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Muse Spark Open vs o1-preview

Muse Spark Open leads the LLM Stats Score 44.9 to 16.3. Muse Spark Open is 13.1x cheaper per token.

Meta · OpenAI · Updated for 2026

Which is better?

Muse Spark Open leads the overall LLM Stats Score 44.9 to 16.3, ranking #43 overall.

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

On price, Muse Spark Open is roughly 13.1x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Spark Open 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 Muse Spark Open

  • overall performance matters — it scores 44.9 and ranks #43 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 13.1x 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 Oct 2026
  • you need open weights you can self-host or fine-tune

Choose o1-preview

  • you want predictable pricing at $15.00/M input and $60.00/M output

At a glance

The differences that matter most.

Core performance indexes
44.9
#43
16.3
#244
45.2
#39
16.5
#237
33.0
#42
-3.6
#276
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$1.25 / M
$15.00 / M
Output price
$4.25 / M
$60.00 / M
Context window
1,048,576
128,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Muse Spark Open
o1-preview
31.6#69
20.1#172
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

17 reported for Muse Spark Open · 8 for o1-preview

1 shared

Muse Spark Open outperforms in 1 benchmarks (GPQA), while o1-preview is better at 0 benchmarks.

Muse Spark Open significantly outperforms across most benchmarks.

Mon Oct 19 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Muse Spark Open costs less

For input processing, Muse Spark Open ($1.25/1M tokens) is 12.0x cheaper than o1-preview ($15.00/1M tokens).

For output processing, Muse Spark Open ($4.25/1M tokens) is 14.1x cheaper than o1-preview ($60.00/1M tokens).

In conclusion, o1-preview is more expensive than Muse Spark Open.*

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

Lowest available price from all providers
Mon Oct 19 2026 • llm-stats.com
Meta
Muse Spark Open
Input tokens$1.25
Output tokens$4.25
Best providerTogether
OpenAI
o1-preview
Input tokens$15.00
Output tokens$60.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Muse Spark Open accepts 1,048,576 input tokens compared to o1-preview's 128,000 tokens. Muse Spark Open can generate longer responses up to 1,048,576 tokens, while o1-preview is limited to 32,768 tokens.

Meta
Muse Spark Open
Input1,048,576 tokens
Output1,048,576 tokens
OpenAI
o1-preview
Input128,000 tokens
Output32,768 tokens
Mon Oct 19 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Muse Spark Open supports multimodal inputs, whereas o1-preview does not.

Muse Spark Open can handle both text and other forms of data like images, making it suitable for multimodal applications.

Muse Spark Open

Text
Images
Audio
Video

o1-preview

Text
Images
Audio
Video

License

Usage and distribution terms

Muse Spark Open is licensed under Muse Model License, while o1-preview uses a proprietary license.

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

Muse Spark Open

Muse Model License

Open weights

o1-preview

Proprietary

Closed source

Release Timeline

When each model was launched

Muse Spark Open was released on 2026-10-15, while o1-preview was released on 2024-09-12.

Muse Spark Open is 25 months newer than o1-preview.

Muse Spark Open

Oct 15, 2026

2 days ago

2.1yr newer
o1-preview

Sep 12, 2024

2.1 years 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

Provider Availability

Muse Spark Open is available from Together. o1-preview is available from OpenAI, Azure.

Muse Spark Open

together logo
Together
Input Price:Input: $1.25/1MOutput Price:Output: $4.25/1M

o1-preview

openai logo
OpenAI
Input Price:Input: $15.00/1MOutput Price:Output: $60.00/1M
azure logo
Azure
Input Price:Input: $16.50/1MOutput Price:Output: $66.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Muse Spark Open and o1-preview side-by-side, then vote on the output you prefer.

Muse Spark Open
✓ Preferred
o1-preview
Open in Playground

FAQ

Common questions about Muse Spark Open vs o1-preview.

Which is better, Muse Spark Open or o1-preview?

Muse Spark Open leads the LLM Stats Score 44.9 to 16.3. Muse Spark Open is made by Meta and o1-preview is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Muse Spark Open compare to o1-preview in benchmarks?

Muse Spark Open scores MCP Atlas: 89.2%, GPQA: 89.0%, OSWorld-Verified: 80.4%, BabyVision: 80.2%, Terminal-Bench 2.1: 76.4%. o1-preview scores MGSM: 90.8%, MMLU: 90.8%, MATH: 85.5%, GPQA: 73.3%, LiveBench: 52.3%.

Is Muse Spark Open cheaper than o1-preview?

Muse Spark Open is 12.0x cheaper for input tokens. Muse Spark Open costs $1.25/M input and $4.25/M output via together. o1-preview costs $15.00/M input and $60.00/M output via openai.

What are the context window sizes for Muse Spark Open and o1-preview?

Muse Spark Open supports 1.0M tokens and o1-preview supports 128K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Muse Spark Open and o1-preview?

Key differences include LLM Stats Score (44.9 vs 16.3), context window (1.0M vs 128K), input pricing ($1.25 vs $15.00/M), multimodal support (yes vs no), licensing (Muse Model License vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Muse Spark Open and o1-preview?

Muse Spark Open is developed by Meta and o1-preview is developed by OpenAI.