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Muse Spark Open vs Step 3.7 Flash

Muse Spark Open leads the LLM Stats Score 45.3 to 29.7. Step 3.7 Flash is 4.6x cheaper per token.

Meta · StepFun · Updated for 2026

Which is better?

Muse Spark Open leads the overall LLM Stats Score 45.3 to 29.7, ranking #42 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, Step 3.7 Flash is roughly 4.6x 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 45.3 and ranks #42 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
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Oct 2026

Choose Step 3.7 Flash

  • cost matters — it's about 4.6x cheaper per token

At a glance

The differences that matter most.

Core performance indexes
45.3
#42
29.7
#144
45.7
#35
29.8
#141
33.5
#40
19.0
#125
30.8
#43
13.1
#116
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$1.25 / M
$0.20 / M
Output price
$4.25 / M
$1.15 / M
Context window
1,048,576
262,144

Individual benchmarks

17 reported for Muse Spark Open · 4 for Step 3.7 Flash

1 shared

Muse Spark Open outperforms in 1 benchmarks (Terminal-Bench 2.1), while Step 3.7 Flash is better at 0 benchmarks.

Muse Spark Open significantly outperforms across most benchmarks.

Sun Oct 25 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Step 3.7 Flash costs less

For input processing, Muse Spark Open ($1.25/1M tokens) is 6.3x more expensive than Step 3.7 Flash ($0.20/1M tokens).

For output processing, Muse Spark Open ($4.25/1M tokens) is 3.7x more expensive than Step 3.7 Flash ($1.15/1M tokens).

In conclusion, Muse Spark Open is more expensive than Step 3.7 Flash.*

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

Lowest available price from all providers
Sun Oct 25 2026 • llm-stats.com
Meta
Muse Spark Open
Input tokens$1.25
Output tokens$4.25
Best providerTogether
StepFun
Step 3.7 Flash
Input tokens$0.20
Output tokens$1.15
Best providerDeepinfra
Notice missing or incorrect data?

Model Size

Parameter count comparison

618.0B diff

Muse Spark Open has 618.0B more parameters than Step 3.7 Flash, making it 312.1% larger.

Meta
Muse Spark Open
816.0Bparameters
StepFun
Step 3.7 Flash
198.0Bparameters
816.0B
Muse Spark Open
198.0B
Step 3.7 Flash

Context Window

Maximum input and output token capacity

Muse Spark Open accepts 1,048,576 input tokens compared to Step 3.7 Flash's 262,144 tokens. Muse Spark Open can generate longer responses up to 1,048,576 tokens, while Step 3.7 Flash is limited to 262,144 tokens.

Meta
Muse Spark Open
Input1,048,576 tokens
Output1,048,576 tokens
StepFun
Step 3.7 Flash
Input262,144 tokens
Output262,144 tokens
Sun Oct 25 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Muse Spark Open and Step 3.7 Flash support multimodal inputs.

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

Muse Spark Open

Text
Images
Audio
Video

Step 3.7 Flash

Text
Images
Audio
Video

License

Usage and distribution terms

Muse Spark Open is licensed under Muse Model License, while Step 3.7 Flash uses Apache 2.0.

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

Muse Spark Open

Muse Model License

Open weights

Step 3.7 Flash

Apache 2.0

Open weights

Release Timeline

When each model was launched

Muse Spark Open was released on 2026-10-15, while Step 3.7 Flash was released on 2026-06-10.

Muse Spark Open is 4 months newer than Step 3.7 Flash.

Muse Spark Open

Oct 15, 2026

1 weeks ago

4mo newer
Step 3.7 Flash

Jun 10, 2026

4 months 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. Step 3.7 Flash is available from DeepInfra.

Muse Spark Open

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

Step 3.7 Flash

deepinfra logo
Deepinfra
Input Price:Input: $0.20/1MOutput Price:Output: $1.15/1M
* 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 Step 3.7 Flash side-by-side, then vote on the output you prefer.

Muse Spark Open
✓ Preferred
Step 3.7 Flash
Open in Playground

FAQ

Common questions about Muse Spark Open vs Step 3.7 Flash.

Which is better, Muse Spark Open or Step 3.7 Flash?

Muse Spark Open leads the LLM Stats Score 45.3 to 29.7. Muse Spark Open is made by Meta and Step 3.7 Flash is made by StepFun. 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 Step 3.7 Flash 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%. Step 3.7 Flash scores Terminal-Bench 2.1: 59.5%, SWE-Bench Pro: 56.3%, Humanity's Last Exam (with tools, text-only): 47.2%, GDPval: 45.8%.

Is Muse Spark Open cheaper than Step 3.7 Flash?

Step 3.7 Flash is 6.3x cheaper for input tokens. Muse Spark Open costs $1.25/M input and $4.25/M output via together. Step 3.7 Flash costs $0.20/M input and $1.15/M output via deepinfra.

What are the context window sizes for Muse Spark Open and Step 3.7 Flash?

Muse Spark Open supports 1.0M tokens and Step 3.7 Flash supports 262K 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 Step 3.7 Flash?

Key differences include LLM Stats Score (45.3 vs 29.7), context window (1.0M vs 262K), input pricing ($1.25 vs $0.20/M), licensing (Muse Model License vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Muse Spark Open and Step 3.7 Flash?

Muse Spark Open is developed by Meta and Step 3.7 Flash is developed by StepFun.