Moonshot LLM Models
Kimi is a large language model developed by Moonshot AI, designed for reasoning, coding, and long-context understanding. It performs well in complex tasks such as code generation, analysis, and intelligent assistants. With strong performance and efficient architecture, Kimi is suitable for enterprise AI applications and developer use cases. Its balance of capability and cost makes it an increasingly popular choice in the LLM ecosystem.
Explore the Leading Moonshot LLM Models
Atlas Cloud provides you with the latest industry-leading creative models.
What Makes Moonshot LLM Models Stand Out
Atlas Cloud provides you with the latest industry-leading creative models.
Frontier Reasoning
Models tuned for deep reasoning, complex problem-solving, and multi-step instructions across real-world tasks.
Long-Context Mastery
Support for very long inputs, enabling rich chat histories, large documents, and multi-file code understanding.
Bilingual Strength
Native-level Chinese and strong English capability for cross-lingual search, analysis, and content creation.
Developer Ecosystem
APIs, SDKs, and tools that make it easy to build, integrate, and iterate on Moonshot-powered products.
Enterprise Reliability
SLAs, monitoring, and governance features designed for teams shipping mission-critical AI applications.
Cost-Efficient Performance
Optimized architecture and serving stack balance quality, speed, and token-level cost for production workloads.
Peak speed
Lowest cost
| Model | Description |
|---|---|
| Kimi K2.5 | Kimi K2.5 is a multimodal flagship LLM, integrating continued pretraining on 15T mixed visual and text tokens with 262.14K context processing; boasting Visual Agentic Intelligence, it serves as the frontier for complex cross-modal reasoning and sophisticated visual-task automation. |
| Kimi-K2-Thinking | Kimi-K2-Thinking is a high-reasoning specialized LLM, integrating deep chain-of-thought architectures with robust analytical capabilities; boasting cognitive depth beyond reflex-grade limits, it serves as the engine for complex logical inference and intricate problem-solving workflows. |
| Kimi-K2-Instruct-0905 | Kimi-K2-Instruct-0905 is an optimized agentic LLM, integrating enhanced coding prowess with expansive 262.14K context support; boasting high-precision execution, it serves as the catalyst for large-scale codebase management and advanced developer-centric agentic operations. |
| Kimi-K2-Instruct | Kimi-K2-Instruct is a streamlined general-purpose LLM, integrating reflex-grade response mechanisms with 131.07K context processing capabilities; boasting a polished post-trained framework, it serves as the primary interface for drop-in chat and agile, direct agentic experiences. |
New features of Moonshot LLM Models + Showcase
Combining advanced models with Atlas Cloud's GPU-accelerated platform delivers unmatched speed, scalability, and creative control for image and video generation.
Swarm Task Execution using Kimi K2.5
Kimi K2.5 replaces single-threaded reasoning by coordinating up to 100 sub-agents to work on complex goals in parallel. By breaking down massive projects into manageable steps, users can complete multi-stage workflows 4.5 times faster than using standard AI models. It is the ultimate solution for automating high-level project management and executing long-chain professional instructions.
Direct Video Analysis using Kimi K2.5
Kimi K2.5 supports direct video and image inputs to understand motion, logical sequences, and complex layouts without any external plugins. By feeding the model screen recordings or design files, users can instantly extract architectural details and visual data with pinpoint accuracy. It is the ultimate solution for real-time video interpretation and bridging the gap between visual assets and text logic.
Aesthetic Frontend Generation using Kimi K2.5
Kimi K2.5 combines professional backend logic with a refined eye for design and interactive 3D motion. By uploading UI mockups or demo clips, users can generate functional code for Three.js and complex animations that are both robust and visually stunning. It is the ultimate solution for developers who need code that doesn’t just work, but follows high-end design principles.
What You Can Do with Moonshot LLM Models
Discover practical use cases and workflows you can build with this model family — from content creation and automation to production-grade applications.
Visual-to-Code Frontend Generation with the Kimi K2.5
The Kimi K2.5 transforms static design screenshots or UI demo videos into functional React or Vue codebases integrated with Three.js animations. Perfect for creative developers and rapid prototyping, the model preserves complex lighting and motion—supporting the instant creation of 3D landing pages, interactive data dashboards, and polished marketing microsites.
Deep Document Auditing with the Kimi K2.5 Context Engine
Kimi K2.5 allows finance and legal professionals to upload hundreds of pages of disparate reports to identify conflicting clauses or hidden data trends in seconds. By asking specific questions about risk factors or financial figures, users can generate structured comparison tables with direct citations to page numbers. It is the ultimate solution for exhaustive due diligence and auditing massive document archives without manual reading.
