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Kimi K2.8 Preview vs Kimi K3

Comparing Kimi K2.8 Preview and Kimi K3 across benchmarks, pricing, and capabilities.

Moonshot AI · Moonshot AI · Updated for 2026

Which is better?

Kimi K2.8 Preview and Kimi K3 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 want the most recent training data — it shipped Sep 2026

Choose Kimi K3

  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Benchmark wins
Input price
— / M
$2.85 / M
Output price
— / M
$14.25 / M
Context window
1,048,576
1,048,576

Individual benchmarks

0 reported for Kimi K2.8 Preview · 31 for Kimi K3

No common benchmarks found

Kimi K2.8 Preview and Kimi K3don'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 Kimi K3 specifies output context (1,048,576 tokens).

Moonshot AI
Kimi K2.8 Preview
Input1,048,576 tokens
Output- tokens
Moonshot AI
Kimi K3
Input1,048,576 tokens
Output1,048,576 tokens
Wed Sep 16 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Kimi K2.8 Preview and Kimi K3 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

Kimi K3

Text
Images
Audio
Video

License

Usage and distribution terms

Kimi K2.8 Preview is licensed under a proprietary license, while Kimi K3 uses Kimi K3 License.

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

Kimi K2.8 Preview

Proprietary

Closed source

Kimi K3

Kimi K3 License

Open weights

Release Timeline

When each model was launched

Kimi K2.8 Preview was released on 2026-09-11, while Kimi K3 was released on 2026-07-16.

Kimi K2.8 Preview is 2 months newer than Kimi K3.

Kimi K2.8 Preview

Sep 11, 2026

4 days ago

1mo newer
Kimi K3

Jul 16, 2026

2 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

Kimi K2.8 Preview is available from Moonshot AI. Kimi K3 is available from DeepInfra, Fireworks, Moonshot AI, Novita, Together.

Kimi K2.8 Preview

moonshot logo
Unknown Organization

Kimi K3

deepinfra logo
Deepinfra
Input Price:Input: $2.85/1MOutput Price:Output: $14.25/1M
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
* 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 K2.8 Preview and Kimi K3 side-by-side, then vote on the output you prefer.

Kimi K2.8 Preview
✓ Preferred
Kimi K3
Open in Playground

FAQ

Common questions about Kimi K2.8 Preview vs Kimi K3.

Which is better, Kimi K2.8 Preview or Kimi K3?

Kimi K2.8 Preview (Moonshot AI) and Kimi K3 (Moonshot AI) 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 Kimi K3 in benchmarks?

Kimi K3 scores MathVision: 97.8%, DeepSearchQA: 95.0%, GPQA: 93.5%, CharXiv-R: 91.3%, BrowseComp: 91.2%.

What are the context window sizes for Kimi K2.8 Preview and Kimi K3?

Kimi K2.8 Preview supports 1.0M tokens and Kimi K3 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 Kimi K3?

Key differences include licensing (Proprietary vs Kimi K3 License). See the full comparison above for benchmark-by-benchmark results.