AI-Must — AI Hardware & Electronics Design
AI-Powered Hardware Studio

We build the hardware behind AI.

Custom AI devices, embedded systems & electronics design. From concept to silicon — and a curated store of AI-grade hardware, ready to ship.

Edge AI
NeuralEdge-X1
8 TOPS inference module, ultra-low power
$249 per unit
Custom Design
Custom AI Device
We design it to your exact specification
Custom request a quote
FPGA
TensorLink Kit
Artix-7 FPGA, ML-ready, dev board
$399 per unit
Trusted by teams at
AI Startups Research Labs Enterprise R&D Hardware Founders Makers & Hobbyists
50+
AI devices delivered
12+
Products in store
Faster than in-house
100%
AI-native workflow

What we do
Design services
for AI hardware.

We cover the full stack — from chip selection and PCB layout to firmware and production support.

01 / DESIGN
Custom PCB & ASIC Design

End-to-end circuit board and chip design optimised for your AI workload. From schematic to Gerber files ready for manufacturing. We design for inference, training, edge, and data-centre use cases.

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02 / ACCELERATE
FPGA Acceleration

Low-latency FPGA solutions for edge AI deployments. Fully programmable, field-upgradeable, and deeply integrated with your model pipeline. Xilinx, Intel, Lattice.

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03 / EMBED
Embedded AI Systems

Compact, power-efficient embedded hardware for real-time AI at the edge. We handle hardware design, firmware development, and production-ready module integration.

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04 / ADVISE
Hardware Consulting

Architecture review, component selection, and technical roadmapping for your AI hardware stack. Whether you're starting or scaling — we guide you through every decision.

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Hardware store
AI-grade devices,
ready to order.

Curated hardware for serious AI workloads. Don't see what you need? We'll build it custom for you.

NEW
Inference Module
NeuralEdge-X1 Board

RISC-V AI inference SoC. 8 TOPS, ultra-low power for edge deployments. Ideal for vision, NLP, and sensor fusion tasks.

8 TOPS RISC-V 2W TDP Edge AI
POPULAR
FPGA Dev Kit
TensorLink FPGA Kit

Xilinx Artix-7 development kit built for ML acceleration and rapid prototyping. Includes pre-built inference IP cores.

Artix-7 Xilinx 200MHz Inference IP
NEW
Compute Node
AIM-Compute Node

Rack-mounted AI cluster node with 4× GPU slots, NVLink fabric for distributed model training and inference at scale.

4× GPU NVLink 1U Rack Training
CUSTOM
Vision AI
EdgeVision-M Module

Compact computer vision AI module with onboard NPU. Real-time object detection, classification, and tracking at the edge.

NPU CV / Vision 30fps USB-C
IoT AI Gateway
AIM-Gateway Pro

Industrial AI gateway with dual-core processor, 4G/5G connectivity, and on-device ML for predictive maintenance and monitoring.

5G Dual-Core Industrial OTA
CUSTOM
Custom Wearable AI
WearAI Dev Platform

Wearable AI development platform. Ultra-low power, motion sensors, BLE 5.0, on-device ML for health, fitness, and industrial wearables.

BLE 5.0 IMU On-device ML mAh battery

Don't see what you need? We'll build it.

Tell us your AI use case — compute requirements, power budget, form factor — and we design a custom hardware solution from scratch. IP fully yours.

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How it works
From idea to
working device.

A clear four-step process — designed to move fast without cutting corners.

01
Discovery Call

We audit your AI workload — compute needs, memory, latency, power budget, and target environment.

02
Architecture

We design the hardware architecture — chip selection, PCB stack-up, thermal design, and firmware plan.

03
Prototype

Working prototype delivered in weeks. You test it with your actual models and real-world data.

04
Production

DFM-optimised files, full BOM, and firmware — ready to scale from 10 units to 10,000+.


Why AI-Must
Built different,
for AI.

We're not a generic electronics firm. Every decision we make is shaped by the real demands of production AI systems.

AI-native workflow

Every topology, memory bus, and power rail decision is shaped by the compute and bandwidth demands of your specific AI model — not generic best practice.

🚀

Fast from day one

From schematic to prototype in weeks. We run hardware iterations in parallel with your software sprints — no waiting for hardware to catch up.

Production-ready design

DFM-optimised from the first commit. Designed to scale from 10 prototype units to 10,000 production boards without redesign.

Full-stack ownership

Hardware, firmware, and integration support under one roof. One team owns your entire stack — no finger-pointing between vendors.

Your IP, always

Full intellectual property transfer on every custom design. Your schematics, your firmware, your files. No lock-in, ever.

Startup to enterprise

Whether you need one prototype or a complete hardware supply chain, our process and pricing scales with your stage and ambition.


Ready to build your AI hardware?

Whether you want to order a product, commission a custom design, or just want to talk through an idea — we respond within 24 hours.

No commitment. Just a conversation.  ·  hello@ai-must.com