EDGE AI · DATA CENTER
From real-time edge AI to tomorrow’s most demanding workloads.
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MemryX is built around the demands of AI inference, delivering efficient, scalable acceleration across a wide range of systems. From real-time edge AI to high-performance compute, we enable greater AI capability as models, applications, and deployment needs evolve.
Markets
Architected for Real Artificial Intelligence
From factories and transportation networks to cameras and intelligent devices, MemryX powers the applications moving industries forward and the intelligent systems people depend on every day.
Explore Markets →Industrial & Robotics
Smarter machines. Faster decisions.
Real-time vision and AI for manufacturing, automation, inspection, and intelligent robotics.
Video Management Systems
See more. Scale further.
Turn live video into actionable intelligence across cameras, locations, and applications.
Transportation
Intelligence in motion.
Power real-time perception and analytics across traffic systems, infrastructure, roadside platforms, and mobility applications.
Smart Devices
Add intelligence inside the product.
Bring powerful AI experiences to embedded and connected devices without relying on heavyweight compute infrastructure.
Products
A path for every deployment.
From custom chip-level integration to complete systems and managed services, MemryX provides the flexibility to meet you wherever your product journey begins and scale with you as it evolves.
Silicon
A growing family of AI accelerator silicon built on the same architectural foundation.
Explore →Modules
Flexible M.2, PCIe and USB form factors make MemryX easy to integrate into new and existing platforms.
Explore →Systems
Production-ready edge and server platforms combine MemryX acceleration with the compute, connectivity, and system architecture needed for real deployments.
Explore →Why MemryX
Purpose-Built for the Demands of AI Inference
Traditional compute architectures were never designed around the continuous, highly parallel nature of modern AI inference. MemryX was.
Our dataflow architecture keeps computation moving efficiently, reduces unnecessary data movement, and makes powerful AI practical across a wide range of systems.
Less Data Movement
Do More With Less Movement
Keep data close to where computation happens, reducing one of the biggest sources of inefficiency in conventional AI processing.
More Useful Compute
Built for Continuous AI
Data flows through the architecture as it becomes ready, enabling highly parallel, pipelined inference without depending on a traditional sequential execution model.
Less Development Friction
Your Models Stay Your Models
Bring trained models to MemryX without redesigning them around the hardware or sacrificing the development workflow you already know.
Built to Scale
One Architecture, Built to Scale
From embedded products to high-density systems, the same architectural foundation scales with the intelligence your application demands.
How it works
Keep What Works.
Accelerate What Matters.
MemryX fits into the AI stack you already use, handling the acceleration layer without forcing you to rebuild the rest of your system.
01 — WHAT YOU KEEP
Your models.
Your frameworks.
Your application.
Continue using the trained models, development environments, and application logic your team already knows.
02 — WHAT MEMRYX DOES
Compile.
Accelerate.
Deploy.
The MemryX toolchain maps your models to the accelerator and handles inference through a consistent software and runtime layer.
03 — WHAT YOU GAIN
More AI capability.
Less disruption.
Same Workflow.
Deploy efficient, scalable inference across MemryX-powered platforms while keeping the surrounding system and development workflow familiar.
Technology roadmap
Scaling Intelligence, Generation by Generation
Built to keep advancing — scaling from millions to billions of parameters as AI evolves.
MX3
In production
Production-proven AI accelerator
MX3+
In Design
Larger CNNs, transformers, hybrid architectures, SLMs, and sophisticated AI pipelines.
MX4
Planned
Advanced vision, multimodal, generative AI, and LLM.
From edge to data center
◄ Physical AI — millions of parameters
Generative AI — billions of parameters ►
Leadership
Built on Deep Industry Expertise
Founded in Ann Arbor in 2019. Built by industry veterans and innovators from NVIDIA, onsemi, IBM, and the University of Michigan.
Ross Jatou
President & CEO
Former VP of Engineering at Nvidia; SVP/GM at Onsemi.
Dr. Wei Lu
Co-Founder & CTO
Memory and neuromorphic pioneer, University of Michigan; IEEE Fellow.
Dr. Mohammed Zidan
VP, Architecture
Led MemryX NPU HW/SW co-design; 17 granted US patents.
Joe Faris
VP, Sales & Marketing
20+ years in semiconductor and vision-systems leadership.
Ecosystem
A Broad Partner Network
Ready to Build?
Talk to our team, or start today in the Developer Hub — the full toolchain is a free, ungated download.














































