Unlock Faster, Scalable AI Inference with Optimized Performance and Flexibility
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
- Scale to CPUs & GPUs
- High throughput on batch workloads
- OpenAI compatible endpoint
- Offline batch processing at scale
- Python integration
AI Inference Examples
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
MAX for AI Agents
Enhance decision-making, drive automation, and optimize enterprise operations for efficiency.
- Out-of-the-box performance
- Function calling
- Python Integration
MAX for RAG & CAG
Enhance decision-making, drive automation, and optimize enterprise operations for efficiency.
- High performance serving
- Long context windows
- Use any open source model
MAX for Research
Enhance decision-making, drive automation, and optimize enterprise operations for efficiency.
- Write your own compute graph
- Write custom ops
- Control host & device compute orchestration
FREE for everyone
Paid support for scaled enterprise deployments
MAX Self Managed
FREE FOREVERMAX 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 Enterprise
PAY AS YOU GOSupport the largest deployments needed by your enterprise
SLA support with guaranteed response time.
Dedicated Slack channel and account manager.
Access to the world’s best AI engineering team.
What developers are saying about MAX
“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.”
Eprahim
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
“The Community is incredible and so supportive. It’s awesome to be part of.”
benny.n
“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.”
Eprahim
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
“The Community is incredible and so supportive. It’s awesome to be part of.”
benny.n
“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.”
Eprahim
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
“The Community is incredible and so supportive. It’s awesome to be part of.”
benny.n
“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.”
Eprahim
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
“The Community is incredible and so supportive. It’s awesome to be part of.”
benny.n
“I am focusing my time to help advance @Modular. I may be starting from scratch but I feel it’s what I need to do to contribute to #AI for the next generation.”
mytechnotalent
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
strangemonad
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
“I am focusing my time to help advance @Modular. I may be starting from scratch but I feel it’s what I need to do to contribute to #AI for the next generation.”
mytechnotalent
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
strangemonad
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
“I am focusing my time to help advance @Modular. I may be starting from scratch but I feel it’s what I need to do to contribute to #AI for the next generation.”
mytechnotalent
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
strangemonad
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
“I am focusing my time to help advance @Modular. I may be starting from scratch but I feel it’s what I need to do to contribute to #AI for the next generation.”
mytechnotalent
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
strangemonad
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
Start building with MAX
Easy ways to get started
Get started guide
With just a few commands, you can install MAX as a conda package and deploy a GenAI model on a local endpoint.
400+ open source models
Follow step by step recipes to build Agents, chatbots, and more with MAX.
Browse Examples
Follow step by step recipes to build Agents, chatbots, and more with MAX.