Complex Narrative Logic Synthesis with the Kimi K2.5 Model
The Kimi K2.5 Model enables screenwriters and game designers to expand simple character prompts into full-length episodic scripts with perfect plot consistency and multi-branching logic. Ideal for immersive world-building and narrative-heavy media, the model tracks long-term story arcs without contradictions—supporting the creation of interactive dialogue trees, episodic storyboards, and detailed lore bibles.
Model Comparison
See how models from different providers stack up — compare performance, pricing, and unique strengths to make an informed decision.
| Model | Context | Max Output | Input | Positioning |
|---|---|---|---|---|
| Kimi K2.5 | 262.14K | 262.14K | Text | Multimodal flagship LLM |
| Kimi-K2-Thinking | 262.14K | 262.14K | Text | High-reasoning specialized LLM |
| Kimi-K2-Instruct-0905 | 262.14K | 32.77K | Text | Max Output |
| Kimi-K2-Instruct | 131.07K | 131.07K | Text | Streamlined general-purpose LLM |
| MiniMax M2.5 | 196.61K | 196.6K | Text | SOTA Agentic Coding |
| GLM-5 | 202.75K | 202.75K | Text | Flagship Foundation Model |
| DeepSeek V3.2 | 163.84K | 163.84K | Text | Flagship General |
How to Use Moonshot LLM Models on Atlas Cloud
Get started in minutes — follow these simple steps to integrate and deploy models through Atlas Cloud's platform.
Create an Atlas Cloud Account
Sign up at atlascloud.ai and complete verification. New users receive free credits to explore the platform and test models.
Why Use Moonshot LLM Models on Atlas Cloud
Combining the advanced Moonshot LLM Models models with Atlas Cloud's GPU-accelerated platform provides unmatched performance, scalability, and developer experience.
Performance & flexibility
Low Latency:
GPU-optimized inference for real-time reasoning.
Unified API:
Run Moonshot LLM Models, GPT, Gemini, and DeepSeek with one integration.
Transparent Pricing:
Predictable per-token billing with serverless options.
Enterprise & Scale
Developer Experience:
SDKs, analytics, fine-tuning tools, and templates.
Reliability:
99.99% uptime, RBAC, and compliance-ready logging.
Security & Compliance:
SOC 2 Type II, HIPAA alignment, data sovereignty in US.
Frequently Asked Questions about Moonshot LLM Models
Kimi K2.5 supports a 262.14K token context window, enabling users to upload and analyze massive datasets, long-form technical manuals, or entire codebases in a single session.
It allows the model to decompose one complex goal into multiple sub-tasks, orchestrating up to 100 autonomous agents to work in parallel, which results in up to 4.5x faster execution than single-agent models.
Yes. Beyond static images, Kimi K2.5 features native multimodal vision that analyzes direct video streams to identify movement patterns, logical sequences, and spatial layouts with frame-level precision.
Highly capable. It scores 76.8% on the SWE-bench Verified, meaning it can translate design screenshots into production-ready code integrated with complex Three.js animations and responsive layouts.
You can access Kimi K2.5 via OpenAI-compatible APIs hosted on Atlas Cloud, allowing for a seamless "drop-in" replacement without rewriting your current application logic.
Explore More Families
Seedance 2.0 Models
Seedance 2.0（by Bytedance） is a multimodal video generation model that redefines "controllable creation," moving beyond the limitations of text or start/end frames. It supports quad-modal inputs—text, image, video, and audio—and introduces an industry-leading "Universal Reference" system. By precisely replicating the composition, camera movement, and character actions from reference assets, Seedance 2.0 solves critical issues with character consistency and physical coherence, empowering creators to act as true "directors" with deep control over their output.
Grok-Imagine Models
Grok Imagine Image Quality is xAI's latest AI image generation model, delivering studio-grade visuals with up to 2K resolution and razor-sharp detail. It offers best-in-class text rendering across multiple languages, photorealistic outputs with natural lighting, rich textures, and believable physics, plus tighter prompt following and image editing with reference inputs for precise creative control. Ideal for hero images, ad creatives, product renders, and brand-grade visuals.
Gemini Omni
Gemini Omni (by Google DeepMind) is a video generation and editing model launched on May 20, 2026 at Google I/O that redefines the standard for "reasoning-driven creation," built specifically to solve the core challenge of AI video: making output that actually understands what you mean, not just what you type. It fuses Gemini's reasoning engine with generative capability, accepting any mix of images, text, video, and audio to produce consistent, knowledge-grounded output. Unlike models that start from scratch each time, Omni lets you edit through natural conversation — swapping objects, rewriting scenes, shifting styles — while keeping physics, characters, and continuity intact across every turn.
