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Claude Sonnet 4 vs Kimi K2 Instruct

Claude Sonnet 4 and Kimi K2 Instruct are closely matched at 24.2 and 21.9 on the LLM Stats Score. Kimi K2 Instruct is 12.0x cheaper per token.

Anthropic · Moonshot AI · Updated for 2026

Which is better?

Claude Sonnet 4 and Kimi K2 Instruct are closely matched on the overall LLM Stats Score at 24.2 and 21.9.

In the 3 individual benchmarks reported for both models, Claude Sonnet 4 wins 3; this is a narrower head-to-head signal than the composite indexes.

On price, Kimi K2 Instruct is roughly 12.0x 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 Claude Sonnet 4

  • you value its reported benchmark strengths — it wins 3 of 3 exact shared results

Choose Kimi K2 Instruct

  • cost matters — it's about 12.0x cheaper per token
  • you want the most recent training data — it shipped Jul 2025
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
24.2
#171
21.9
#188
24.3
#164
22.0
#178
16.6
#131
12.4
#154
5.7
#150
-1.0
#181
Cost, coverage & limits
Benchmark wins
3 of 3
0 of 3
Input price
$3.00 / M
$0.50 / M
Output price
$15.00 / M
$0.50 / M
Context window
200,000
200,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Claude Sonnet 4
Kimi K2 Instruct
16.5#205
22.2#142
18.4#69
6.4#150
19.4#22
11.7#65
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

8 reported for Claude Sonnet 4 · 38 for Kimi K2 Instruct

3 shared

Claude Sonnet 4 outperforms in 3 benchmarks (AIME 2025, GPQA, Terminal-Bench), while Kimi K2 Instruct is better at 0 benchmarks.

Claude Sonnet 4 significantly outperforms across most benchmarks.

Wed Sep 23 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Kimi K2 Instruct costs less

For input processing, Claude Sonnet 4 ($3.00/1M tokens) is 6.0x more expensive than Kimi K2 Instruct ($0.50/1M tokens).

For output processing, Claude Sonnet 4 ($15.00/1M tokens) is 30.0x more expensive than Kimi K2 Instruct ($0.50/1M tokens).

In conclusion, Claude Sonnet 4 is more expensive than Kimi K2 Instruct.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Wed Sep 23 2026 • llm-stats.com
Anthropic
Claude Sonnet 4
Input tokens$3.00
Output tokens$15.00
Best providerAnthropic
Moonshot AI
Kimi K2 Instruct
Input tokens$0.50
Output tokens$0.50
Best providerFireworks
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 200,000 tokens. Kimi K2 Instruct can generate longer responses up to 200,000 tokens, while Claude Sonnet 4 is limited to 64,000 tokens.

Anthropic
Claude Sonnet 4
Input200,000 tokens
Output64,000 tokens
Moonshot AI
Kimi K2 Instruct
Input200,000 tokens
Output200,000 tokens
Wed Sep 23 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Claude Sonnet 4 supports multimodal inputs, whereas Kimi K2 Instruct does not.

Claude Sonnet 4 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Claude Sonnet 4

Text
Images
Audio
Video

Kimi K2 Instruct

Text
Images
Audio
Video

License

Usage and distribution terms

Claude Sonnet 4 is licensed under a proprietary license, while Kimi K2 Instruct uses MIT.

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

Claude Sonnet 4

Proprietary

Closed source

Kimi K2 Instruct

MIT

Open weights

Release Timeline

When each model was launched

Claude Sonnet 4 was released on 2025-05-22, while Kimi K2 Instruct was released on 2025-07-11.

Kimi K2 Instruct is 2 months newer than Claude Sonnet 4.

Claude Sonnet 4

May 22, 2025

1.3 years ago

Kimi K2 Instruct

Jul 11, 2025

1.2 years ago

1mo 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

Claude Sonnet 4 is available from Anthropic, Bedrock, Google. Kimi K2 Instruct is available from Fireworks, Novita.

Claude Sonnet 4

anthropic logo
Anthropic
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
bedrock logo
AWS Bedrock
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
google logo
Google
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

Kimi K2 Instruct

fireworks logo
Fireworks
Input Price:Input: $0.50/1MOutput Price:Output: $0.50/1M
novita logo
Novita
Input Price:Input: $0.57/1MOutput Price:Output: $2.30/1M
* 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 Claude Sonnet 4 and Kimi K2 Instruct side-by-side, then vote on the output you prefer.

Claude Sonnet 4
✓ Preferred
Kimi K2 Instruct
Open in Playground

FAQ

Common questions about Claude Sonnet 4 vs Kimi K2 Instruct.

Which is better, Claude Sonnet 4 or Kimi K2 Instruct?

Claude Sonnet 4 and Kimi K2 Instruct are closely matched on the LLM Stats Score at 24.2 and 21.9. Claude Sonnet 4 is made by Anthropic and Kimi K2 Instruct is made by Moonshot AI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude Sonnet 4 compare to Kimi K2 Instruct in benchmarks?

Claude Sonnet 4 scores MMMLU: 86.5%, TAU-bench Retail: 80.5%, GPQA: 75.4%, MMMU: 74.4%, SWE-Bench Verified: 72.7%. Kimi K2 Instruct scores MATH-500: 97.4%, GSM8k: 97.3%, CBNSL: 95.6%, HumanEval: 93.3%, MMLU-Redux: 92.7%.

Is Claude Sonnet 4 cheaper than Kimi K2 Instruct?

Kimi K2 Instruct is 6.0x cheaper for input tokens. Claude Sonnet 4 costs $3.00/M input and $15.00/M output via anthropic. Kimi K2 Instruct costs $0.50/M input and $0.50/M output via fireworks.

What are the context window sizes for Claude Sonnet 4 and Kimi K2 Instruct?

Claude Sonnet 4 supports 200K tokens and Kimi K2 Instruct supports 200K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Sonnet 4 and Kimi K2 Instruct?

Key differences include LLM Stats Score (24.2 vs 21.9), input pricing ($3.00 vs $0.50/M), multimodal support (yes vs no), licensing (Proprietary vs MIT). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Sonnet 4 and Kimi K2 Instruct?

Claude Sonnet 4 is developed by Anthropic and Kimi K2 Instruct is developed by Moonshot AI.