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Put up to 4 models beside each other — token prices, context windows, capabilities and provider, from the same catalogue the model pages read.

  1. GPT-5.1 CodexOpenAIRemove
  2. Kimi K3.1 ProMoonShot AIRemove
gpt-5.1-codex vs kimi-k3.1-pro
AttributeGPT-5.1 Codexgpt-5.1-codexKimi K3.1 Prokimi-k3.1-pro
Pricing
Input$0.375 / 1M$2.00 / 1M
Output$3.00 / 1M$10.00 / 1M
Cache Write (5m)$0.375 / 1M$2.00 / 1M
Cache Write (1h)$0.375 / 1M$2.00 / 1M
Cache Read$0.375 / 1M$2.00 / 1M
Web Search$0 / 1M$0 / 1M
Context
Max context400K1M
Max outputN/AN/A
Capabilities
VisionYesYes
Function CallingYesYes
JSON ModeYesYes
StreamingYesYes
Catalogue
ProviderOpenAIMoonShot AI
Categorychatchat
Charge typePay As You GoPay As You Go
Released——
Description
SummaryGPT-5.1 Codex is a coding-focused version of GPT-5.1 designed for both interactive development and long autonomous engineering tasks. It can build projects, add features, debug, refactor, and review code with higher steerability and cleaner outputs than GPT-5.1. It integrates with developer tools (CLI, IDEs, GitHub, cloud), supports adjustable reasoning effort, handles images/screenshots for UI work, and uses tools for search and environment setup — making it purpose-built for agentic coding workflows.Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model, building on Kimi K3 with enhanced post-training for advanced reasoning and autonomous task execution. It features a 1M-token context window and native image and video understanding, enabling complex, long-context multimodal workflows. Optimized for long-horizon coding, 3D creation, financial research, and end-to-end agentic knowledge work, Kimi K3.1 Pro is well suited for autonomous software engineering, multimodal analysis, and complex professional workflows that require sustained reasoning and reliable execution.