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GPT-6 Astra vs Kimi K2.8 Preview

Comparing GPT-6 Astra and Kimi K2.8 Preview across benchmarks, pricing, and capabilities.

OpenAI · Moonshot AI · Updated for 2026

Which is better?

GPT-6 Astra and Kimi K2.8 Preview trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.

GPT-6 Astra also accepts a larger context window (1,050,000 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 GPT-6 Astra

  • you process long inputs — it offers a 1,050,000 token context window

Choose Kimi K2.8 Preview

  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Benchmark wins
Input price
$10.00 / M
— / M
Output price
$50.00 / M
— / M
Context window
1,050,000
1,048,576

Individual benchmarks

22 reported for GPT-6 Astra · 0 for Kimi K2.8 Preview

No common benchmarks found

GPT-6 Astra 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

GPT-6 Astra accepts 1,050,000 input tokens compared to Kimi K2.8 Preview's 1,048,576 tokens. Only GPT-6 Astra specifies output context (128,000 tokens).

OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Moonshot AI
Kimi K2.8 Preview
Input1,048,576 tokens
Output- tokens
Mon Sep 14 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-6 Astra and Kimi K2.8 Preview support multimodal inputs.

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

GPT-6 Astra

Text
Images
Audio
Video

Kimi K2.8 Preview

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GPT-6 Astra

Proprietary

Closed source

Kimi K2.8 Preview

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-6 Astra was released on 2026-09-04, while Kimi K2.8 Preview was released on 2026-09-11.

Kimi K2.8 Preview is 0 month newer than GPT-6 Astra.

GPT-6 Astra

Sep 4, 2026

1 weeks ago

Kimi K2.8 Preview

Sep 11, 2026

3 days ago

1w newer

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while Kimi K2.8 Preview's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without Kimi K2.8 Preview's cutoff date.

GPT-6 Astra

Apr 2026

Kimi K2.8 Preview

Provider Availability

GPT-6 Astra is available from OpenAI. Kimi K2.8 Preview is available from Moonshot AI.

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M

Kimi K2.8 Preview

moonshot logo
Unknown Organization
* 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 GPT-6 Astra and Kimi K2.8 Preview side-by-side, then vote on the output you prefer.

GPT-6 Astra
✓ Preferred
Kimi K2.8 Preview
Open in Playground

FAQ

Common questions about GPT-6 Astra vs Kimi K2.8 Preview.

Which is better, GPT-6 Astra or Kimi K2.8 Preview?

GPT-6 Astra (OpenAI) 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 GPT-6 Astra compare to Kimi K2.8 Preview in benchmarks?

GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%.

What are the context window sizes for GPT-6 Astra and Kimi K2.8 Preview?

GPT-6 Astra supports 1.1M 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 GPT-6 Astra and Kimi K2.8 Preview?

Key differences include context window (1.1M vs 1.0M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Astra and Kimi K2.8 Preview?

GPT-6 Astra is developed by OpenAI and Kimi K2.8 Preview is developed by Moonshot AI.