Intelligent Vision, End to End

From off-the-shelf AI cameras to fully custom machine vision systems — MVeeWorx delivers the hardware, software, and expertise to make your operations smarter.

MVeeWorx AI Vision System

A compact, configurable edge AI inspection platform built around the NVIDIA Jetson Nano or Raspberry Pi 5 with AI HAT — paired with a user-selectable USB3 camera matched to your specific application. Everything runs on-device: no cloud dependency, no latency penalty, full data privacy.

  • Choice of compute platform — Jetson Nano (472 GFLOPS GPU) for demanding vision tasks, or Raspberry Pi 5 + Hailo-8L AI HAT (13 TOPS) for cost-sensitive deployments
  • User-selectable USB3 camera — resolution (1MP to 12MP+), frame rate, global or rolling shutter, mono or colour, all matched to your inspection requirement
  • On-device AI inference — runs TensorFlow Lite, ONNX, TensorRT, and PyTorch models; optimised for defect detection, classification, measurement, and counting
  • Fully customisable — optics, lighting, housing, inspection logic, and output interfaces configured to your application and environment
  • Flexible connectivity — GigabitEthernet, Wi-Fi; inspection results output via REST API, MQTT, or digital I/O for direct machine/PLC interfacing
  • Web-based live view and configuration — monitor inspection results, adjust parameters, and review flagged images from any browser on your network
  • Low power, compact form factor — 5 to 15 W depending on platform; small enough to integrate directly into existing machines or enclosures

Typical Applications

Surface defect inspection Crack detection Component presence / absence Dimensional measurement Assembly verification Barcode / QR reading Label & marking verification Object counting & sorting
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Vision System Design & Development

Over 25 years of hands-on machine vision experience — from optics and illumination design through to inspection algorithm development, software engineering, and production deployment.

System Architecture & Design

We start by fully understanding your measurement or inspection challenge, then design a system architecture that is practical, cost-effective, and manufacturable — before any hardware is purchased.

  • Customer requirements analysis & feasibility study
  • Optics, lens, and illumination selection & design
  • Camera interface selection — CameraLink, GigE, USB3, CoaXPress
  • Component cost analysis and specification proposal
  • System concept and architecture documentation
  • Product roadmap and development planning

Inspection Algorithm Development

Deep expertise in developing image processing and AI algorithms for real-world manufacturing inspection — including detection of defects that are invisible to the human eye.

  • Surface defect detection (scratches, stains, cracks, voids)
  • Non-visible / sub-surface crack detection
  • Edge, side, and geometry inspection
  • 3D measurement using confocal microscopy and laser triangulation
  • High-speed dimensional measurement and gauging
  • Algorithm characterisation, benchmarking, and validation

Vision Software Development

End-to-end software engineering for machine vision applications — from camera acquisition and real-time image processing to operator interfaces and factory system integration.

  • Camera and frame-grabber interfacing (Windows / embedded)
  • Real-time image acquisition and multi-camera management
  • Operator GUI design and development (C#, C++, Delphi)
  • Configurable vision platform — multi-camera, multi-inspection
  • Result logging, reporting, and statistical process control
  • Integration with handler, sorter, and production line equipment

System Integration, QA & Support

A vision system is only as good as its deployment. We manage the full quality and commissioning process to ensure your system meets specification before it reaches your production floor.

  • System build, integration, and bring-up
  • Quality plan development and execution
  • System characterisation and performance verification
  • New Product Introduction (NPI) process management
  • On-site installation, commissioning, and operator training
  • Ongoing technical support and system optimisation

Systems we have designed & delivered

A selection of production-deployed vision systems built from the ground up — from concept through to customer site.

Solar Wafer Crack Detection

Non-visible micro-crack detection system for solar wafers using specialised illumination and imaging techniques — catches defects invisible under standard lighting.

Solar Wafer Surface Inspection

High-speed surface defect inspection covering the full wafer area — identifies stains, scratches, chipping, and contamination at production throughput rates.

Solar Wafer Geometry & 3D Measurement

Precision geometry measurement and full 3D surface profiling of solar wafers — edge/side inspection, bow, warp, and thickness variation measurement.

Semiconductor Package Inspection

Automated inspection of IC packages — mold quality, lead coplanarity, marking verification — covering SOT, DDPAK, QFN, MLP, and other package types.

3D BGA / CSP Inspection

High-speed 3D wafer bump measurement using confocal microscopy — measuring ball height, coplanarity, and missing balls at throughput speeds demanded by production.

3D Solder Paste Inspection

Laser-based 3D PCB solder paste inspection module — measuring paste volume, height, area, and offset to ensure reliable SMT assembly quality.

Deep expertise where precision matters

Our strongest experience is in high-volume manufacturing where measurement accuracy and system reliability are non-negotiable.

Solar / Photovoltaic

Crack detection, surface defect inspection, edge inspection, and 3D geometry measurement for solar wafer manufacturing lines.

Semiconductor

Package inspection, 3D bump measurement, solder paste inspection, and surface defect detection across a wide range of IC package types.

Electronics Manufacturing

PCB and component inspection — leadless packages, leaded components, tape-and-reel handlers — at the speeds required for high-volume SMT production.

Industrial Automation

Custom machine vision solutions for any automated production environment — from concept design and algorithm development through to full system deployment.

Precision Measurement

High-accuracy 3D measurement systems using confocal microscopy and laser triangulation — for dimensional gauging and surface profiling applications.

Custom Vision Systems

Bring us your inspection or measurement challenge — we will design a purpose-built system around your product, throughput, accuracy, and budget requirements.

Let's build something
remarkable together

Tell us about your application and we'll put together a tailored solution proposal — no obligation.