Infinite scale made easy for the largest AI workloads

MAX simplifies the entire AI agent workflow, ensuring your solutions are built quickly, run efficiently, and scale effortlessly across any environment.

  • Performance out-of-the-box
  • Long context windows
  • Bring your own model
  • Build your own embeddings
  • configurable KVCache

RAG & CAG Examples

Generate embeddings

Generate Embeddings with MAX Serve, using an OpenAI-compatible API.

Deploy a text embedding model

Run and interact with an embeddings endpoint using MAX Serve.

Use Open WebUI

Use Open WebUI with MAX Serve for RAG and Web Search.

Instant Performance

  • Out-of-the-box performance:  Hundreds of GenAI models, optimized by MAX, with no further code changes needed for blazing fast inference.  Browse models

  • Optimize performance further:  Get fastest realtime inference ever with Mojo for maximum efficiency and scalability on any hardware.

  • Cost-to-Performance Ratio:  MAX's speed will bring your overall AI budget down. Read our paper for how much you save at scale.

Hardware Portability

  • Local to Cloud:  Develop and test your models on your laptop, then deploy effortlessly to NVIDIA GPUs in the cloud—no code changes needed.

  • No Vendor Lock-in:  Use the best hardware for your AI needs without proprietary software constraints.

  • Optimize any GPU:  Achieve maximum performance and efficiency across different GPU hardware, regardless of vendor.

Seamless Deployment

  • Effortless Cloud Deployment:  Scale across cloud providers with ready-to-use Docker containers and Kubernetes-native orchestration.

  • OpenAI-compatible endpoint: Seamlessly integrate with existing AI workflows and applications.

  • Hardware Optionality:  Run AI models on any hardware, giving you complete deployment flexibility.

Build from the ground up

  • Minimal Dependencies:  MAX runs with just NVIDIA and AMD GPU drivers, freeing you from proprietary software constraints.

  • Lightweight & Optimized Deployment:  Minimize deployment binaries, ensuring faster builds, seamless scaling, and improved performance.

  • Vertically Integrated:  MAX unifies AI tooling into a single stack, reducing dependencies and streamlining your workflow.

Core APIs

  • Graph-Based Execution:  Transform AI models into optimized computational graphs, unlocking faster execution, reduced latency, and peak efficiency across hardware.

  • Unified Programming Model:  Write high-performance AI code in an intuitive Pythonic environment, with Mojo’s low-level power when you need it—no switching between languages.

  • Effortless Host-Device Compute:  MAX’s heterogeneous compute support ensures smooth coordination between CPUs, GPUs, and accelerators—maximizing performance without hardware constraints.

  • Multi-GPU Scaling:  Distribute workloads across multiple GPUs, ensuring high efficiency, minimal bottlenecks, and lightning-fast AI inference and training.

Mojo: Fast, portable code

  • Pythonic:  An innovative, high-performance pythonic language designed for writing systems-level code for AI workloads.

  • Incredible tooling:  Utilize a incredible range of tools including a LLDB debugger, Cursor Integration and a full package manager.

  • Low-level control:  With an ownership memory model that gives developers complete and safe control of memory lifetime, along with compile time parameterization and generalized types.

Accelerator Programming

  • Hand-Tune Performance:  Write custom workload-specific optimizations, eliminating inefficiencies and maximizing hardware performance.

  • Hardware-Specific Tuning:  Customize operations to take full advantage of different AI accelerators (GPUs, TPUs, custom ASICs) for optimized execution.

  • Future Proof AI Development:  Ensure that you can adapt and optimize your AI models without being locked into a specific ecosystem.

Build even more solutions with MAX

AI Agents

Scale AI Agents seamlessly with enterprise-grade speed, reliability, and efficiency.

Chatbots

Automate conversations and enhance user engagement and satisfaction

Research

Optimize your model's performance, write custom ops, or build your own model.

FREE for everyone

Paid support for scaled enterprise deployments

  • MAX is available FREE for everyone to self manage

    • Incredible performance for LLMs, PyTorch, and ONNX models
    • Deploy MAX yourself on-prem or on any cloud provider
    • Community support through Discord and Github
  • MAX is available FREE for everyone to self manage

    • SLA support with guaranteed response time.
    • Dedicated Slack channel and account manager.
    • Access to the world’s best AI engineering team.

Developer Approved

12x faster without even trying

svpino

“Mojo destroys Python in speed. 12x faster without even trying. The future is bright!”

potential to take over

svpino

“A few weeks ago, I started learning Mojo 🔥 and MAX. Mojo has the potential to take over AI development. It's Python++. Simple to learn, and extremely fast.”

performance is insane

drdude81

“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”

huge increase in performance

Aydyn

"C is known for being as fast as assembly, but when we implemented the same logic on Mojo and used some of the out-of-the-box features, it showed a huge increase in performance... It was amazing."

pure iteration power

Jayesh

"This is about unlocking freedom for devs like me, no more vendor traps or rewrites, just pure iteration power. As someone working on challenging ML problems, this is a big thing."

was a breeze!

NL

“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”

impressed

justin_76273

“The more I benchmark, the more impressed I am with the MAX Engine.”

impressive speed

Adalseno

"It worked like a charm, with impressive speed. Now my version is about twice as fast as Julia's (7 ms vs. 12 ms for a 10 million vector; 7 ms on the playground. I guess on my computer, it might be even faster). Amazing."

feeling of superpowers

Aydyn

"Mojo gives me the feeling of superpowers. I did not expect it to outperform a well-known solution like llama.cpp."

completely different ballgame

scrumtuous

“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”

works across the stack

scrumtuous

“Mojo can replace the C programs too. It works across the stack. It’s not glue code. It’s the whole ecosystem.”

Community is incredible

benny.n

“The Community is incredible and so supportive. It’s awesome to be part of.”

surest bet for longterm

pagilgukey

“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”

high performance code

jeremyphoward

"Mojo is Python++. It will be, when complete, a strict superset of the Python language. But it also has additional functionality so we can write high performance code that takes advantage of modern accelerators."

amazing achievements

Eprahim

“I'm excited, you're excited, everyone is excited to see what's new in Mojo and MAX and the amazing achievements of the team at Modular.”

The future is bright!

mytechnotalent

Mojo destroys Python in speed. 12x faster without even trying. The future is bright!

easy to optimize

dorjeduck

“It’s fast which is awesome. And it’s easy. It’s not CUDA programming...easy to optimize.”

very excited

strangemonad

“I'm very excited to see this coming together and what it represents, not just for MAX, but my hope for what it could also mean for the broader ecosystem that mojo could interact with.”

actually flies on the GPU

Sanika

"after wrestling with CUDA drivers for years, it felt surprisingly… smooth. No, really: for once I wasn’t battling obscure libstdc++ errors at midnight or re-compiling kernels to coax out speed. Instead, I got a peek at writing almost-Pythonic code that compiles down to something that actually flies on the GPU."

one language all the way through

fnands

“Tired of the two language problem. I have one foot in the ML world and one foot in the geospatial world, and both struggle with the 'two-language' problem. Having Mojo - as one language all the way through is be awesome.”

Build the future of AI with Modular

View Editions
  • Get started guide

    Install MAX with a few commands and deploy a GenAI model locally.

    Read Guide
  • Browse open models

    500+ models, many optimized for lightning-fast performance

    Browse models