Automation Inspection Systems For Smarter Quality Control & Traceability
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The Gen 2 AI-Powered Inspection System
Our combination of AI-powered software and hardware solutions streamline quality control for a new standard in inspection.
With faster-learning Al models, modular hardware, and a new proprietary control system, Musashi AI’s Gen 2 AI-powered inspection system enables quicker deployment, lower hardware costs, and seamless scalability.
Our Software
Built on Musashi AI’s ACTIVE i® deep learning architecture, the Cendiant® ecosystem brings inspection, monitoring, and quality intelligence together in one connected platform.
Cendiant® Inspect manages real-time analysis and process validation directly on the line, while Cendiant® Quality Insights transforms inspection data into clear, actionable dashboards and reports.
We offer two different product types to give you a smarter approach to inspection, and superior results.
Cendiant® Inspect
One Platform. Complete Visibility & Control.
Whether retrofitted into existing lines or delivered as new
equipment, Cendiant® is a turnkey solution for manufacturers
looking for the precision, speed, and visibility needed to
develop proactive, data-driven quality control strategies.
- Detects defects, missing features, misassemblies, and more
- Allows for local data storage or cloud connection
- Prevents quality escapes with high-performing Al detection
Cendiant® Quality Insights
Secure Inspection Data at Your Fingertips.
- Cloud-hosted dashboard for part history and defect trends
- Real-time production monitoring alerts & custom notifications
- Secure access from any device with encrypted exportable data
Key System Advantages
Part Traceability
24/7 Engineer in the Loop Support
Data Safety & Security
Near-Zero Quality Escapes
Lower Cost of Quality
Active i® Deep Learning
Algorithm Pipeline
Musashi AI’s Active i® architecture uses a two-stage deep learning pipeline designed specifically for real-world manufacturing inspection.
Stage 1: Anomaly Detection
Identify defects even when data is limited.
The anomaly detection model learns what a normal, defect-free part looks like and flags deviations automatically. This allows manufacturers to deploy inspection systems quickly without needing large datasets of defective samples.
Training Data Required
20-30 Defect Free Part Samples
Defect Detection
Yes
Defect Classification
No
Gauging or Measurements
No
Trained with defect-free parts
Heatmap of Anomalies
Stage 2: Instance Segmentation
Classify and measure defects with precision.
Once defect samples become available, the instance segmentation model identifies specific defect types and analyzes their characteristics. Over time the model improves as more production data is captured.
Training Data Required
50-100 Defective Samples per Defect Class
Defect Detection
Yes
Defect Classification
Yes
Gauging or Measurements
Yes
Trained with defective parts
Classified defects
Want to learn more about our software solutions?
Reach out to our team to share your current parts, process, and inspection goals, and we can show you what our software solutions can do to enhance your inspection processes.
Our Hardware
Musashi AI offers custom builds and flexible integration. With our AI-powered hardware, you can fully automate your inspection processes with inline, end-of-line or offline inspection equipment.
Standard Unit
Designed and assembled by Musashi Al, this is the minimum package of assembled motion and optical components to perform visual inspections. Is capable of inspecting a range of part types in the same part family.
Configurable Camera & Lighting
This integrated light-and-camera assembly is configured for end-face inspection of automotive camshafts.
Camera and lighting configurations can be customized to match the specific part geometry, inspection area, and defect type.
360° Part Coverage
Integrated motors hold and rotate the part during inspection, allowing the cameras to capture every required surface where a defect could occur.
Smaller, Simpler
Control Architecture
The redesigned Gen 2 control board reduces control hardware costs by over 85% while significantly shrinking the system footprint. Fewer components mean faster setup, fewer failure points, and simpler troubleshooting and maintenance.
Multi-Camera Inspection
Multiple cameras capture several views in a single pass, reducing cycle time while providing richer image data to the Active i® architecture.
The modular inspection heads require less assembly and preventative maintenance, with an optional chatter detection module available when the application requires it.
AI Processing at the Edge
Active i® algorithms run on edge-deployed NVIDIA Blackwell GPUs, enabling inference directly at the machine and at line speed, with or without a cloud connection.
Need help choosing the best hardware option for your project?
Our experts will assess your parts, processes, and site to help you decide which of our hardware options will give you the inspection solutions you need.
Why manufacturers
are choosing automated inspection systems
Automation is a high priority for most businesses right now, and for manufacturers, it shows massive potential to turn inspection into a growth driver.
Visualize data in real-time
Detect surface defects reliably