# MiniMax M3 vs Ripple-65B Preview

> Side-by-side benchmark comparison for MiniMax M3 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m3-vs-ripple-65b-preview
- Last updated: November 4, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick MiniMax M3 if you want the stronger benchmark profile. Ripple-65B Preview only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- MiniMax M3 leads overall 48.57 to 0.
- The biggest single benchmark swing is Terminal-Bench 2.1 in Agentic, with scores of 66.0% and 80.5%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | MiniMax M3 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | MiniMax | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 48.57 | null |
| Benchmarks Covered | 28 | 17 |
| Pricing (input/output) | $0.30 / $1.20 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- MiniMax M3 public-lane score: 39.3 (Supported · #76/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 66.0% | 80.5% | Ripple-65B Preview |
| BrowseComp | 83.5% | Coming soon | Coming soon |
| OSWorld-Verified | 70.1% | Coming soon | Coming soon |
| MCP Atlas | 74.2% | 71.7% | MiniMax M3 |
| Claw-Eval | 74.5% | Coming soon | Coming soon |
| BankerToolBench | 76.1% | Coming soon | Coming soon |
| ResearchClawBench | 19.8% | Coming soon | Coming soon |
| OSWorld 2.0 | 4.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 53.6% | Coming soon | Coming soon |
| MazeBench | 0% | Coming soon | Coming soon |
| τ³-bench results | Coming soon | 31.3% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |

### Coding

- Winner: Not comparable
- MiniMax M3 public-lane score: 37.4 (Supported · #75/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 80.5% | 76.5% | MiniMax M3 |
| SWE-bench Pro | 59% | 61.4% | Ripple-65B Preview |
| Terminal-Bench 2.1 | 66.0% | 80.5% | Ripple-65B Preview |
| NL2Repo | 42.1% | Coming soon | Coming soon |
| VIBE V2 | 50.1% | Coming soon | Coming soon |
| SVG-Bench | 63.7% | Coming soon | Coming soon |
| KernelBench Hard | 28.8% | Coming soon | Coming soon |
| OpenHarmony Bench | 48.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 82.2% | Coming soon | Coming soon |
| SWE-bench (Vals) | 75.0% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniMax M3 public-lane score: 82 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Not comparable
- MiniMax M3 public-lane score: 59 (#48/58)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro | 45.1% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 91.6% | Coming soon | Coming soon |
| MMMU-Pro | 78.1% | Coming soon | Coming soon |
| VideoMMMU | 84.6% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 85.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- MiniMax M3 public-lane score: 54.3 (Supported · #62/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 92.7% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 84.2% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |
| GPQA-D | Coming soon | 85.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- MiniMax M3 public-lane score: 93.8 (#6/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- MiniMax M3 public-lane score: Coming soon
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M3 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| USAMO 2026 | 85.7% | Coming soon | Coming soon |
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |
| AIME26 | Coming soon | 95.0% | Coming soon |
| HMMT Feb 2026 | Coming soon | 90.5% | Coming soon |

## FAQ

### Which is better overall, MiniMax M3 or Ripple-65B Preview?

MiniMax M3 is ahead overall on BenchLM right now.

### How many benchmarks does MiniMax M3 cover on BenchLM?

MiniMax M3 currently has 28 sourced benchmark scores on BenchLM.

### How many benchmarks does Ripple-65B Preview cover on BenchLM?

Ripple-65B Preview currently has 17 sourced benchmark scores on BenchLM.

## Related Comparisons

- [MiniMax M3 vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-minimax-m3)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [MiniMax M3 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-minimax-m3)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [MiniMax M3 profile](/models/minimax-m3)
- [Ripple-65B Preview profile](/models/ripple-65b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)