# Command A+ vs Muse Ember

> Side-by-side benchmark comparison for Command A+ and Muse Ember across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/command-a-plus-vs-muse-ember
- Last updated: November 9, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Command A+ and Muse Ember.

## Summary

- Command A+ and Muse Ember do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Command A+ | Muse Ember |
|----------|----------|----------|
| Creator | Cohere | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | 29.62 | 56.24 |
| Benchmarks Covered | 5 | 4 |
| Pricing (input/output) | $2.50 / $10.00 | $0.10 / $0.50 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Command A+ public-lane score: 14.6 (Estimated · #128/132)
- Muse Ember public-lane score: Coming soon

| Benchmark | Command A+ | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| τ²-bench results | 85% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 17.6% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | Coming soon | 40.90% | 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
- Command A+ public-lane score: 17.3 (Estimated · #146/158)
- Muse Ember public-lane score: Coming soon

### Reasoning

- Winner: Insufficient shared evidence
- Command A+ public-lane score: 21.1 (Estimated · #148/157)
- Muse Ember public-lane score: Coming soon

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Command A+ public-lane score: 33.4 (Estimated · #66/67)
- Muse Ember public-lane score: Coming soon

| Benchmark | Command A+ | Muse Ember | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 75.1% | Coming soon | Coming soon |
| MMMU-Pro | 63% | Coming soon | Coming soon |
| CharXiv | 52.7% | Coming soon | Coming soon |
| PerceptionBench (tools) | Coming soon | 80.6% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Command A+ public-lane score: 27.2 (Estimated · #166/179)
- Muse Ember public-lane score: Coming soon

### Instruction Following

- Winner: Insufficient shared evidence
- Command A+ public-lane score: 90.7 (#26/157)
- Muse Ember public-lane score: Coming soon

## FAQ

### Can I compare Command A+ and Muse Ember on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Command A+ vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-command-a-plus)
- [Muse Ember vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-muse-ember)
- [Command A+ vs Gemini 4 Carbon](/compare/command-a-plus-vs-gemini-4-carbon)
- [Muse Ember vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-muse-ember)

## Explore More

- [Command A+ profile](/models/command-a-plus)
- [Muse Ember profile](/models/muse-ember)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)