- Scrap/rework
- ↓ 10–25%
- Inspection time
- ↓ 30–60%
- False rejects
- ↓ 10–30%
Outcomes
Key Features
In-line Detection at 200+ FPS
Inspects every unit on production lines running up to 200 frames per second. No sampling, no slowdowns—continuous quality monitoring.
Edge-First Architecture
Runs locally on NVIDIA Jetson or industrial PCs. Zero cloud dependency means zero latency spikes and full operation during network outages.
Native MES/SCADA Integration
Pre-built connectors for Siemens, Rockwell, and Ignition platforms. Defect data flows directly into your existing dashboards—no custom development.
QualiZer vs. Traditional Approaches
| Capability | QualiZer | Manual Inspection | Cloud-Based CV |
|---|---|---|---|
| Inspection Speed | 200+ FPS | 1-2 per minute | 50-100 FPS |
| Detection Latency | <100ms | Seconds | 300-500ms |
| Works Offline | |||
| Edge Deployment | N/A | Limited | |
| MES Integration | Native | Custom | API only |
| Setup Time | Days | N/A | Weeks-Months |
What it does
- Real-time defect cues on conveyor/fixture views
- Reviewer console with side-by-side frames & reason codes
- Trend by SKU/shift/tool; alerts to MES/Andon
- Evidence export for supplier claims & training
- Optional AOI/3D fusion where available
How it works
Capture
High-speed cameras capture every unit on the line
Process
Edge device runs CV model locally in <100ms
Detect
AI identifies defects by type and severity
Act
Alerts route to operators, data syncs to MES
Capture
High-speed cameras capture every unit on the line
Process
Edge device runs CV model locally in <100ms
Detect
AI identifies defects by type and severity
Act
Alerts route to operators, data syncs to MES
What you get
- Dataset curation & labeling spec
- Baseline model + tracker config (exported)
- Edge pipeline (Jetson/x86) with batching
- QC KPI pack (scrap, false-rejects, review time)
- MES adapters & alert playbooks
Deployments & integrations
- Edge (Jetson/x86)
- Fixed cameras or existing line cams
- MES/ERP adapters
Security & governance
- TLS 1.3 for all data in transit
- RBAC with operator/reviewer/admin roles
- Audit logs with tamper-proof evidence chain
- WCAG-aligned review UI for accessibility
Related
Products
Services
Industries
Frequently Asked Questions
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