52.5% | 24.7% |
| LMArena Hard Prompts | 1476 | 1422 |
| Epoch Capabilities Index | 150.1 | 145.84 |
| ARC-AGI-2 | 37.6% | — |
| SimpleBench | 62% | — |
| Kagi LLM Benchmark | 80.2% | — |
| ARC-AGI-1 | 80% | — |
| CritPt | — | 0.6% |
| Chess Puzzles | 12% | — |
| EnigmaEval | 11.9% | — |
| Thematic Generalization | — | 39.3% |
| EBR-Bench | 14.3% | — |
| Mystery Game Puzzles | 22% | — |
| DTBench | 89.9% | — |
| LMCA | 44.5% | — |
| ForecastBench | 60.7 | — |
Math Claude Opus 4.5 leads
Claude Opus 4.5: 38.5 (#85), MiniMax-M2.7: 24.9 (#254)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| ProofBench | 36% | 3% |
| LMArena Math | 1463 | 1420 |
| FrontierMath (Tiers 1-3) | 34.4% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 86.1% | — |
| FrontierMath (Feb 2025 set) | 20.7% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
Knowledge Claude Opus 4.5 leads
Claude Opus 4.5: 56.4 (#38), MiniMax-M2.7: 37.1 (#151)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| Vectara Hallucination Rate | 10.9% | 12.9% |
| LMArena Expert | 1488 | 1443 |
| GPQA Diamond | 86% | — |
| Humanity's Last Exam | 25.2% | — |
| SimpleQA Verified | 45.7% | — |
Multimodal Not comparable
Claude Opus 4.5: 31.1 (#99), MiniMax-M2.7: —
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| GeoBench | 75% | — |
| VPCT | 40% | — |
| Furniture Assembly | 28.3% | — |
| LMArena Document | 1462 | — |
Multilingual Claude Opus 4.5 leads
Claude Opus 4.5: 54.5 (#45), MiniMax-M2.7: 50.5 (#120)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| LMArena Non-English | 1438 | 1382 |
| LMArena Chinese | 1470 | 1439 |
| LMArena French | 1471 | 1422 |
| LMArena German | 1449 | 1398 |
| LMArena Japanese | 1415 | 1261 |
| LMArena Korean | 1424 | 1313 |
| LMArena Russian | 1448 | 1383 |
| LMArena Spanish | 1455 | 1403 |
Instruction Following Claude Opus 4.5 leads
Claude Opus 4.5: 77.7 (#20), MiniMax-M2.7: 74.2 (#101)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| LMArena Instruction Following | 1478 | 1404 |
Long Context Claude Opus 4.5 leads
Claude Opus 4.5: 46.4 (#21), MiniMax-M2.7: 43.3 (#94)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| LMArena Longer Query | 1480 | 1419 |
| CL-bench | 21.1% | — |
Writing & Preference Claude Opus 4.5 leads
Claude Opus 4.5: 68.2 (#28), MiniMax-M2.7: 59.1 (#107)
| Benchmark | Claude Opus 4.5 | MiniMax-M2.7 |
|---|---|---|
| LMArena Text | 1451 | 1404 |
| LMArena Creative Writing | 1445 | 1354 |
| LMArena Multi-Turn | 1466 | 1413 |
| EQ-Bench Creative Writing | 1687 | — |
Frequently asked questions
Is Claude Opus 4.5 better than MiniMax-M2.7?
Claude Opus 4.5 is the stronger model overall, scoring 50.5 to 37.4 on the Noometry Index. MiniMax-M2.7 costs 19× less per token, which makes it the better buy when Claude Opus 4.5's lead doesn't matter for your workload.
Which is cheaper, Claude Opus 4.5 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; Claude Opus 4.5 lists at $5 and $25.
Is Claude Opus 4.5 or MiniMax-M2.7 better for coding?
Claude Opus 4.5 scores higher on coding benchmarks: 55.4 versus 41.4 in the Noometry coding category.
Which has the bigger context window?
MiniMax-M2.7 does, with 205K tokens against 200K.
How many benchmarks do Claude Opus 4.5 and MiniMax-M2.7 share?
25 benchmarks have published results for both models. Claude Opus 4.5 has 69 scored results on Noometry and MiniMax-M2.7 has 30.