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Kimi K3 vs Muse Spark 1.2

Kimi K3 leads the LLM Stats Score 54.7 to 41.1. Muse Spark 1.2 is 48.0x cheaper per token.

Moonshot AI · Meta · Updated for 2026

Which is better?

Kimi K3 leads the overall LLM Stats Score 54.7 to 41.1, ranking #5 overall.

In the 2 individual benchmarks reported for both models, Kimi K3 wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Muse Spark 1.2 is roughly 48.0x 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 Kimi K3

  • overall performance matters — it scores 54.7 and ranks #5 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • you need open weights you can self-host or fine-tune

Choose Muse Spark 1.2

  • cost matters — it's about 48.0x cheaper per token
  • you want the most recent training data — it shipped Aug 2026

At a glance

The differences that matter most.

Core performance indexes
54.7
#5
41.1
#44
53.6
#4
34.4
#80
45.8
#5
33.3
#35
41.3
#4
29.3
#31
Cost, coverage & limits
Benchmark wins
2 of 2
0 of 2
Input price
$3.00 / M
$0.10 / M
Output price
$15.00 / M
$0.20 / M
Context window
1,048,576
1,048,576

Individual benchmarks

31 reported for Kimi K3 · 3 for Muse Spark 1.2

2 shared

Kimi K3 outperforms in 2 benchmarks (DeepSWE 1.1, Terminal-Bench 2.1), while Muse Spark 1.2 is better at 0 benchmarks.

Kimi K3 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, Kimi K3 ($3.00/1M tokens) is 30.0x more expensive than Muse Spark 1.2 ($0.10/1M tokens).

For output processing, Kimi K3 ($15.00/1M tokens) is 75.0x more expensive than Muse Spark 1.2 ($0.20/1M tokens).

In conclusion, Kimi K3 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
Moonshot AI
Kimi K3
Input tokens$3.00
Output tokens$15.00
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

Both models have the same input context window of 1,048,576 tokens. Kimi K3 can generate longer responses up to 1,048,576 tokens, while Muse Spark 1.2 is limited to 131,072 tokens.

Moonshot AI
Kimi K3
Input1,048,576 tokens
Output1,048,576 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 Kimi K3 and Muse Spark 1.2 support multimodal inputs.

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

Kimi K3

Text
Images
Audio
Video

Muse Spark 1.2

Text
Images
Audio
Video

License

Usage and distribution terms

Kimi K3 is licensed under Kimi K3 License, 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.

Kimi K3

Kimi K3 License

Open weights

Muse Spark 1.2

Proprietary

Closed source

Release Timeline

When each model was launched

Kimi K3 was released on 2026-07-16, while Muse Spark 1.2 was released on 2026-08-05.

Muse Spark 1.2 is 1 month newer than Kimi K3.

Kimi K3

Jul 16, 2026

1 months ago

Muse Spark 1.2

Aug 5, 2026

3 weeks ago

2w 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 K3 is available from Fireworks, Moonshot AI, Novita, Together. Muse Spark 1.2 is available from Meta Model API.

Kimi K3

fireworks logo
Fireworks
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
moonshot logo
Unknown Organization
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
novita logo
Novita
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
together logo
Together
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

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 Kimi K3 and Muse Spark 1.2 side-by-side, then vote on the output you prefer.

Kimi K3
✓ Preferred
Muse Spark 1.2
Open in Playground

FAQ

Common questions about Kimi K3 vs Muse Spark 1.2.

Which is better, Kimi K3 or Muse Spark 1.2?

Kimi K3 leads the LLM Stats Score 54.7 to 41.1. Kimi K3 is made by Moonshot AI 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 Kimi K3 compare to Muse Spark 1.2 in benchmarks?

Kimi K3 scores MathVision: 97.8%, DeepSearchQA: 95.0%, GPQA: 93.5%, CharXiv-R: 91.3%, BrowseComp: 91.2%. Muse Spark 1.2 scores Terminal-Bench 2.1: 82.9%, Meta Internal Coding Bench: 70.6%, DeepSWE 1.1: 59.3%.

Is Kimi K3 cheaper than Muse Spark 1.2?

Muse Spark 1.2 is 30.0x cheaper for input tokens. Kimi K3 costs $3.00/M input and $15.00/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 Kimi K3 and Muse Spark 1.2?

Kimi K3 supports 1.0M 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 Kimi K3 and Muse Spark 1.2?

Key differences include LLM Stats Score (54.7 vs 41.1), input pricing ($3.00 vs $0.10/M), licensing (Kimi K3 License vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Kimi K3 and Muse Spark 1.2?

Kimi K3 is developed by Moonshot AI and Muse Spark 1.2 is developed by Meta.