
Vision AI
AI-Driven Vision System Development
Turn Images Into Action with Embedded Vision AI
AI-powered vision systems are transforming industries — from smart retail analytics to automotive driver monitoring, industrial inspection, and home security. But building high-performance, low-latency vision solutions that run on edge devices requires deep expertise in hardware, AI, and system integration.
At Promwad, we help tech companies and OEMs design AI-driven embedded vision systems — from board design and camera interface integration to AI model compression and deployment.
Our Embedded Vision AI Services
Camera Hardware Integration
- CSI, USB, MIPI, and LVDS camera modules
- ISP pipeline tuning for color, exposure, and denoising
- Multi-camera synchronisation and stereo vision
SoC and NPU-Based Hardware Design
- Board design for AI inference (NXP i.MX, NVIDIA Jetson, MediaTek Genio, Rockchip)
- Low-power architectures for wearables and mobile robotics
- Thermal design for high-frame-rate or multi-sensor applications
AI Model Development and Optimisation
- Object detection, segmentation, classification, pose estimation
- Training with TensorFlow, PyTorch, OpenCV AI Kit
- Quantisation, pruning, and conversion to ONNX, TensorRT, or TFLite
Edge AI Deployment and Runtime
- Real-time AI/ML quality assurance in production (semiconductor, metal, food, packaging industries)
- Non-destructive testing (NDT) equipment and software
- Mapping and surveillance in smart cities and construction sites
- Parking solutions
Vision-Based Application Development
- Driver monitoring and face tracking
- Smart doorbells and people counting
- Industrial defect detection and OCR
When Do You Need AI Vision Engineering Support?

Automotive and Mobility
AI Vision Use Cases: DMS, traffic sign recognition, lane tracking

Smart Home and Security
AI Vision Use Cases: Intrusion detection, package recognition

Industrial and Robotics
AI Vision Use Cases: Assembly inspection, object tracking

Healthcare and Wellness
AI Vision Use Cases: Posture analysis, gesture recognition

Retail and Public Spaces
AI Vision Use Cases: Footfall analytics, queue detection
Our Workflow
- Use Case Scoping – identify vision targets, real-time needs, and compute limits
- Platform Selection – choose the right hardware and camera interface
- Data Collection & Model Training – curate datasets and train custom or open models
- System Integration – align optics, SoC, firmware, and inference pipelines
- Testing & Deployment – benchmark accuracy, optimise for power and thermals, field validation
We bring AI, vision, and embedded expertise into one continuous process.

Why Promwad?
Hardware + AI integration
from custom camera boards to quantised AI deployment
Cross-platform experience
NVIDIA Jetson, NXP eIQ, MediaTek NeuroPilot, RKNN
Optimized performance
low-latency vision in resource-constrained environments
Certified workflows
controlled impedance PCB support for ISO 26262 (automotive) and IEC 62304 (medical)with vetted EMS vendors
Let’s Build Smarter Vision Systems — Together
Promwad delivers custom hardware and software stacks for edge vision systems — with speed, efficiency, and industry-grade quality.
Let’s create your next intelligent camera or vision-enabled product.
Drop us a line about your project! We will contact you today or the next business day. All submitted information will be kept confidential.