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Beam 1.0 vs Kimi K2.8 Preview

Comparing Beam 1.0 and Kimi K2.8 Preview across benchmarks, pricing, and capabilities.

Reflection AI · Moonshot AI · Updated for 2026

Which is better?

Beam 1.0 and Kimi K2.8 Preview 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 Beam 1.0

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

Choose Kimi K2.8 Preview

  • you are already invested in the Moonshot AI ecosystem

At a glance

The differences that matter most.

Benchmark wins
—
—
Input price
$0.40 / M
— / M
Output price
$1.20 / M
— / M
Context window
1,048,576
1,048,576

Individual benchmarks

22 reported for Beam 1.0 · 0 for Kimi K2.8 Preview

No common benchmarks found

Beam 1.0 and Kimi K2.8 Previewdon'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 Beam 1.0 specifies output context (131,072 tokens).

Reflection AI
Beam 1.0
Input1,048,576 tokens
Output131,072 tokens
Moonshot AI
Kimi K2.8 Preview
Input1,048,576 tokens
Output- tokens
Thu Oct 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Kimi K2.8 Preview supports multimodal inputs, whereas Beam 1.0 does not.

Kimi K2.8 Preview can handle both text and other forms of data like images, making it suitable for multimodal applications.

Beam 1.0

Text
Images
Audio
Video

Kimi K2.8 Preview

Text
Images
Audio
Video

License

Usage and distribution terms

Beam 1.0 is licensed under Apache 2.0, while Kimi K2.8 Preview uses a proprietary 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

Kimi K2.8 Preview

Proprietary

Closed source

Release Timeline

When each model was launched

Beam 1.0 was released on 2026-10-16, while Kimi K2.8 Preview was released on 2026-09-11.

Beam 1.0 is 1 month newer than Kimi K2.8 Preview.

Beam 1.0

Oct 16, 2026

3 days ago

1mo newer
Kimi K2.8 Preview

Sep 11, 2026

1 months ago

Knowledge Cutoff

When training data ends

Beam 1.0 has a documented knowledge cutoff of 2026-06-30, while Kimi K2.8 Preview'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 Kimi K2.8 Preview's cutoff date.

Beam 1.0

Jun 2026

Kimi K2.8 Preview

—

Provider Availability

Beam 1.0 is available from Together, Reflection AI. Kimi K2.8 Preview is available from Moonshot AI.

Beam 1.0

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

Kimi K2.8 Preview

moonshot logo
Unknown Organization
* 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 Kimi K2.8 Preview side-by-side, then vote on the output you prefer.

Beam 1.0
✓ Preferred
Kimi K2.8 Preview
Open in Playground

FAQ

Common questions about Beam 1.0 vs Kimi K2.8 Preview.

Which is better, Beam 1.0 or Kimi K2.8 Preview?

Beam 1.0 (Reflection AI) and Kimi K2.8 Preview (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 Beam 1.0 compare to Kimi K2.8 Preview 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%.

What are the context window sizes for Beam 1.0 and Kimi K2.8 Preview?

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

Key differences include multimodal support (no vs yes), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Beam 1.0 and Kimi K2.8 Preview?

Beam 1.0 is developed by Reflection AI and Kimi K2.8 Preview is developed by Moonshot AI.