Transform Your Manufacturing Operations
Our AI vision systems deliver immediate operational improvements across manufacturing processes, enabling faster production speeds, zero-defect quality, and reduced operational costs.
Our solutions provide unmatched accuracy with rapid deployment and comprehensive support from installation through ongoing service.
Overview.ai Product Line
Our Products
NVIDIA-powered edge AI vision systems built for industrial-grade manufacturing inspection.

OV10i
AI Vision SensorAll-in-one smart camera for assembly verification and classification, built to deploy into production 10x faster.

OV20i
AI Vision SensorAll-in-one smart camera for high-accuracy visual inspection, cosmetic checks, counting, assembly verification, measurement, and more. Optimized, agentic workflows make deployment faster and easier than ever.
OV80i
High Performance AI Vision SystemState-of-the-art multi-model AI vision system built to bring the highest-accuracy inspections from NPI to mass production, fast. Supports visual inspection, cosmetic checks, counting, measurement, anomaly detection, assembly verification, and more.
Full Specification Comparison
| Specification | OV10iSmart Camera | OV20iSmart Camera | OV80iVision System |
|---|---|---|---|
| AI Performance | |||
| Capabilities | Classifier | Classifier + Segmenter | Classifier + Segmenter + OCRBest-in-class |
| Defect types | Presence / good–not good / multi-class | Scratch, weld, low contrast, shiny, blob sizes | Micro-cracks, laser welds, coatings, OCR, tiny parts |
| Min. detectable defect (% of FOV) | 0.5% | <0.5% | <0.1% |
| AI architecture | Prop. + ViT | PAN | |
| On-device training time | ~15 min | ~15 min | ~5 min |
| Optics | |||
| Resolution | 1.6 MP (1408 × 1080) | 8.3 MP (3840 × 2160) | |
| Shutter type | Global | Rolling | |
| Sensor size | 1/2.9" | 1/1.8" | |
| Lens | Built-in variable focal length — 6, 8, 12, 16, 25 mm | C-mount (customizable) | |
| Lighting | Integrated LED ring | Customizable | |
| Compute & Storage | |||
| GPU | NVIDIA Jetson Xavier NX — 21 TOPS | NVIDIA Jetson Orin NX — 70 TOPS | |
| Storage | 256 GB SD | 256 GB NVMe SSD | |
| Image capacity | ~300,000 images | ~75,000 images | |
| Software & Interface | |||
| Processing architecture | Edge compute — fully on-device, no cloud dependency | ||
| User interface | Browser-based — no software installation required | ||
| Connectivity | |||
| Industrial protocols | Ethernet/IP · Profinet · OPC UA · Modbus | ||
| Communication | HTTP · HTTPS · TCP/IP · FTP · SFTP · REST API · MQTT · WebSocket · SMS | ||
| Trigger modes | PLC · Hardware · Interval · Alignment · API | ||
| MES / Cloud export | CSV · JSON · XML | ||
All systems ship with edge compute architecture. No cloud connectivity required for inference or training.
Why Overview.ai
5 Factors That Set OV Apart
A direct comparison against traditional machine vision systems
On-device AI Training
Run large AI models and retrain on the camera in minutes — achieving unmatched accuracy and performance on even the most subtle defects
Massive Onboard Storage
100k+ images stored directly on device. Train using JPEG for faster results with weeks of production data.
Browser-Native Interface
Zero installs required. Access every camera instantly through any browser — no license keys or dedicated PC needed.
Haystack Discovery
Find unknown defects. Surface outliers and new defect modes automatically, then retrain with real production data.
Open Automation Platform
Node-RED + Full APIs. Build custom dashboards, trigger actions, and run PLC-level logic directly on the camera.
Competitive Analysis
How We Compare
Overview.ai vs. Cognex and Keyence across the metrics that matter in production
On-Device Compute
21–70 TOPS. No Cloud Required.
Industry-leading on-device AI compute — from Xavier NX to Orin NX — with a UI any operator can master
Trillions of Operations Per Second
On-device AI compute: 21 TOPS (OV10i/OV20i) to 70 TOPS (OV80i)
UI Anyone Can Master
Powerful doesn't have to mean complicated. Get started in minutes, not days.
Architecture
Built for Manufacturing Reality
Enterprise-grade reliability meets factory-floor simplicity
Edge Computing Architecture
All processing happens on-device. No cloud dependencies, no network failures, no data security concerns. Just reliable performance when you need it most.
Zero-IT Deployment
Browser-based interface means no software installations, no IT tickets, no waiting. If you can use a web browser, you can deploy our system.
Universal Connectivity
Flexible I/O and native support for all major industrial protocols. Integrate seamlessly with your existing factory data streams and control systems.
Superior Processing Power
Advanced GPU delivers significantly higher computational capacity than standard smart cameras, handling complex real-time analysis without breaking a sweat.
Deployment
From Box to Production in Hours
No IT team, no integrator, no delays — designed for the factory floor
Unbox & Mount
Mount the camera at your inspection point. Plug in power and Ethernet — no special tools required.
Train Your Model
Label 5–20 images of good and defective parts directly in your browser. No ML expertise needed.
Connect to Systems
Map I/O signals and configure protocol integration with your PLC, MES, or SCADA system.
Start Production
Real-time defect detection is live. Your line is now protected by production-grade AI vision.
Comes With Every System
The Software Stack That Ships With Your Camera
The complete AI visual inspection software suite included with every camera. Automated defect detection, machine vision model training, and zero-code PLC, MES, and SCADA integration out of the box. Deploy production-ready quality control 10x faster than traditional machine vision systems.

Data Intelligence
Search and audit every captured image in seconds, directly from your browser.

AI Model Training
Generate thousands of labeled training images from a handful of real parts. Production-ready automated defect detection in under an hour.

Zero-Code Integration
Connect to any PLC, MES, or SCADA system in hours. No programming, no consultants, no delays.
Customer Success
Service That Sets Us Apart
On-site deployment, operator training, and ongoing model support — from first install to continuous improvement

Our team doesn't ship you a box and walk away. We deploy on-site, train your operators, and stay engaged through go-live — and beyond.
From initial integration to ongoing model optimization, we work directly with your engineering and quality teams to ensure seamless adoption and measurable results.
Your success is our benchmark.
Compliance & Certifications
Certified for the Industries You Serve
Automotive · Aerospace · Medical Device · Industrial

IATF 16949
Automotive QMS

AS9100
Aerospace Quality

ISO 13485
Medical Device QMS

IP55
Ingress Protection

IEC 62443
Industrial Cybersecurity

CE / FCC / UL
Global Safety
Get Started
Ready to Deploy?
See how fast modern AI vision integrates into your production line.
Contact Our Team