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

We provide full-cycle design, optimisation, and deployment of vision systems:
 

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?

Our engineers tailor pipelines and neural network architectures to your real-world constraints — including latency, thermal budget, and privacy requirements.
 
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Automotive and Mobility

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

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Smart Home and Security

AI Vision Use Cases: Intrusion detection, package recognition

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Industrial and Robotics

AI Vision Use Cases: Assembly inspection, object tracking

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Healthcare and Wellness

AI Vision Use Cases: Posture analysis, gesture recognition

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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.

ai vision services

Why Promwad?

We help you turn raw sensor data into fast, actionable intelligence — ready for mass production.
 

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

From automotive DMS and security cameras to smart factory inspection, vision AI is the next leap for embedded systems.
 

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.