# MiniMax M2.7 vs Ornith-1.0-9B

> Side-by-side benchmark comparison for MiniMax M2.7 and Ornith-1.0-9B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m2-7-vs-ornith-1-0-9b
- Last updated: September 27, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick MiniMax M2.7 if you want the stronger benchmark profile. Ornith-1.0-9B 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 48.08 to 39.
- The biggest single benchmark swing is SWE Multilingual in Coding, with scores of 76.5% and 52%.
- Ornith-1.0-9B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ornith-1.0-9B also has the larger context window at 256K.

## Model Snapshot

| Property | MiniMax M2.7 | Ornith-1.0-9B |
|----------|----------|----------|
| Creator | MiniMax | DeepReinforce AI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 256K |
| Overall Score | 48.08 | null |
| Benchmarks Covered | 23 | 7 |
| Pricing (input/output) | $0.30 / $1.20 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 25.2 (Supported · #79/105)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 57% | Coming soon | Coming soon |
| 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% | 63.1% | Ornith-1.0-9B |
| 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 | 43.1% | Coming soon |

### Coding

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 36.1 (Supported · #70/135)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified* | 75.4% | Coming soon | Coming soon |
| SWE-bench Pro | 56.2% | 42.9% | MiniMax M2.7 |
| SWE-Rebench | 51.9% | Coming soon | Coming soon |
| SWE Multilingual | 76.5% | 52% | MiniMax M2.7 |
| Multi-SWE Bench | 52.7% | Coming soon | Coming soon |
| VIBE-Pro | 55.6% | Coming soon | Coming soon |
| NL2Repo | 39.8% | 27.2% | MiniMax M2.7 |
| 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 |
| SWE-bench Verified | Coming soon | 69.4% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 43.1% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 75.9 (Unranked · 2 rankable rows)
- Ornith-1.0-9B public-lane score: Coming soon

### Knowledge

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 43 (Supported · #79/158)
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 87.0% | Coming soon | Coming soon |
| 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 |

### Instruction Following

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 91.6 (#10/124)
- Ornith-1.0-9B public-lane score: Coming soon

### Mathematics

- Winner: Not comparable
- MiniMax M2.7 public-lane score: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | 80.0% | Coming soon | Coming soon |

## FAQ

### Which is better overall, MiniMax M2.7 or Ornith-1.0-9B?

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 23 sourced benchmark scores on BenchLM.

### How many benchmarks does Ornith-1.0-9B cover on BenchLM?

Ornith-1.0-9B currently has 7 sourced benchmark scores on BenchLM.

## Related Comparisons

- [MiniMax M2.7 vs Ornith-1.0-397B](/compare/minimax-m2-7-vs-ornith-1-0-397b)
- [Ornith-1.0-9B vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [MiniMax M2.7 vs Ornith-1.0-35B](/compare/minimax-m2-7-vs-ornith-1-0-35b)
- [Ornith-1.0-9B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-9b)

## Explore More

- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Ornith-1.0-9B profile](/models/ornith-1-0-9b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)