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Granite 3.3 8B Instruct vs Muse Ember

Muse Ember leads the LLM Stats Score 45.9 to 1.8. Muse Ember is 2.5x cheaper per token.

IBM · Meta · Updated for 2026

Which is better?

Muse Ember leads the overall LLM Stats Score 45.9 to 1.8, ranking #47 overall.

On price, Muse Ember is roughly 2.5x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Ember also accepts a larger context window (1,048,576 input tokens), making it the stronger choice for long documents and large codebases.

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

Choose Granite 3.3 8B Instruct

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

Choose Muse Ember

  • overall performance matters — it scores 45.9 and ranks #47 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • cost matters — it's about 2.5x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Nov 2026

At a glance

The differences that matter most.

Core performance indexes
1.8
#363
45.9
#47
2.3
#350
48.1
#24
11.0
#197
27.3
#86
Cost, coverage & limits
Benchmark wins
—
—
Input price
$0.50 / M
$0.10 / M
Output price
$0.50 / M
$0.50 / M
Context window
128,000
1,048,576

Individual benchmarks

14 reported for Granite 3.3 8B Instruct · 6 for Muse Ember

No common benchmarks found

Granite 3.3 8B Instruct and Muse Emberdon'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

Pricing Analysis

Price comparison per million tokens

Muse Ember costs less

For input processing, Granite 3.3 8B Instruct ($0.50/1M tokens) is 5.0x more expensive than Muse Ember ($0.10/1M tokens).

For output processing, Granite 3.3 8B Instruct ($0.50/1M tokens) costs the same as Muse Ember ($0.50/1M tokens).

In conclusion, Granite 3.3 8B Instruct is more expensive than Muse Ember.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Sat Nov 14 2026 • llm-stats.com
IBM
Granite 3.3 8B Instruct
Input tokens$0.50
Output tokens$0.50
Best providerReplicate
Meta
Muse Ember
Input tokens$0.10
Output tokens$0.50
Best providerMeta
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Muse Ember accepts 1,048,576 input tokens compared to Granite 3.3 8B Instruct's 128,000 tokens. Muse Ember can generate longer responses up to 524,288 tokens, while Granite 3.3 8B Instruct is limited to 8,192 tokens.

IBM
Granite 3.3 8B Instruct
Input128,000 tokens
Output8,192 tokens
Meta
Muse Ember
Input1,048,576 tokens
Output524,288 tokens
Sat Nov 14 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Granite 3.3 8B Instruct and Muse Ember support multimodal inputs.

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

Granite 3.3 8B Instruct

Text
Images
Audio
Video

Muse Ember

Text
Images
Audio
Video

License

Usage and distribution terms

Granite 3.3 8B Instruct is licensed under Apache 2.0, while Muse Ember uses a proprietary license.

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

Granite 3.3 8B Instruct

Apache 2.0

Open weights

Muse Ember

Proprietary

Closed source

Release Timeline

When each model was launched

Granite 3.3 8B Instruct was released on 2025-04-16, while Muse Ember was released on 2026-11-09.

Muse Ember is 19 months newer than Granite 3.3 8B Instruct.

Granite 3.3 8B Instruct

Apr 16, 2025

1.6 years ago

Muse Ember

Nov 9, 2026

3 days ago

1.6yr newer

Knowledge Cutoff

When training data ends

Granite 3.3 8B Instruct has a documented knowledge cutoff of 2024-04-01, while Muse Ember's cutoff date is not specified.

We can confirm Granite 3.3 8B Instruct's training data extends to 2024-04-01, but cannot make a direct comparison without Muse Ember's cutoff date.

Granite 3.3 8B Instruct

Apr 2024

Muse Ember

—

Provider Availability

Granite 3.3 8B Instruct is available from Replicate. Muse Ember is available from Meta Model API.

Granite 3.3 8B Instruct

replicate logo
Replicate
Input Price:Input: $0.50/1MOutput Price:Output: $0.50/1M

Muse Ember

meta logo
Meta
Input Price:Input: $0.10/1MOutput Price:Output: $0.50/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Granite 3.3 8B Instruct and Muse Ember side-by-side, then vote on the output you prefer.

Granite 3.3 8B Instruct
✓ Preferred
Muse Ember
Open in Playground

FAQ

Common questions about Granite 3.3 8B Instruct vs Muse Ember.

Which is better, Granite 3.3 8B Instruct or Muse Ember?

Muse Ember leads the LLM Stats Score 45.9 to 1.8. Granite 3.3 8B Instruct is made by IBM and Muse Ember is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Granite 3.3 8B Instruct compare to Muse Ember in benchmarks?

Granite 3.3 8B Instruct scores HumanEval: 89.7%, AttaQ: 88.5%, HumanEval+: 86.1%, AIME 2024: 81.2%, GSM8k: 80.9%. 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%.

Is Granite 3.3 8B Instruct cheaper than Muse Ember?

Muse Ember is 5.0x cheaper for input tokens. Granite 3.3 8B Instruct costs $0.50/M input and $0.50/M output via replicate. Muse Ember costs $0.10/M input and $0.50/M output via meta.

What are the context window sizes for Granite 3.3 8B Instruct and Muse Ember?

Granite 3.3 8B Instruct supports 128K tokens and Muse Ember supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Granite 3.3 8B Instruct and Muse Ember?

Key differences include LLM Stats Score (1.8 vs 45.9), context window (128K vs 1.0M), input pricing ($0.50 vs $0.10/M), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Granite 3.3 8B Instruct and Muse Ember?

Granite 3.3 8B Instruct is developed by IBM and Muse Ember is developed by Meta.