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MiniMax M3 vs Muse Spark 1.2

MiniMax M3 and Muse Spark 1.2 are closely matched at 41.9 and 41.1 on the LLM Stats Score. Muse Spark 1.2 is 4.2x cheaper per token.

MiniMax · Meta · Updated for 2026

Which is better?

MiniMax M3 and Muse Spark 1.2 are closely matched on the overall LLM Stats Score at 41.9 and 41.1.

In the 1 individual benchmarks reported for both models, Muse Spark 1.2 wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Muse Spark 1.2 is roughly 4.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Spark 1.2 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 MiniMax M3

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

Choose Muse Spark 1.2

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 4.2x 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 Aug 2026

At a glance

The differences that matter most.

Core performance indexes
41.9
#42
41.1
#44
41.8
#39
34.4
#80
34.4
#30
33.3
#35
27.8
#38
29.3
#31
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.30 / M
$0.10 / M
Output price
$1.20 / M
$0.20 / M
Context window
512,000
1,048,576

Individual benchmarks

35 reported for MiniMax M3 · 3 for Muse Spark 1.2

1 shared

MiniMax M3 outperforms in 0 benchmarks, while Muse Spark 1.2 is better at 1 benchmark (Terminal-Bench 2.1).

Muse Spark 1.2 significantly outperforms across most benchmarks.

Fri Aug 28 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Muse Spark 1.2 costs less

For input processing, MiniMax M3 ($0.30/1M tokens) is 3.0x more expensive than Muse Spark 1.2 ($0.10/1M tokens).

For output processing, MiniMax M3 ($1.20/1M tokens) is 6.0x more expensive than Muse Spark 1.2 ($0.20/1M tokens).

In conclusion, MiniMax M3 is more expensive than Muse Spark 1.2.*

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

Lowest available price from all providers
Fri Aug 28 2026 • llm-stats.com
MiniMax
MiniMax M3
Input tokens$0.30
Output tokens$1.20
Best providerFireworks
Meta
Muse Spark 1.2
Input tokens$0.10
Output tokens$0.20
Best providerMeta
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Muse Spark 1.2 accepts 1,048,576 input tokens compared to MiniMax M3's 512,000 tokens. Both models can generate responses up to 131,072 tokens.

MiniMax
MiniMax M3
Input512,000 tokens
Output131,072 tokens
Meta
Muse Spark 1.2
Input1,048,576 tokens
Output131,072 tokens
Fri Aug 28 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both MiniMax M3 and Muse Spark 1.2 support multimodal inputs.

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

MiniMax M3

Text
Images
Audio
Video

Muse Spark 1.2

Text
Images
Audio
Video

License

Usage and distribution terms

MiniMax M3 is licensed under MIT, while Muse Spark 1.2 uses a proprietary license.

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

MiniMax M3

MIT

Open weights

Muse Spark 1.2

Proprietary

Closed source

Release Timeline

When each model was launched

MiniMax M3 was released on 2026-06-01, while Muse Spark 1.2 was released on 2026-08-05.

Muse Spark 1.2 is 2 months newer than MiniMax M3.

MiniMax M3

Jun 1, 2026

2 months ago

Muse Spark 1.2

Aug 5, 2026

3 weeks ago

2mo newer

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

Provider Availability

MiniMax M3 is available from Fireworks, MiniMax, Novita, Together. Muse Spark 1.2 is available from Meta Model API.

MiniMax M3

fireworks logo
Fireworks
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
minimax logo
MiniMax
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
novita logo
Novita
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
together logo
Together
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M

Muse Spark 1.2

meta logo
Meta
Input Price:Input: $0.10/1MOutput Price:Output: $0.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against MiniMax M3 and Muse Spark 1.2 side-by-side, then vote on the output you prefer.

MiniMax M3
✓ Preferred
Muse Spark 1.2
Open in Playground

FAQ

Common questions about MiniMax M3 vs Muse Spark 1.2.

Which is better, MiniMax M3 or Muse Spark 1.2?

MiniMax M3 and Muse Spark 1.2 are closely matched on the LLM Stats Score at 41.9 and 41.1. MiniMax M3 is made by MiniMax and Muse Spark 1.2 is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does MiniMax M3 compare to Muse Spark 1.2 in benchmarks?

MiniMax M3 scores OmniDocBench 1.5: 91.6%, SpreadSheetBench-v1: 89.3%, USAMO 2026: 85.7%, Video-MME: 85.4%, VideoMMMU: 84.6%. Muse Spark 1.2 scores Terminal-Bench 2.1: 82.9%, Meta Internal Coding Bench: 70.6%, DeepSWE 1.1: 59.3%.

Is MiniMax M3 cheaper than Muse Spark 1.2?

Muse Spark 1.2 is 3.0x cheaper for input tokens. MiniMax M3 costs $0.30/M input and $1.20/M output via fireworks. Muse Spark 1.2 costs $0.10/M input and $0.20/M output via meta.

What are the context window sizes for MiniMax M3 and Muse Spark 1.2?

MiniMax M3 supports 512K tokens and Muse Spark 1.2 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 MiniMax M3 and Muse Spark 1.2?

Key differences include LLM Stats Score (41.9 vs 41.1), context window (512K vs 1.0M), input pricing ($0.30 vs $0.10/M), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes MiniMax M3 and Muse Spark 1.2?

MiniMax M3 is developed by MiniMax and Muse Spark 1.2 is developed by Meta.