# MiniMax M3.1 Flash vs Muse Ember

> Side-by-side benchmark comparison for MiniMax M3.1 Flash and Muse Ember across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m3-1-flash-vs-muse-ember
- Last updated: November 9, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: MiniMax M3.1 Flash and Muse Ember 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.
- Muse Ember has the lower published output-token price.

## Model Snapshot

| Property | MiniMax M3.1 Flash | Muse Ember |
|----------|----------|----------|
| Creator | MiniMax | Meta |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Independent public score (not head-to-head) | 59.99 | 56.24 |
| Benchmarks Covered | 14 | 4 |
| Pricing (input/output) | $0.15 / $0.60 | $0.10 / $0.50 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- MiniMax M3.1 Flash public-lane score: 55.6 (Estimated · #42/132)
- Muse Ember public-lane score: Coming soon

| Benchmark | MiniMax M3.1 Flash | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| LOCA-Bench 256K | 60.3 | Coming soon | Coming soon |
| SWE Refactor Bench | 23.0 | Coming soon | Coming soon |
| AutomationBench | 62.2% | Coming soon | Coming soon |
| BankerToolBench | 76.2% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | 38.10% | 40.90% | Muse Ember |
| Agents' Last Exam | 29.6% | Coming soon | Coming soon |
| OSWorld 2.0 | 61.7% | Coming soon | Coming soon |
| CyberGym | 82.2% | Coming soon | Coming soon |
| OSWorld 2.1 | Coming soon | 69.5% | Coming soon |
| Agents' Last Exam (Linux) | Coming soon | 61.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- MiniMax M3.1 Flash public-lane score: 54 (Supported · #37/158)
- Muse Ember public-lane score: Coming soon

| Benchmark | MiniMax M3.1 Flash | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| PostTrainBench v1.1 | 39.3% | Coming soon | Coming soon |
| DeepSWE | 73.7% | Coming soon | Coming soon |
| NL2Repo | 61.2% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- MiniMax M3.1 Flash public-lane score: 55.1 (Estimated · #45/157)
- Muse Ember public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- MiniMax M3.1 Flash public-lane score: 64.5 (Supported · #26/67)
- Muse Ember public-lane score: Coming soon

| Benchmark | MiniMax M3.1 Flash | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| BabyVision w/ Python | 91.0% | Coming soon | Coming soon |
| CharXiv | 82.5% | Coming soon | Coming soon |
| PerceptionBench (tools) | Coming soon | 80.6% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- MiniMax M3.1 Flash public-lane score: 63.7 (Supported · #34/179)
- Muse Ember public-lane score: Coming soon

| Benchmark | MiniMax M3.1 Flash | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| HLE w/o tools | 43.4% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between MiniMax M3.1 Flash and Muse Ember?

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 M3.1 Flash vs MiniMax M3.1 Flash Preview](/compare/minimax-m3-1-flash-vs-minimax-m3-1-flash-preview)
- [Muse Ember vs MiniMax M3.1 Flash Preview](/compare/minimax-m3-1-flash-preview-vs-muse-ember)
- [MiniMax M3.1 Flash vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-minimax-m3-1-flash)
- [Muse Ember vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-muse-ember)

## Explore More

- [MiniMax M3.1 Flash profile](/models/minimax-m3-1-flash)
- [Muse Ember profile](/models/muse-ember)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)