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AI Inference,

Reimagined.

From real-time edge AI to tomorrow’s most demanding workloads.

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AI is changing what products can do. We’re changing what it takes to run it.

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.

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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.

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Modules

Flexible M.2, PCIe and USB form factors make MemryX easy to integrate into new and existing platforms.

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Systems

Production-ready edge and server platforms combine MemryX acceleration with the compute, connectivity, and system architecture needed for real deployments.

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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

Hardware partners

Software partners

Distributors — where to buy

Ready to Build?

Talk to our team, or start today in the Developer Hub — the full toolchain is a free, ungated download.