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Kimi K2.8 Preview vs Muse Spark Open

Comparing Kimi K2.8 Preview and Muse Spark Open across benchmarks, pricing, and capabilities.

Moonshot AI · Meta · Updated for 2026

Which is better?

Kimi K2.8 Preview and Muse Spark Open trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.

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

Choose Kimi K2.8 Preview

  • you are already invested in the Moonshot AI ecosystem

Choose Muse Spark Open

  • you want the most recent training data — it shipped Oct 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Benchmark wins
—
—
Input price
— / M
$1.25 / M
Output price
— / M
$4.25 / M
Context window
1,048,576
1,048,576

Individual benchmarks

0 reported for Kimi K2.8 Preview · 17 for Muse Spark Open

No common benchmarks found

Kimi K2.8 Preview and Muse Spark Opendon'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

Context Window

Maximum input and output token capacity

Both models have the same input context window of 1,048,576 tokens. Only Muse Spark Open specifies output context (1,048,576 tokens).

Moonshot AI
Kimi K2.8 Preview
Input1,048,576 tokens
Output- tokens
Meta
Muse Spark Open
Input1,048,576 tokens
Output1,048,576 tokens
Thu Oct 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Kimi K2.8 Preview and Muse Spark Open support multimodal inputs.

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

Kimi K2.8 Preview

Text
Images
Audio
Video

Muse Spark Open

Text
Images
Audio
Video

License

Usage and distribution terms

Kimi K2.8 Preview is licensed under a proprietary license, while Muse Spark Open uses Muse Model License.

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

Kimi K2.8 Preview

Proprietary

Closed source

Muse Spark Open

Muse Model License

Open weights

Release Timeline

When each model was launched

Kimi K2.8 Preview was released on 2026-09-11, while Muse Spark Open was released on 2026-10-15.

Muse Spark Open is 1 month newer than Kimi K2.8 Preview.

Kimi K2.8 Preview

Sep 11, 2026

1 months ago

Muse Spark Open

Oct 15, 2026

5 days ago

1mo 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

Kimi K2.8 Preview is available from Moonshot AI. Muse Spark Open is available from Together.

Kimi K2.8 Preview

moonshot 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 Kimi K2.8 Preview and Muse Spark Open side-by-side, then vote on the output you prefer.

Kimi K2.8 Preview
✓ Preferred
Muse Spark Open
Open in Playground

FAQ

Common questions about Kimi K2.8 Preview vs Muse Spark Open.

Which is better, Kimi K2.8 Preview or Muse Spark Open?

Kimi K2.8 Preview (Moonshot AI) and Muse Spark Open (Meta) each have strengths in different areas. Compare their benchmark scores, pricing, context windows, and capabilities above to determine which fits your needs.

How does Kimi K2.8 Preview compare to Muse Spark Open 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%.

What are the context window sizes for Kimi K2.8 Preview and Muse Spark Open?

Kimi K2.8 Preview 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 Kimi K2.8 Preview and Muse Spark Open?

Key differences include licensing (Proprietary vs Muse Model License). See the full comparison above for benchmark-by-benchmark results.

Who makes Kimi K2.8 Preview and Muse Spark Open?

Kimi K2.8 Preview is developed by Moonshot AI and Muse Spark Open is developed by Meta.