Every camera you own,
a safety inspector.
CerbQ runs computer vision on your existing cameras to catch PPE violations, danger-zone breaches, and unsafe practices in real time — no new hardware, no ML expertise required.
Founder's prior research and engineering experience
Four detectors. Built for
the floors that can't slip.
Pre-trained on industrial safety scenarios. Configure in minutes. Deploy on every camera you already own.
PPE Compliance
Catch missing PPE in under two seconds — before workers cross the line.
Restricted Zone Alerts
Trigger machine stops and supervisor pages the moment a zone is breached.
SOP & Process Verification
Confirm safety procedures were followed on every cycle — not just during audits.
Incident Audit Trail
Cut OSHA report prep from hours to minutes with searchable, evidence-backed logs.
The cameras you already have,
working as inspectors.
CerbQ runs on your existing CCTV and IP camera feeds — no new hardware, no rip-and-replace. We turn passive video into real-time safety intelligence across every shift.
- Deploys on existing CCTV / IP camera infrastructure
- Real-time alerts via Slack, SMS, or webhook
- Auditable incident logs for compliance reporting
- Configurable detectors — no ML expertise required

Built for the floors where
safety can't slip.
CerbQ ships with industry-specific detector packs and incident playbooks — so you're not training a model from scratch. Pick your sector. Deploy in days.
Manufacturing
PPE compliance, restricted-zone enforcement, SOP verification across every production line.
Logistics & Warehousing
Forklift safety, loading-dock incidents, pedestrian-vehicle conflict detection.
Construction
Fall hazards, scaffolding compliance, hot-work monitoring, visitor zone enforcement.
Healthcare
Patient handling protocols, hand-hygiene compliance, stretcher-bay safety monitoring.
From the lab and
the factory floor.
Research, deployment guides, and case studies from teams putting computer vision behind safety programs.
AI with MLOps: Operationalizing Computer Vision at Scale
How to take a CV model from prototype to production-grade safety system on a real factory floor.
The 5 Highest-ROI Safety Detectors to Deploy First
Where to start when retrofitting CV onto existing camera infrastructure — ranked by incident reduction per dollar.
Inside a Stretcher-Bay Safety Deployment
How real-time detection cut ergonomic-injury near-misses on a high-volume packaging line.