GPT Image 2 Models
GPT Image 2 is a state-of-the-art multimodal foundation model engineered for exceptional text-to-image generation with unprecedented photorealism and creative versatility. Developed by OpenAI as the evolution of the DALL-E lineage, it transforms detailed natural language descriptions into hyper-realistic imagery at up to 4K resolution. With proprietary "Neural Rendering Engine" technology for precise visual control, GPT Image 2 delivers studio-quality results with accurate anatomy, lighting, and composition—making it the premier AI tool for professional creators, enterprises, and developers demanding production-ready visual assets.
Google Models on Atlas Cloud | Gemini, Nano Bananas & Veo
Google's most powerful creative models are all available on Atlas Cloud. Veo 3.1 delivers cinematic video generation, Nano Banana 2 powers high-fidelity image creation, and Gemini brings multimodal intelligence to every workflow. Access the full Google model suite through one API key with Day-0 availability and pay-as-you-go pricing.
ByteDance Models on Atlas Cloud | Seedance & Seedream
From cinematic video generation to high-fidelity image creation, ByteDance's most powerful models are live on Atlas Cloud. Run Seedance and Seedream at scale with the lowest inference pricing and zero infrastructure overhead.
Alibaba Models on Atlas Cloud | Wan & Qwen
Atlas Cloud brings together Alibaba's full model lineup under one API: Qwen for language and image tasks, Wan for video generation up to 1080p. Access every model pay-as-you-go with no subscriptions. The Alibaba API is available via a single base URL using your existing OpenAI-compatible client.
MAI Image 2.5 Models
MAI-Image-2.5 is Microsoft's latest photorealistic image generation and editing model family, built for commercial design, product photography, and brand-ready content creation. Available in standard and Flash variants for both text-to-image and image editing, it delivers best-in-class Arena ELO scores at competitive pricing — starting from $0.03 per image. With precise text rendering, surgical editing capability, and natural portrait generation, MAI-Image-2.5 is designed for teams that need production-quality visuals without post-processing overhead.
Wan2.7 Models
Launching this March, Wan2.7 is the latest powerhouse in the Qwen ecosystem, delivering a massive upgrade in visual fidelity, audio synchronization, and motion consistency over version 2.6. This all-in-one AI video generator supports advanced features like first-and-last frame control, 3x3 grid synthesis, and instruction-based video editing. Outperforming competitors like Jimeng, Wan2.7 offers superior flexibility with support for real-person image inputs, up to five video references, and 1080P high-definition outputs spanning 2 to 15 seconds, making it the premier choice for professional digital storytelling and high-end content marketing.
Nano Banana2 Models
Nano Banana 2 (by Google), is a generative image model that perfectly balances lightning-fast rendering with exceptional visual quality. With an improved price-performance ratio, it achieves breakthrough micro-detail depiction, accurate native text rendering, and complex physical structure reconstruction. It serves as a highly efficient, commercial-grade visual production tool for developers, marketing teams, and content creators.
Hunyuan 3D Generation Models
Hunyuan3D is a state-of-the-art 3D generative foundation model from Tencent that turns text prompts and single images into high-quality, textured 3D meshes. Built on a two-stage pipeline—Hunyuan3D-DiT for shape generation via flow-matching diffusion and Hunyuan3D-Paint for multi-view texture synthesis—it produces clean geometry with full PBR materials ready for game engines, AR/VR, 3D printing, and DCC tools. Available in Pro (up to 1.5M faces, 4K PBR textures) and Rapid (2–3 minute lightweight generation) tiers, with both Text-to-3D and Image-to-3D entry points, Hunyuan3D is the premier AI 3D toolkit for game developers, e-commerce teams, and 3D content studios. Generations start at $0.02 each.
Midjourney Models
Midjourney is a proprietary AI image and video generation platform developed by Midjourney, Inc. (San Francisco). Founded in 2021 by David Holz, it has become the aesthetic gold standard in generative AI — transforming text prompts into cinematic, painterly visuals at native 2K resolution. The latest V8.1 architecture, rebuilt from scratch on GPU-native PyTorch, delivers 4–5× faster generation, true 2048×2048 output without upscaling artifacts, and a signature visual style that remains unmatched by competitors. With the addition of Video V1, Midjourney extends its aesthetic into motion — animating still images into atmospheric 5-second cinematic clips. From brand campaigns to film pre-visualization to game concept art, Midjourney is the premier AI creative tool for professionals who demand both speed and artistry.
