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 Industrial Vision System

OV10i

AI Vision Sensor

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

Compute
21 TOPS
Resolution
1.6 MP
GPU
NVIDIA Xavier NX
OV20i Industrial Vision System

OV20i

AI Vision Sensor

All-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.

Compute
21 TOPS
Resolution
1.6 MP
GPU
NVIDIA Xavier NX
FlagshipOV80i Industrial Vision System

OV80i

High Performance AI Vision System

State-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.

Compute
70 TOPS
Resolution
8.3 MP
GPU
NVIDIA Orin NX
SpecialtyOVX Industrial Vision System

OVX

Inspection Platform

A customizable AI vision box for the inspections standard cameras cannot reach. Connect the camera your application demands, from high-resolution and thermal to line-scan, then run the same on-device AI and software stack.

Camera
Any
Resolution
Up to 65 MP
Compute
NVIDIA RTX

Full Specification Comparison

SpecificationOV10iOV20iOV80iOVXSpecialty
AI Performance
CapabilitiesClassifierClassifier + SegmenterClassifier + Segmenter + OCRBest-in-classClassifier + Segmenter + OCR
Defect typesPresence / good–not good / multi-classScratch, weld, low contrast, shiny, blob sizesMicro-cracks, laser welds, coatings, OCR, tiny partsMatched to the chosen camera and application
Min. detectable defect (% of FOV)0.5%<0.5%<0.1%Camera dependent
AI architectureProp. + ViTPANPANPAN
On-device training time~15 min~15 min~5 min~5 min
Optics
Resolution1.6 MP (1408 × 1080)1.6 MP (1408 × 1080)8.3 MP (3840 × 2160)Up to 65 MP (camera dependent)
Shutter typeGlobalGlobalRollingCamera dependent
Sensor size1/2.9"1/2.9"1/1.8"Camera dependent
LensBuilt-in variable focal length - 6, 8, 12, 16, 25 mmBuilt-in variable focal length - 6, 8, 12, 16, 25 mmC-mount (customizable)Application-matched, incl. line-scan and thermal
LightingIntegrated LED ringIntegrated LED ringCustomizableCustomizable
Compute & Storage
GPUNVIDIA Jetson Xavier NX - 21 TOPSNVIDIA Jetson Xavier NX - 21 TOPSNVIDIA Jetson Orin NX - 70 TOPSNVIDIA RTX - 150+ TOPS
Storage256 GB SD256 GB SD256 GB NVMe SSDNVMe SSD
Image capacity~300,000 images~300,000 images~75,000 imagesConfigurable
Software & Interface
Processing architectureEdge compute - fully on-device, no cloud dependency
User interfaceBrowser-based - no software installation required
Connectivity
Industrial protocolsEthernet/IP · Profinet · OPC UA · Modbus
CommunicationHTTP · HTTPS · TCP/IP · FTP · SFTP · REST API · MQTT · WebSocket · SMS
Trigger modesPLC · Hardware · Interval · Alignment · API
MES / Cloud exportCSV · JSON · XML

All systems ship with edge compute architecture. No cloud connectivity required for inference or training. OVX optics and compute are matched to the camera selected for your application, so its specs are configured per deployment.

Why Overview.ai

5 Factors That Set OV Apart

A direct comparison against traditional machine vision systems

NVIDIA Powered

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

Feature
Overview.ai
Cognex
Keyence
GPU Horsepower
21-150+ TOPS on device
1-4 TOPS or external PC required
0.5-4 TOPS or external PC required
Accuracy
Best-in-class (SOTA AI)
Medium-high
Medium
Training Samples
Fewest required
Medium
Many required
GenAI Tools
Yes - Built-in
No
No
Ease of Use
No-code, browser-based
Complex setup required
Complex programming
Software Downloads
None required
License keys + add-ons
License keys + add-ons
Total Cost (TCO)
All-in-one, lowest TCO
Higher due to extras
Higher due to extras

On-Device Compute

21–150+ TOPS. No Cloud Required.

Industry-leading on-device AI compute - from Xavier NX to Orin NX - with a UI any operator can master

21-150+TOPS

Trillions of Operations Per Second

On-device AI compute: 21 TOPS (OV10i/OV20i), 70 TOPS (OV80i), 150+ TOPS (OVX)

Competitor Performance Comparison
Keyence IV4
0.5-2 TOPS
Keyence VS
1-4 TOPS
Cognex IS3800
1-4 TOPS
Cognex D900
2 TOPS
Overview.ai
21-150+ TOPS

UI Anyone Can Master

Powerful doesn't have to mean complicated. Get started in minutes, not days.

No programming required
State-of-the-art AI built-in
Train models in your browser
Intuitive drag-and-drop interface

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.

0ms cloud latency
Data stays on-site
Works offline

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.

EtherNet/IPPROFINETOPC-UAModbusREST APIMQTT

Superior Processing Power

Advanced GPU delivers significantly higher computational capacity than standard smart cameras, handling complex real-time analysis without breaking a sweat.

Runs at full line speed
Multi-camera support
Retrain in minutes

Deployment

From Box to Production in Hours

No IT team, no integrator, no delays - designed for the factory floor

Total: ~4 hours
1~30 min

Unbox & Mount

Mount the camera at your inspection point. Plug in power and Ethernet - no special tools required.

2~1–2 hr

Train Your Model

Label 5–20 images of good and defective parts directly in your browser. No ML expertise needed.

3~1 hr

Connect to Systems

Map I/O signals and configure protocol integration with your PLC, MES, or SCADA system.

4Go Live

Start Production

Real-time defect detection is live. Your line is now protected by production-grade AI vision.

No IT department required
No software to install
No integrator needed

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.

HaystackBuilt In
Haystack AI visual inspection data intelligence

Data Intelligence

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

OV Auto-Defect Creator StudioIncluded
Defect Generator automated machine vision model training

AI Model Training

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

OV Auto-Integration BuilderIncluded
Zero-code PLC MES SCADA integration builder

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

Overview.ai engineer providing on-site implementation support

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.

Get Started

Ready to Deploy?

See how fast modern AI vision integrates into your production line.

Talk to a Vision Engineer