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Beam 1.0 vs Muse Spark Open

Beam 1.0 and Muse Spark Open are closely matched at 44.6 and 45.3 on the LLM Stats Score. Beam 1.0 is 3.3x cheaper per token.

Reflection AI · Meta · Updated for 2026

Which is better?

Beam 1.0 and Muse Spark Open are closely matched on the overall LLM Stats Score at 44.6 and 45.3.

In the 8 individual benchmarks reported for both models, Muse Spark Open wins 6; this is a narrower head-to-head signal than the composite indexes.

On price, Beam 1.0 is roughly 3.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

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

Choose Beam 1.0

  • cost matters — it's about 3.3x cheaper per token
  • you want the most recent training data — it shipped Oct 2026

Choose Muse Spark Open

  • you value its reported benchmark strengths — it wins 6 of 8 exact shared results

At a glance

The differences that matter most.

Core performance indexes
44.6
#46
45.3
#42
45.5
#37
45.7
#35
33.7
#39
33.5
#40
28.8
#53
30.8
#43
Cost, coverage & limits
Benchmark wins
2 of 8
6 of 8
Input price
$0.40 / M
$1.25 / M
Output price
$1.20 / M
$4.25 / M
Context window
1,048,576
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Beam 1.0
Muse Spark Open
35.1#45
33.3#58
15.9#105
31.3#33
26.4#32
23.3#45
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

22 reported for Beam 1.0 · 17 for Muse Spark Open

8 shared

Beam 1.0 outperforms in 2 benchmarks (GPQA, Terminal-Bench 2.1), while Muse Spark Open is better at 6 benchmarks (AA-Omniscience Index, DeepSWE 1.1, Humanity's Last Exam (with tools), MCP Atlas, SciCode, SWE Atlas - Codebase QnA).

Muse Spark Open shows notably better performance in the majority of benchmarks.

Wed Oct 21 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Beam 1.0 costs less

For input processing, Beam 1.0 ($0.40/1M tokens) is 3.1x cheaper than Muse Spark Open ($1.25/1M tokens).

For output processing, Beam 1.0 ($1.20/1M tokens) is 3.5x cheaper than Muse Spark Open ($4.25/1M tokens).

In conclusion, Muse Spark Open is more expensive than Beam 1.0.*

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

Lowest available price from all providers
Wed Oct 21 2026 • llm-stats.com
Reflection AI
Beam 1.0
Input tokens$0.40
Output tokens$1.20
Best providerTogether
Meta
Muse Spark Open
Input tokens$1.25
Output tokens$4.25
Best providerTogether
Notice missing or incorrect data?

Model Size

Parameter count comparison

314.7B diff

Muse Spark Open has 314.7B more parameters than Beam 1.0, making it 62.8% larger.

Reflection AI
Beam 1.0
501.3Bparameters
Meta
Muse Spark Open
816.0Bparameters
501.3B
Beam 1.0
816.0B
Muse Spark Open

Context Window

Maximum input and output token capacity

Both models have the same input context window of 1,048,576 tokens. Muse Spark Open can generate longer responses up to 1,048,576 tokens, while Beam 1.0 is limited to 131,072 tokens.

Reflection AI
Beam 1.0
Input1,048,576 tokens
Output131,072 tokens
Meta
Muse Spark Open
Input1,048,576 tokens
Output1,048,576 tokens
Wed Oct 21 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Muse Spark Open supports multimodal inputs, whereas Beam 1.0 does not.

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

Beam 1.0

Text
Images
Audio
Video

Muse Spark Open

Text
Images
Audio
Video

License

Usage and distribution terms

Beam 1.0 is licensed under Apache 2.0, while Muse Spark Open uses Muse Model License.

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

Beam 1.0

Apache 2.0

Open weights

Muse Spark Open

Muse Model License

Open weights

Release Timeline

When each model was launched

Beam 1.0 was released on 2026-10-16, while Muse Spark Open was released on 2026-10-15.

Beam 1.0 is 0 month newer than Muse Spark Open.

Beam 1.0

Oct 16, 2026

3 days ago

1d newer
Muse Spark Open

Oct 15, 2026

4 days ago

Knowledge Cutoff

When training data ends

Beam 1.0 has a documented knowledge cutoff of 2026-06-30, while Muse Spark Open's cutoff date is not specified.

We can confirm Beam 1.0's training data extends to 2026-06-30, but cannot make a direct comparison without Muse Spark Open's cutoff date.

Beam 1.0

Jun 2026

Muse Spark Open

—

Provider Availability

Beam 1.0 is available from Together, Reflection AI. Muse Spark Open is available from Together.

Beam 1.0

together logo
Together
Input Price:Input: $0.40/1MOutput Price:Output: $1.20/1M
reflection logo
Unknown Organization

Muse Spark Open

together logo
Together
Input Price:Input: $1.25/1MOutput Price:Output: $4.25/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Beam 1.0 and Muse Spark Open side-by-side, then vote on the output you prefer.

Beam 1.0
✓ Preferred
Muse Spark Open
Open in Playground

FAQ

Common questions about Beam 1.0 vs Muse Spark Open.

Which is better, Beam 1.0 or Muse Spark Open?

Beam 1.0 and Muse Spark Open are closely matched on the LLM Stats Score at 44.6 and 45.3. Beam 1.0 is made by Reflection AI and Muse Spark Open is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Beam 1.0 compare to Muse Spark Open in benchmarks?

Beam 1.0 scores AIME 2026: 97.7%, GPQA: 90.6%, LiveCodeBench: 88.3%, SWE-Bench Verified: 81.6%, MCP Atlas: 80.8%. Muse Spark Open scores MCP Atlas: 89.2%, GPQA: 89.0%, OSWorld-Verified: 80.4%, BabyVision: 80.2%, Terminal-Bench 2.1: 76.4%.

Is Beam 1.0 cheaper than Muse Spark Open?

Beam 1.0 is 3.1x cheaper for input tokens. Beam 1.0 costs $0.40/M input and $1.20/M output via together. Muse Spark Open costs $1.25/M input and $4.25/M output via together.

What are the context window sizes for Beam 1.0 and Muse Spark Open?

Beam 1.0 supports 1.0M tokens and Muse Spark Open 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 Beam 1.0 and Muse Spark Open?

Key differences include LLM Stats Score (44.6 vs 45.3), input pricing ($0.40 vs $1.25/M), multimodal support (no vs yes), licensing (Apache 2.0 vs Muse Model License). See the full comparison above for benchmark-by-benchmark results.

Who makes Beam 1.0 and Muse Spark Open?

Beam 1.0 is developed by Reflection AI and Muse Spark Open is developed by Meta.