Ratings and Reviews 1 Rating

Total
ease
features
design
support

Ratings and Reviews 0 Ratings

Total
ease
features
design
support

This software has no reviews. Be the first to write a review.

Write a Review

Alternatives to Consider

  • LTX Reviews & Ratings
    182 Ratings
    Company Website
  • Yodeck Reviews & Ratings
    8,160 Ratings
    Company Website
  • OptiSigns Reviews & Ratings
    8,462 Ratings
    Company Website
  • AnalyticsCreator Reviews & Ratings
    46 Ratings
    Company Website
  • Mitti (by SafetyCulture) Reviews & Ratings
    869 Ratings
    Company Website
  • LM-Kit.NET Reviews & Ratings
    29 Ratings
    Company Website
  • Daylight Reviews & Ratings
    15 Ratings
    Company Website
  • Qloo Reviews & Ratings
    23 Ratings
    Company Website
  • SearchUnify Reviews & Ratings
    150 Ratings
    Company Website
  • Curtain MonGuard Screen Watermark Reviews & Ratings
    7 Ratings
    Company Website

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.

What is GPT-6.2 Astra?

GPT-6.2 Astra is a reportedly experimental frontier AI model associated with OpenAI's Astra family of advanced reasoning and autonomous task execution systems. The model has not been officially announced, but references to the identifier gpt-6.2-astra have appeared in screenshots of Codex usage analytics and reported response records. These observations have prompted speculation that OpenAI may be testing an updated Astra model through limited or experimental deployment. The model is expected to build on GPT-6 Astra's capabilities in complex reasoning, software engineering, and autonomous execution of professional workflows. Potential software development applications include generating source code, debugging applications, analyzing repositories, implementing features, and coordinating automated testing. Its anticipated reasoning capabilities may support mathematical analysis, scientific problem-solving, technical documentation, and research tasks requiring multiple stages of evaluation. GPT-6.2 Astra could also provide improvements in long-horizon agentic workflows that require planning, interacting with external tools, maintaining task context, and executing complex operations. Integration with development environments such as Codex may allow AI agents to work with project files, terminal commands, software repositories, and programming tools. Improvements in instruction adherence, tool execution reliability, task persistence, and accurate reporting of completed actions may be important objectives for a future Astra release. However, no independently verified benchmarks establish whether GPT-6.2 Astra improves on earlier models, and its relationship to other rumored OpenAI model variants remains uncertain. OpenAI has not confirmed the model's architecture, supported modalities, context window, reasoning settings, API pricing, commercial availability, or official launch schedule.

Media

Media

No images available

Integrations Supported

.NET
Augment Code
Bash
EaseMate AI
Hermes Agent
Java
JetBrains Junie
Kotlin
Kubernetes
Oh My OpenAgent
OpenAI Codex
OpenCode
Pi Agent
React
Ruby
SQL
Solidity
TypeScript
Vercel AI Gateway
XML

Integrations Supported

.NET
Augment Code
Bash
EaseMate AI
Hermes Agent
Java
JetBrains Junie
Kotlin
Kubernetes
Oh My OpenAgent
OpenAI Codex
OpenCode
Pi Agent
React
Ruby
SQL
Solidity
TypeScript
Vercel AI Gateway
XML

API Availability

Has API

API Availability

Has API

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.

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Moonshot AI

Date Founded

2023

Company Location

China

Company Website

kimi.ai

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com

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

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

AI Vision Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Multimodal Models

Not specified

Popular Alternatives

Popular Alternatives

GPT-6.1 Sol Reviews & Ratings

GPT-6.1 Sol

OpenAI
GPT-6.1 Sol Reviews & Ratings

GPT-6.1 Sol

OpenAI
Kimi K3.1 Pro Reviews & Ratings

Kimi K3.1 Pro

Moonshot AI
GPT-6 Astra Reviews & Ratings

GPT-6 Astra

OpenAI