Kimi K3 Reviews

Kimi K3

5.0 out of 5 stars

Average Ratings 1 Rating

Total 5 out of 5 stars
ease 5 out of 5 stars
features 5 out of 5 stars
design 5 out of 5 stars
support 5 out of 5 stars

Average Ratings 0 Ratings

Total 0 out of 5 stars
ease 0 out of 5 stars
features 0 out of 5 stars
design 0 out of 5 stars
support 0 out of 5 stars

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Description

Kimi K3 is a large-scale AI model from Moonshot AI designed for advanced reasoning, software engineering, visual understanding, agentic workflows, and knowledge work. The model is built with 2.8 trillion parameters and uses Kimi Delta Attention, a hybrid linear attention design created to support long-context intelligence. It also includes Attention Residuals and a native 1 million token context window, giving developers room to work with large files, repositories, documentation sets, transcripts, and enterprise knowledge bases. Kimi K3 always runs with thinking mode enabled and currently supports maximum reasoning effort by default. Developers can access the model through Moonshot’s OpenAI-compatible API using Python, cURL, and the OpenAI SDK. The API supports standard chat completions, streaming output, structured JSON Schema responses, partial continuation from a prefix, custom tool calling, required tool choice, and dynamic tool loading. Kimi K3 also supports vision inputs, including local images encoded as base64 and video files uploaded through the file API. Automatic context caching helps repeated long-prefix workflows become more efficient without requiring manual cache IDs or extra cache parameters. By combining long context, visual understanding, tool use, structured output, and advanced reasoning, Kimi K3 is built for developers creating sophisticated AI agents, coding systems, research tools, and enterprise applications.

Description

Xinference serves as a comprehensive AI inference platform tailored for organizations aiming to utilize open models without the hassle of constructing their own serving infrastructure. Initially, teams can access over 300 open models via the Model API, all accessible through a singular OpenAI-compatible endpoint located in Australia. Transitioning from a current service provider is remarkably straightforward, requiring merely two lines of code. As demand increases, workloads can effortlessly shift to Dedicated Inference on allocated GPUs or even to a private setup within the client’s own cloud or data center. Each deployment is equipped with a unified control plane that features per-request logging, real-time TTFT and TPOT monitoring, role-based access management, audit logs, and single sign-on capabilities. Notably, Xinference prioritizes privacy by not training on or retaining customer data by default. Typical applications of the platform encompass enterprise retrieval-augmented generation (RAG), virtual customer assistants, intelligent agents, function calling, coding support, document extraction, and both speech and image generation. Furthermore, the flexibility of Xinference allows businesses to adapt their AI capabilities as their needs evolve.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

No images available

Integrations

Bash Yes 
C++ Yes 
Cerebras Yes 
Cheaper Inference Yes 
Cline Yes 
EaseMate AI Yes 
Fireworks AI Yes 
Grengin Yes 
Hermes Agent Yes 
JavaScript Yes 
JetBrains Junie Yes 
NVIDIA TensorRT Yes 
Okara Yes 
OpenTag Yes 
PowerShell Yes 
PrivatClaw Yes 
Vercel AI Gateway Yes 
Viktor Yes 
Visual Studio Code Yes 
YAML Yes 

Integrations

Bash No 
C++ No 
Cerebras No 
Cheaper Inference No 
Cline No 
EaseMate AI No 
Fireworks AI No 
Grengin No 
Hermes Agent No 
JavaScript No 
JetBrains Junie No 
NVIDIA TensorRT No 
Okara No 
OpenTag No 
PowerShell No 
PrivatClaw No 
Vercel AI Gateway No 
Viktor No 
Visual Studio Code No 
YAML No 

Pricing Details

$3 per 1M tokens (input)
Kimi K3 is priced per 1 million tokens:

Cached input: $0.30
Uncached input: $3.00
Output: $15.00
Context window: 1,048,576 tokens

Cached inputs cost 90% less than uncached inputs, while generated output is the most expensive token category. Prices exclude applicable taxes, which are calculated based on the customer’s jurisdiction.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Moonshot AI

Founded

2023

Country

China

Website

kimi.ai

Vendor Details

Company Name

Xinference

Founded

2026

Country

Australia

Website

xinference.co

Product Features

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