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Muse Ember vs North Micro Vision Instruct

Muse Ember leads the LLM Stats Score 45.9 to -5.8.

Meta · Cohere · Updated for 2026

Which is better?

Muse Ember leads the overall LLM Stats Score 45.9 to -5.8, ranking #47 overall.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Muse Ember

  • overall performance matters — it scores 45.9 and ranks #47 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you want the most recent training data — it shipped Nov 2026

Choose North Micro Vision Instruct

  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Muse Ember
Meta
North Micro Vision Instruct
Cohere
Core performance indexes
LLM Stats Score
45.9
#47
-5.8
#403
Reasoning
48.1
#24
-8.3
#402
Cost, coverage & limits
Benchmark wins
—
—
Input price
$0.10 / M
— / M
Output price
$0.50 / M
— / M
Context window
1,048,576
—

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Muse Ember
North Micro Vision Instruct
Vision
23.4#78
-5.3#235
Multimodal
23.6#74
-3.6#191
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

6 reported for Muse Ember · 19 for North Micro Vision Instruct

No common benchmarks found

Muse Ember and North Micro Vision Instructdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Muse Ember specifies input context (1,048,576 tokens). Only Muse Ember specifies output context (524,288 tokens).

Meta
Muse Ember
Input1,048,576 tokens
Output524,288 tokens
Cohere
North Micro Vision Instruct
Input- tokens
Output- tokens
Sun Nov 15 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Muse Ember and North Micro Vision Instruct support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Muse Ember

Text
Images
Audio
Video

North Micro Vision Instruct

Text
Images
Audio
Video

License

Usage and distribution terms

Muse Ember is licensed under a proprietary license, while North Micro Vision Instruct uses Apache 2.0.

License differences may affect how you can use these models in commercial or open-source projects.

Muse Ember

Proprietary

Closed source

North Micro Vision Instruct

Apache 2.0

Open weights

Release Timeline

When each model was launched

Muse Ember was released on 2026-11-09, while North Micro Vision Instruct was released on 2026-08-12.

Muse Ember is 3 months newer than North Micro Vision Instruct.

Muse Ember

Nov 9, 2026

4 days ago

2mo newer
North Micro Vision Instruct

Aug 12, 2026

3 months ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Muse Ember and North Micro Vision Instruct side-by-side, then vote on the output you prefer.

Muse Ember
✓ Preferred
North Micro Vision Instruct
Open in Playground

FAQ

Common questions about Muse Ember vs North Micro Vision Instruct.

Which is better, Muse Ember or North Micro Vision Instruct?

Muse Ember leads the LLM Stats Score 45.9 to -5.8. Muse Ember is made by Meta and North Micro Vision Instruct is made by Cohere. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Muse Ember compare to North Micro Vision Instruct in benchmarks?

Muse Ember scores PerceptionBench: 80.6%, OSWorld 2.1 (partial): 69.5%, Agents' Last Exam: 61.6%, Personal Superintelligence Index: 46.8%, Terminal-Bench 4.0: 40.9%. North Micro Vision Instruct scores DocVQA: 92.1%, ChartQA: 80.8%, OCRBench: 79.2%, AI2D: 77.5%, IFEval: 74.9%.

What are the context window sizes for Muse Ember and North Micro Vision Instruct?

Muse Ember supports 1.0M tokens and North Micro Vision Instruct supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Muse Ember and North Micro Vision Instruct?

Key differences include LLM Stats Score (45.9 vs -5.8), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Muse Ember and North Micro Vision Instruct?

Muse Ember is developed by Meta and North Micro Vision Instruct is developed by Cohere.

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