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GPT-4o mini vs Kimi K2.8 Preview

Comparing GPT-4o mini and Kimi K2.8 Preview across benchmarks, pricing, and capabilities.

OpenAI · Moonshot AI · Updated for 2026

Which is better?

GPT-4o mini and Kimi K2.8 Preview trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.

Kimi K2.8 Preview also accepts a larger context window (1,048,576 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-4o mini

  • you want predictable pricing at $0.15/M input and $0.60/M output

Choose Kimi K2.8 Preview

  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Benchmark wins
Input price
$0.15 / M
— / M
Output price
$0.60 / M
— / M
Context window
128,000
1,048,576

Individual benchmarks

9 reported for GPT-4o mini · 0 for Kimi K2.8 Preview

No common benchmarks found

GPT-4o mini 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

Kimi K2.8 Preview accepts 1,048,576 input tokens compared to GPT-4o mini's 128,000 tokens. Only GPT-4o mini specifies output context (16,384 tokens).

OpenAI
GPT-4o mini
Input128,000 tokens
Output16,384 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-4o mini and Kimi K2.8 Preview support multimodal inputs.

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

GPT-4o mini

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-4o mini

Proprietary

Closed source

Kimi K2.8 Preview

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-4o mini was released on 2024-07-18, while Kimi K2.8 Preview was released on 2026-09-11.

Kimi K2.8 Preview is 26 months newer than GPT-4o mini.

GPT-4o mini

Jul 18, 2024

2.2 years ago

Kimi K2.8 Preview

Sep 11, 2026

3 days ago

2.2yr newer

Knowledge Cutoff

When training data ends

GPT-4o mini has a documented knowledge cutoff of 2023-10-01, while Kimi K2.8 Preview's cutoff date is not specified.

We can confirm GPT-4o mini's training data extends to 2023-10-01, but cannot make a direct comparison without Kimi K2.8 Preview's cutoff date.

GPT-4o mini

Oct 2023

Kimi K2.8 Preview

Provider Availability

GPT-4o mini is available from Azure. Kimi K2.8 Preview is available from Moonshot AI.

GPT-4o mini

azure logo
Azure
Input Price:Input: $0.15/1MOutput Price:Output: $0.60/1M

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-4o mini and Kimi K2.8 Preview side-by-side, then vote on the output you prefer.

GPT-4o mini
✓ Preferred
Kimi K2.8 Preview
Open in Playground

FAQ

Common questions about GPT-4o mini vs Kimi K2.8 Preview.

Which is better, GPT-4o mini or Kimi K2.8 Preview?

GPT-4o mini (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-4o mini compare to Kimi K2.8 Preview in benchmarks?

GPT-4o mini scores HumanEval: 87.2%, MGSM: 87.0%, MMLU: 82.0%, DROP: 79.7%, MATH: 70.2%.

What are the context window sizes for GPT-4o mini and Kimi K2.8 Preview?

GPT-4o mini supports 128K 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-4o mini and Kimi K2.8 Preview?

Key differences include context window (128K vs 1.0M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-4o mini and Kimi K2.8 Preview?

GPT-4o mini is developed by OpenAI and Kimi K2.8 Preview is developed by Moonshot AI.