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Codestral 2508 vs Kimi K2 Thinking

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Codestral 2508 and Kimi K2 Thinking.

Mistral

Codestral 2508

Mistral's cutting-edge language model for coding released end of July 2025. Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM), code correction and test generation. [Blog Post](https://mistral.ai/news/codestral-25-08)

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Moonshot AI

Kimi K2 Thinking

Kimi K2 Thinking is Moonshot AIโ€™s most advanced open reasoning model to date, extending the K2 series into agentic, long-horizon reasoning. Built on the trillion-parameter Mixture-of-Experts (MoE) architecture introduced in...

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Technical Specifications

SpecificationCodestral 2508Kimi K2 Thinking
ProviderMistralMoonshot AI
Context Window256,000 tokens262,144 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelself hostablemanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-08-012025-11-06

API Pricing Comparison

Input Price per Million Tokens

Codestral 2508

$0.30

Kimi K2 Thinking

$0.60

Output Price per Million Tokens

Codestral 2508

$0.90

Kimi K2 Thinking

$2.50

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8850.0%
Codestral 2508
Kimi K2 Thinking
HumanEvalPython coding & logic synthesis
N/Avs9100.0%
Codestral 2508
Kimi K2 Thinking
MATHComplex mathematical problem solving
N/Avs8540.0%
Codestral 2508
Kimi K2 Thinking
GPQAGraduate-level expert reasoning
N/Avs5450.0%
Codestral 2508
Kimi K2 Thinking
HellaSwagCommonsense reasoning and inference
N/Avs8880.0%
Codestral 2508
Kimi K2 Thinking
MT-BenchMulti-turn conversation flow quality
N/Avs922.0%
Codestral 2508
Kimi K2 Thinking

Codestral 2508 Quirks & Gotchas

No developer gotchas reported.

Kimi K2 Thinking Quirks & Gotchas

No developer gotchas reported.