NPI & Mass Production
AI-Powered Smart Cameras for NPI & Mass Production
Deploy AI vision inspection in hours, not months. Scale from prototype to thousands of cameras on the same platform with zero recurring fees.
Proven at Scale
Globally across manufacturing facilities
With Overview's agentic AI tools
Versus subscription-based competitors
One-time purchase, all software included
Edge-First. No Cloud Required.
Everything runs at the edge. No data leaves your facility. This eliminates cloud latency, simplifies IT security approval, and keeps your proprietary manufacturing data on-premise.
Next-Generation AI Inspection
Anomaly Detection
Discover unseen defects automatically. No labeled data needed. The AI learns what "good" looks like and flags deviations.
Visual Transformer
State-of-the-art accuracy for defect classification, assembly verification, and surface inspection.
Overview Haystack
Search thousands of production images for outliers, failure mode clusters, and root cause analysis.
Overview Agentic AI Tools
Overview's built-in agentic AI tools make installations 10x faster and easier, democratizing AI machine vision.
Seamless NPI to Mass Production
NPI Build
Deploy smart cameras on pilot line with a couple good images. Layer on synthetic defects to supervised models.
Validate
AI flags defects, new failure modes. Use this data to refine models and add more synthetic data.
Scale
Same cameras, same software, just add more. Fully open platform, inspection recipes can be copied from one camera to another.
Mass Production
Thousands of cameras, proven globally, with local fleet management tools optionally available.
Same Platform, Any Scale
No re-tooling, re-training, or migration. What works at NPI works at 10,000 cameras.
Predictable Cost
One-time camera purchase ($4.5K–$13.5K). No surprise bills as you scale.
Complete Vision Platform
AI Defect Detection
Anomaly detection, classification, and surface inspection
Assembly Verification
Verify component placement, orientation, and completeness
OCR & Traceability
Read text and serial numbers. Associate barcodes from external sources
Measurement
Sub-pixel precision for dimensional inspection and gauging
Full Integration
Connect to PLCs, MES, QLS, and existing factory systems
Haystack
Search production images for outliers, failure modes, and clusters
Image Traceability
Link images to part numbers and external barcode data across cameras
Agentic AI Tools
GenAI defect generation, project planning, and auto-integration
Total Cost of Ownership
One-time purchase vs. annual subscriptions, cloud fees, and per-seat licensing from competitors.
Built for NPI Programs
Two cameras, one platform. Choose the right resolution for your application.
OV20i
1.6MP Sony IMX296 Sensor
Ideal for presence/absence checks, assembly verification, and classification tasks where speed matters most.
OV80i
8.3MP Sony IMX334 Sensor
High-resolution inspection for surface defects, true position measurement, and fine-detail quality control at sub-millimeter precision.
Ready to Get Started?
