Scaling GenAI is frustrating. Mammoth is here to fix it.
Kubernetes-native cloud infrastructure that allows you to deploy, scale and manage your GenAI applications with state of the art performance
Why Mammoth stands out
Any cloud, any model
Mammoth can run on any cloud or on-prem in a Kubernetes native environment. We currently support 500+ models, and if you don’t see your model, let us know, and we’ll optimize it right away.
Model repoHardware portability
Modular is the only platform built from the ground up for the future of Generative AI portability. Today we deploy seamlessly to NVIDIA, AMD, GPUs or CPUs. Whatever hardware is available in your cloud or cluster, Mammoth can support it.
Disaggregated inference
By separating the LLM’s inference phases and providing each phase with dedicated resources, we have improved performance and scalability. If reducing latency is your goal, we’ve got you covered.
Read the details
Smart routing at scale
Mammoth consists of a lightweight control plane, intelligent router, and disaggregated serving backends, working together to efficiently deploy and run models across diverse hardware environments.
Components of Mammoth
Mammoth orchestrator
Rather than simply forwarding requests to the next available worker, the orchestrator uses configurable routing strategies to intelligently direct traffic.
Intelligent control plane
Mammoth's control plane continuously analyzes cluster state, hardware capacity, and requirements to make optimal model placement decisions. Automatically orchestrate multiple models across diverse hardware with efficient resource allocation and performance optimization.
Performance optimization at every level
Through disaggregated inference, we have done the work to separate the model’s inference phases and optimized performance at every step.
Ready to try the next big thing?
Mammoth is in early access. Let start by discussing your architecture, cost constraints, and SLA needs. We can’t wait to wow you with a detailed demo and create some custom benchmarks based on your workloads.
Scales for enterprises
Dedicated enterprise support
We are a team of the world's best AI infrastructure leaders who are reinventing and rebuilding accelerated compute for everyone.
Infinitely scalable to reduce your TCO
Optimize costs and performance with multi-node inference at massive scale across cloud or on-prem environments.
Enterprise grade SLA
Our performance is backed with an enterprise grade SLA, ensuring reliability, accountability, and peace of mind.
Developer Approved 👍
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
"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."
jeremyphoward
“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 would be awesome.”
fnands
“Mojo can replace the C programs too. It works across the stack. It’s not glue code. It’s the whole ecosystem.”
scrumtuous
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
"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."
jeremyphoward
“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 would be awesome.”
fnands
“Mojo can replace the C programs too. It works across the stack. It’s not glue code. It’s the whole ecosystem.”
scrumtuous
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
"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."
jeremyphoward
“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 would be awesome.”
fnands
“Mojo can replace the C programs too. It works across the stack. It’s not glue code. It’s the whole ecosystem.”
scrumtuous
“Max installation on Mac M2 and running llama3 in (q6_k and q4_k) was a breeze! Thank you Modular team!”
NL
"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."
jeremyphoward
“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 would be awesome.”
fnands
“Mojo can replace the C programs too. It works across the stack. It’s not glue code. It’s the whole ecosystem.”
scrumtuous
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“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
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
svpino
“Mojo destroys Python in speed. 12x faster without even trying. The future is bright!”
svpino
“It’s fast which is awesome. And it’s easy. It’s not CUDA programming...easy to optimize.”
dorjeduck
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“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
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
svpino
“Mojo destroys Python in speed. 12x faster without even trying. The future is bright!”
svpino
“It’s fast which is awesome. And it’s easy. It’s not CUDA programming...easy to optimize.”
dorjeduck
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“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
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
svpino
“Mojo destroys Python in speed. 12x faster without even trying. The future is bright!”
svpino
“It’s fast which is awesome. And it’s easy. It’s not CUDA programming...easy to optimize.”
dorjeduck
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
“What @modular is doing with Mojo and the MaxPlatform is a completely different ballgame.”
scrumtuous
“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
“Mojo and the MAX Graph API are the surest bet for longterm multi-arch future-substrate NN compilation”
pagilgukey
“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.”
svpino
“Mojo destroys Python in speed. 12x faster without even trying. The future is bright!”
svpino
“It’s fast which is awesome. And it’s easy. It’s not CUDA programming...easy to optimize.”
dorjeduck
“I tried MAX builds last night, impressive indeed. I couldn't believe what I was seeing... performance is insane.”
drdude81
"Mojo gives me the feeling of superpowers. I did not expect it to outperform a well-known solution like llama.cpp."
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."
Aydyn
“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
“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
"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."
Adalseno
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
"Mojo gives me the feeling of superpowers. I did not expect it to outperform a well-known solution like llama.cpp."
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."
Aydyn
“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
“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
"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."
Adalseno
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
"Mojo gives me the feeling of superpowers. I did not expect it to outperform a well-known solution like llama.cpp."
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."
Aydyn
“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
“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
"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."
Adalseno
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
"Mojo gives me the feeling of superpowers. I did not expect it to outperform a well-known solution like llama.cpp."
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."
Aydyn
“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
“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
"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."
Adalseno
“The more I benchmark, the more impressed I am with the MAX Engine.”
justin_76273
Start building with Modular
Quick start resources
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.
Browse open source models
500+ supported models, most of which have been optimized for lightning fast speed on the Modular platform.
Find examples
Follow step by step recipes to build Agents, chatbots, and more with MAX.