# MiniMax M2.7 vs Ripple-65B Preview

> Side-by-side benchmark comparison for MiniMax M2.7 and Ripple-65B Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m2-7-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 M2.7 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 M2.7 leads overall 47.29 to 0.
- The biggest single benchmark swing is τ³-bench results in Agentic, with scores of 67.6% and 31.3%.
- Ripple-65B Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ripple-65B Preview also has the larger context window at 1M.

## Model Snapshot

| Property | MiniMax M2.7 | Ripple-65B Preview |
|----------|----------|----------|
| Creator | MiniMax | Ricursive Intelligence |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 1M |
| Overall Score | 47.29 | null |
| Benchmarks Covered | 29 | 17 |
| Pricing (input/output) | $0.30 / $1.20 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 33.2 (Supported · #99/135)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 57% | Coming soon | Coming soon |
| τ³-bench results | 67.6% | 31.3% | MiniMax M2.7 |
| Toolathlon | 46.3% | Coming soon | Coming soon |
| MLE-Bench Lite | 66.6% | Coming soon | Coming soon |
| MM-ClawBench | 62.7% | Coming soon | Coming soon |
| Claw-Eval | 48.7% | Coming soon | Coming soon |
| Gert Labs | 40.40% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 48.7% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| AutomationBench | Coming soon | 36.4% | Coming soon |
| MCP Atlas | Coming soon | 71.7% | Coming soon |

### Coding

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 34.7 (Supported · #85/156)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified* | 75.4% | Coming soon | Coming soon |
| SWE-bench Pro | 56.2% | 61.4% | Ripple-65B Preview |
| SWE-Rebench | 51.9% | Coming soon | Coming soon |
| SWE Multilingual | 76.5% | Coming soon | Coming soon |
| Multi-SWE Bench | 52.7% | Coming soon | Coming soon |
| VIBE-Pro | 55.6% | Coming soon | Coming soon |
| NL2Repo | 39.8% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 57.0% | Coming soon | Coming soon |
| Vibe Code Bench | 27.04% | Coming soon | Coming soon |
| React Native Evals | 71.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 79.9% | Coming soon | Coming soon |
| SWE-bench (Vals) | 73.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.5% | Coming soon |
| SWE-bench Verified | Coming soon | 76.5% | Coming soon |
| DeepSWE | Coming soon | 44.3% | Coming soon |
| SciCode | Coming soon | 39.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 78.8 (Unranked · 2 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

### Knowledge

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 45.2 (Supported · #94/179)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| HLE | 28% | Coming soon | Coming soon |
| GPQA-D | 87.0% | 85.2% | MiniMax M2.7 |
| MMLU-Pro (Arcee) | 80.8% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 86.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 80.4% | Coming soon | Coming soon |
| MMLU | Coming soon | 89.6% | Coming soon |
| MMLU-Pro | Coming soon | 84.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 93 (#14/157)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 70.5 (Unranked · 4 rankable rows)
- Ripple-65B Preview public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ripple-65B Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | 80.0% | Coming soon | Coming soon |
| AIME26 | 89.8% | 95.0% | Ripple-65B Preview |
| HMMT Nov 2025 | 81.0% | Coming soon | Coming soon |
| HMMT Feb 2026 | 72.7% | 90.5% | Ripple-65B Preview |
| AIME 2024 | Coming soon | 97.1% | Coming soon |
| AIME 2025 | Coming soon | 98.3% | Coming soon |

## FAQ

### Which is better overall, MiniMax M2.7 or Ripple-65B Preview?

MiniMax M2.7 is ahead overall on BenchLM right now.

### How many benchmarks does MiniMax M2.7 cover on BenchLM?

MiniMax M2.7 currently has 29 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 M2.7 vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-minimax-m2-7)
- [Ripple-65B Preview vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ripple-65b-preview)
- [MiniMax M2.7 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-minimax-m2-7)
- [Ripple-65B Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ripple-65b-preview)

## Explore More

- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [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)