# MiniMax M3 vs Ternary Bonsai 2 27B

> Side-by-side benchmark comparison for MiniMax M3 and Ternary Bonsai 2 27B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m3-vs-ternary-bonsai-2-27b
- Last updated: September 18, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: MiniMax M3 and Ternary Bonsai 2 27B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ternary Bonsai 2 27B has the lower published output-token price.
- MiniMax M3 has the larger published context window at 1M.

## Model Snapshot

| Property | MiniMax M3 | Ternary Bonsai 2 27B |
|----------|----------|----------|
| Creator | MiniMax | Prism ML |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 1M | 262K |
| Independent public score (not head-to-head) | 61.25 | 50.78 |
| Benchmarks Covered | 27 | 21 |
| Pricing (input/output) | $0.30 / $1.20 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- MiniMax M3 public-lane score: 42 (Supported · #112/154)
- Ternary Bonsai 2 27B public-lane score: 49.9 (Estimated · #59/154)

| Benchmark | MiniMax M3 | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 66% | Coming soon | Coming soon |
| BrowseComp | 83.5% | Coming soon | Coming soon |
| OSWorld-Verified | 70.1% | Coming soon | Coming soon |
| MCP Atlas | 74.2% | Coming soon | Coming soon |
| 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 |
| τ²-bench results | Coming soon | 80.2% | Coming soon |
| BFCL v3 | Coming soon | 74.9% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 52.8% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- MiniMax M3 public-lane score: 48.6 (Estimated · #69/154)
- Ternary Bonsai 2 27B public-lane score: 49.9 (Estimated · #64/154)

| Benchmark | MiniMax M3 | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 80.5% | 60.8% | MiniMax M3 |
| SWE-bench Pro | 59% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 66.0% | Coming soon | Coming soon |
| 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 |
| LiveCodeBench v6 | Coming soon | 90.1% | Coming soon |
| BigCodeBench | Coming soon | 58.1% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 52.8% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- MiniMax M3 public-lane score: 52.1 (#34/48)
- Ternary Bonsai 2 27B public-lane score: Coming soon

| Benchmark | MiniMax M3 | Ternary Bonsai 2 27B | 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 |
| CharXiv (overall) | Coming soon | 80.0% | Coming soon |
| A-OKVQA | Coming soon | 86.8% | Coming soon |
| OmniDocBench 1.6 | Coming soon | 89.1% | Coming soon |
| RealWorldQA | Coming soon | 80.1% | Coming soon |
| OCRBench V2 | Coming soon | 56.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- MiniMax M3 public-lane score: 78 (#4/20)
- Ternary Bonsai 2 27B public-lane score: 73.9 (Unranked · 1 rankable row)

### Knowledge

- Winner: Insufficient shared evidence
- MiniMax M3 public-lane score: 53 (Supported · #65/184)
- Ternary Bonsai 2 27B public-lane score: 50.6 (Estimated · #78/184)

| Benchmark | MiniMax M3 | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 92.7% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 84.2% | Coming soon | Coming soon |
| MMLU-Redux | Coming soon | 89.1% | Coming soon |
| GPQA | Coming soon | 85.8% | Coming soon |
| GPQA-D | Coming soon | 85.8% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- MiniMax M3 public-lane score: 92.4 (#4/124)
- Ternary Bonsai 2 27B public-lane score: 71 (#64/124)

| Benchmark | MiniMax M3 | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 91.3% | Coming soon |
| IFBench | Coming soon | 74% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- MiniMax M3 public-lane score: Coming soon
- Ternary Bonsai 2 27B public-lane score: 76.8 (Unranked · 4 rankable rows)

| Benchmark | MiniMax M3 | Ternary Bonsai 2 27B | Winner |
|-----------|-----------|-----------|--------|
| USAMO 2026 | 85.7% | Coming soon | Coming soon |
| GSM8K | Coming soon | 96.7% | Coming soon |
| MATH-500 | Coming soon | 98.8% | Coming soon |
| AIME 2025 | Coming soon | 95% | Coming soon |
| AIME26 | Coming soon | 95.8% | Coming soon |

## FAQ

### Is there enough evidence to pick between MiniMax M3 and Ternary Bonsai 2 27B?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [MiniMax M3 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-minimax-m3)
- [Ternary Bonsai 2 27B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-ternary-bonsai-2-27b)
- [MiniMax M3 vs GPT-6 Astra](/compare/gpt-6-astra-vs-minimax-m3)
- [Ternary Bonsai 2 27B vs GPT-6 Astra](/compare/gpt-6-astra-vs-ternary-bonsai-2-27b)

## Explore More

- [MiniMax M3 profile](/models/minimax-m3)
- [Ternary Bonsai 2 27B profile](/models/ternary-bonsai-2-27b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)