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What is Mercury 3?

Mercury 3 is a cutting-edge generative AI model from Inception, crafted specifically for developers focused on building interactive applications. Utilizing a diffusion-based approach, it creates text in parallel while supporting streaming responses, the use of various tools, structured outputs, and multimodal inputs, including text, images, and audio. By tapping into the Inception API, development teams can seamlessly implement the model across a range of applications, such as chatbots, voice-activated systems, search and browsing interfaces, educational tools, and other tasks that require responsive text generation. This robust model is accessible through the Inception API and its partnered inference providers, as well as being compatible with OpenAI's API, which facilitates smooth integration into pre-existing applications. Developers have the opportunity to evaluate the output quality and latency before integrating the model into their systems, thanks to the extensive documentation that accompanies the API and SDK ecosystem. The model operates on a token-based pricing structure, providing users with a free quota and additional paid options for both input and output tokens; enterprise-level solutions also include dedicated capacity and tailored support, making it adaptable for various projects. Additionally, Mercury 3 not only enhances development efficiency but also significantly improves user engagement and satisfaction, positioning developers to leverage sophisticated AI functionalities in their creations. In this way, it serves as a valuable resource for those aiming to stay at the forefront of technological innovation.

What is Kimi K3?

Kimi K3 is Moonshot AI’s most advanced model, designed for high-end reasoning, software engineering, multimodal understanding, knowledge work, and agentic AI applications. The model has 2.8 trillion parameters and is built on Kimi Delta Attention, a hybrid linear attention mechanism created for long-context performance. It also uses Attention Residuals and supports a native context window of up to 1 million tokens. This makes Kimi K3 suitable for tasks involving large codebases, long research materials, enterprise documentation, multi-file analysis, legal documents, technical manuals, and complex workflows. Kimi K3 always has thinking mode enabled, with reasoning effort configured through the reasoning_effort field and maximum effort currently supported as the default. Developers can use the model through an OpenAI-compatible API, making it easier to integrate with existing SDKs, clients, and application infrastructure. The model supports streaming responses with separate reasoning and final-answer deltas, allowing applications to display reasoning progress and final content differently. Kimi K3 also supports strict structured output with JSON Schema, partial mode for continuing from a prefix, custom tool calling, required tool use, and dynamic tool loading through system messages. Its vision capabilities support image and video inputs through base64 or uploaded files, enabling analysis of visual content alongside text. Automatic context caching helps workflows that reuse long prefixes, such as large knowledge bases or persistent system context, without requiring developers to manage cache IDs manually. By combining frontier-scale parameters, long-context processing, visual input, structured outputs, tool orchestration, and developer-friendly API compatibility, Kimi K3 gives teams a strong foundation for advanced AI agents, coding assistants, research systems, enterprise automation, and multimodal applications.

Media

Media

Integrations Supported

Vercel AI Gateway
Amazon Bedrock
OpenAI

Integrations Supported

Vercel AI Gateway
CSS
Claw Code
Command Code
Go
Hermes Agent
Kimi Code CLI
Lua
Novita AI
Objective-C
Okara
OpenTag
PHP
R
Rust
Solidity
Together AI
ZooClaw

API Availability

Has API

API Availability

Has API

Pricing Information

$0.10/1M input tokens
Launch pricing is $0.10 per million input tokens and $0.35 per million output tokens, 50% below standard rates of $0.20 and $0.70. A free allocation of 100 million tokens is available. Usage is token-metered; enterprise deployments offer dedicated capacity and priority support.
Free Version

Pricing Information

$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.

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Inception

Date Founded

2024

Company Location

United States

Company Website

www.inceptionlabs.ai/models

Company Facts

Organization Name

Moonshot AI

Date Founded

2023

Company Location

China

Company Website

kimi.ai

Categories and Features

AI Models

Not specified

AI Reasoning Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Open-Weight AI Models

Not specified

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