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Granite 3.3 8B Instruct vs Muse Wonder

Muse Wonder leads the LLM Stats Score 47.9 to 2.4. Granite 3.3 8B Instruct is 16.0x cheaper per token.

IBM · Meta · Updated for 2026

Which is better?

Muse Wonder leads the overall LLM Stats Score 47.9 to 2.4, ranking #29 overall.

On price, Granite 3.3 8B Instruct is roughly 16.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Wonder 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

  • cost matters — it's about 16.0x cheaper per token
  • you need open weights you can self-host or fine-tune

Choose Muse Wonder

  • overall performance matters — it scores 47.9 and ranks #29 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Oct 2026

At a glance

The differences that matter most.

Core performance indexes
2.4
#331
47.9
#29
2.8
#320
33.1
#109
11.1
#172
38.9
#18
Cost, coverage & limits
Benchmark wins
—
—
Input price
$0.50 / M
$4.00 / M
Output price
$0.50 / M
$20.00 / M
Context window
128,000
1,048,576

Individual benchmarks

14 reported for Granite 3.3 8B Instruct · 16 for Muse Wonder

No common benchmarks found

Granite 3.3 8B Instruct and Muse Wonderdon'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

Granite 3.3 8B Instruct costs less

For input processing, Granite 3.3 8B Instruct ($0.50/1M tokens) is 8.0x cheaper than Muse Wonder ($4.00/1M tokens).

For output processing, Granite 3.3 8B Instruct ($0.50/1M tokens) is 40.0x cheaper than Muse Wonder ($20.00/1M tokens).

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

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

Lowest available price from all providers
Wed Oct 14 2026 • llm-stats.com
IBM
Granite 3.3 8B Instruct
Input tokens$0.50
Output tokens$0.50
Best providerReplicate
Meta
Muse Wonder
Input tokens$4.00
Output tokens$20.00
Best providerMeta
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Muse Wonder accepts 1,048,576 input tokens compared to Granite 3.3 8B Instruct's 128,000 tokens. Only Granite 3.3 8B Instruct specifies output context (8,192 tokens).

IBM
Granite 3.3 8B Instruct
Input128,000 tokens
Output8,192 tokens
Meta
Muse Wonder
Input1,048,576 tokens
Output- tokens
Wed Oct 14 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Granite 3.3 8B Instruct and Muse Wonder 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 Wonder

Text
Images
Audio
Video

License

Usage and distribution terms

Granite 3.3 8B Instruct is licensed under Apache 2.0, while Muse Wonder 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 Wonder

Proprietary

Closed source

Release Timeline

When each model was launched

Granite 3.3 8B Instruct was released on 2025-04-16, while Muse Wonder was released on 2026-10-12.

Muse Wonder is 18 months newer than Granite 3.3 8B Instruct.

Granite 3.3 8B Instruct

Apr 16, 2025

1.5 years ago

Muse Wonder

Oct 12, 2026

-1 days ago

1.5yr newer

Knowledge Cutoff

When training data ends

Granite 3.3 8B Instruct has a documented knowledge cutoff of 2024-04-01, while Muse Wonder'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 Wonder's cutoff date.

Granite 3.3 8B Instruct

Apr 2024

Muse Wonder

—

Provider Availability

Granite 3.3 8B Instruct is available from Replicate. Muse Wonder 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 Wonder

meta logo
Meta
Input Price:Input: $4.00/1MOutput Price:Output: $20.00/1M
* 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 Wonder side-by-side, then vote on the output you prefer.

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

FAQ

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

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

Muse Wonder leads the LLM Stats Score 47.9 to 2.4. Granite 3.3 8B Instruct is made by IBM and Muse Wonder 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 Wonder 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 Wonder scores MemoryBench: 85.6%, DeepSWE 1.1: 78.8%, OSWorld 2.1 (partial): 72.6%, JobBench: 70.5%, HealthBench Professional: 60.5%.

Is Granite 3.3 8B Instruct cheaper than Muse Wonder?

Granite 3.3 8B Instruct is 8.0x cheaper for input tokens. Granite 3.3 8B Instruct costs $0.50/M input and $0.50/M output via replicate. Muse Wonder costs $4.00/M input and $20.00/M output via meta.

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

Granite 3.3 8B Instruct supports 128K tokens and Muse Wonder 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 Wonder?

Key differences include LLM Stats Score (2.4 vs 47.9), context window (128K vs 1.0M), input pricing ($0.50 vs $4.00/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 Wonder?

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