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Claude Opus 4.8 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 Claude Opus 4.8 and Kimi K2 Thinking.

Anthropic

Claude Opus 4.8

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...

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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

SpecificationClaude Opus 4.8Kimi K2 Thinking
ProviderAnthropicMoonshot AI
Context Window1,000,000 tokens262,144 tokens
Agent Suitability97/100N/A
Time to First Token (TTFT)520 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-05-272025-11-06

API Pricing Comparison

Input Price per Million Tokens

Claude Opus 4.8

$5.00

Kimi K2 Thinking

$0.60

Output Price per Million Tokens

Claude Opus 4.8

$25.00

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
9540.0%vs8850.0%
Claude Opus 4.8
Kimi K2 Thinking
HumanEvalPython coding & logic synthesis
9720.0%vs9100.0%
Claude Opus 4.8
Kimi K2 Thinking
MATHComplex mathematical problem solving
9410.0%vs8540.0%
Claude Opus 4.8
Kimi K2 Thinking
GPQAGraduate-level expert reasoning
8650.0%vs5450.0%
Claude Opus 4.8
Kimi K2 Thinking
HellaSwagCommonsense reasoning and inference
9920.0%vs8880.0%
Claude Opus 4.8
Kimi K2 Thinking
MT-BenchMulti-turn conversation flow quality
980.0%vs922.0%
Claude Opus 4.8
Kimi K2 Thinking

Claude Opus 4.8 Quirks & Gotchas

  • โ–ธBest-in-class for autonomous code repair and multi-agent orchestration
  • โ–ธPreview model โ€” API may introduce breaking changes without notice

Kimi K2 Thinking Quirks & Gotchas

No developer gotchas reported.