Software-Hardware Integrated AI Solution For Smart Manufacturing
Visual inspection has become the “eyes” of the modern smart factory.
Yet in many production lines, these eyes still face several major bottlenecks:
- Insufficient edge computing power, causing inspection processes to slow down
- Limited traditional software capabilities, making it difficult to meet accuracy requirements
- AI models relying on cloud transmission, which may create data security risks
- Weak adaptability across production scenarios, leading to higher changeover and maintenance costs
Emdoor Industrial Visual Inspection Solution
Emdoor introduces a one-stop industrial visual inspection solution that integrates rugged AI PCs with professional machine vision software.
Built on rugged AI PCs and powered by mature machine vision software, the solution combines hardware and software into a ready-to-deploy system.
It accelerates industrial visual inspection with AI and helps manufacturers build smarter, more efficient production lines.

Rugged AI PC
The Core Engine Of Industrial Visual Inspection
Designed for industrial environments, Emdoor rugged AI PCs meet the key requirements of AI-powered visual inspection:
- Powerful AI performance for high-precision inspection tasks
- Support for external GPU expansion to deliver stronger computing power
- Local AI model deployment to help protect enterprise data security
- Rich I/O interfaces for industrial cameras and peripheral devices
- Stable long-duration operation in complex factory environments
- Strong compatibility with mature machine vision inspection software
Machine Vision Inspection Software
A Visual Platform For Rapid Deployment
The machine vision inspection software provides a visualized platform that helps production teams build, train, and deploy inspection workflows with greater speed and lower technical barriers.
01. Sample Processing And Annotation
- Built-in image preprocessing helps ensure sample quality and completeness
- Multiple brush and annotation tools support fast defect labeling
02. Model Training
- Supports low-sample training, requiring only 30–50 images
- For single-defect inspection scenarios, feature learning can be completed in as fast as 1 hour
- The training process can run automatically without manual intervention
03. Inference Inspection
- High-performance computing enables second-level recognition
- Inspection accuracy reaches ≥99.5%, and can reach up to 99.9% in typical scenarios
Helps reduce the low efficiency and high misjudgment rate of manual inspection

What Benefits Does The Solution Bring?
Compared with traditional visual inspection methods, the Emdoor solution delivers stronger deployment speed, higher inspection accuracy, and better production adaptability.
One-Stop Industrial AI Quality Inspection
The solution supports rapid deployment of:
- AI industrial terminals
- AI vision models
- Industrial cameras
- GPU acceleration and related drivers
No code is required.
No environment setup is required.
No framework configuration is required.
The fastest delivery cycle can be as short as 3 days.
Flexible Production And Easy Changeover
- Modular vision components support multi-model production switching without algorithm redesign
- Shared components can be reused across similar products
- Only differentiated components require additional training
Product changeover can be completed in as little as 30 minutes

Strong System Integration Capability
- Compatible with PLC, MES, and other industrial systems
- Supports direct OK/NG signal output to the production line
Enables automated sorting and quality traceability

Engineer-Friendly Operation
Compared with traditional self-developed AI inspection models, the Emdoor solution does not require dedicated AI algorithm engineers.
NPI engineers or PE engineers can complete model training and deployment.
It reduces maintenance costs and makes AI visual inspection easier to operate on the production line.
Application Areas
The machine vision inspection software includes core function modules such as:
- Detection
- Classification
- Localization
- Segmentation
- OCR
- Unsupervised classification
- Unsupervised segmentation
These modules cover around 90% of common industrial inspection scenarios.

Electronics Manufacturing
PCB Inspection
With high-resolution cameras, the system can inspect solder joint defects, trace alignment issues, circuit problems, and other PCB defects.
Assembly Inspection
The system can detect missing parts, misalignment, incorrect assembly, and missed assembly during production.
Automotive Manufacturing
Component Dimensional Measurement
The system helps ensure dimensional accuracy for key components such as gears, bearings, and precision parts.
Surface Defect Inspection
The system can inspect vehicle paint, weld seams, and surface quality to help prevent appearance defects.
Food And Packaging Industry
Label Recognition And OCR
The system can read labels, batch numbers, production codes, and other packaging information to help ensure packaging compliance.
Product Classification
The system can classify products by appearance, shape, category, color, and other visual features.
Emdoor One-Stop Industrial Visual Inspection Solution
Emdoor provides a software-hardware integrated industrial visual inspection solution designed to:
- Eliminate computing power limitations
- Reduce inefficiencies across the inspection workflow
- Shorten deployment cycles
- Improve inspection accuracy
- Increase production efficiency
Built on rugged AI PCs and compatible with professional machine vision inspection software, Emdoor helps drive manufacturing toward a more efficient and intelligent future.









