Average Ratings 1 Rating

Total
ease
features
design
support

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

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

SubQ Snap is a comprehensive hosted multimodal decision-making framework aimed at developers who are creating AI agents and enterprise workflows. By utilizing Subquadratic’s API, applications can transmit both text and image data along with specific inquiries, receiving organized responses that may include labels, choices, scores, and probabilities. This functionality aids in various tasks, such as selecting tools and files, routing decisions, triaging information, implementing guardrails, ranking items, classifying data, and verifying whether a test or result aligns with predetermined criteria. Capable of processing up to 384K tokens of context and accommodating image inputs, the model is specifically crafted for making bounded decisions rather than generating open-ended text, making it an effective complement to language models used for planning or content creation. Furthermore, the public-preview API documentation provides detailed examples of requests, information on accessing the model, and various decision formats that users can leverage. Overall, this innovative approach streamlines the decision-making process for developers, enhancing the efficiency of AI-driven applications.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

APIFree Yes 
Brokk Yes 
C Yes 
C# Yes 
Cline Yes 
Cloudflare Yes 
EaseMate AI Yes 
Hermes Agent Yes 
Kimi Code Yes 
NVIDIA TensorRT Yes 
OpenAI No 
OpenCode Yes 
PrivatClaw Yes 
Shiori Yes 
Solidity Yes 
Swift Yes 
Together AI Yes 
Vercel AI Gateway Yes 
Visual Studio Code Yes 
YAML Yes 

Integrations

APIFree No 
Brokk No 
C No 
C# No 
Cline No 
Cloudflare No 
EaseMate AI No 
Hermes Agent No 
Kimi Code No 
NVIDIA TensorRT No 
OpenAI Yes 
OpenCode No 
PrivatClaw No 
Shiori No 
Solidity No 
Swift No 
Together AI No 
Vercel AI Gateway 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

$0.05/1M input tokens
$0.05 per 1 million input tokens; output tokens are free. SubQ Snap is in public preview, with access subject to capacity limits.
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 No 
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

Subquadratic

Founded

2025

Country

United States

Website

subq.ai/

Product Features

Alternatives

Alternatives

GPT-6 Astra Reviews

GPT-6 Astra

OpenAI
GPT-5.6 Sol Reviews

GPT-5.6 Sol

OpenAI
Kimi K3.1 Pro Reviews

Kimi K3.1 Pro

Moonshot AI
Claude Opus 5 Reviews

Claude Opus 5

Anthropic