Manufacturing Safety AI And Video Analytics For Industrial Sites
Automate HSE compliance, restricted-zone monitoring, and operational tracking. We run on the edge inside your network, using the cameras already looking at the plant floor.
Core Applications
Manufacturing Safety Use Cases On Existing CCTV
Most plants already record every corner of the floor, and almost nobody watches it. Safety officers walk a fraction of each shift, violations surface after an incident, and the evidence an HSE or K3 audit asks for is a stack of manual checklists. Video analytics reads the cameras you have, flags the moment a rule is broken, and keeps a record of every event, so supervisors act during the shift instead of reconstructing it afterwards. Sites that move or sprawl have their own pages: construction, mining and warehousing and logistics.
- Plant camera
- AI Box on site
- Alert to the supervisor
HSE and PPE Compliance
Continuous monitoring for helmets, high-visibility vests, and safety boots in mandatory zones. Log violations automatically and compile daily compliance statistics without manual review.
Perimeter And Hazard Zones
Draw a hazard area around dangerous machinery and get an alert when a person walks in. With face recognition switched on, with each worker's consent, an area can admit one worker group and alert on anyone else.
Custom Process Monitoring
Count items on a conveyor, monitor loading dock activity, or verify vehicle classification at the logistics gate. We train models on your actual facility footage for operational accuracy.
Challenges
What A Plant Floor Deployment Has To Handle
Manufacturing safety AI reads the cameras already on the plant floor and flags three kinds of event: a missing helmet or vest at a gate or in a marked zone, a person entering a hazard area such as a press line, and a person walking into a forklift aisle or crossing. Each event is logged with time, camera, zone and a snapshot, so the HSE team can report compliance per zone and per shift from the full record.
Environment
Dust, vibration, temperature range, and washdown areas restrict where compute can sit. The AI Box mounts in an existing control cabinet; specify the enclosure rating with your site conditions.
Regulation and Evidence
HSE reporting needs an audit trail that stands up to review. Every event is logged with timestamp, camera, zone, and detection class, and exports for regulator or insurer review.
Operations
An alert nobody acts on is worse than no alert. Route events to the supervisor, the control room, or a siren relay, wherever the person who can act actually is.
Camera Placement For PPE Detection
PPE detection works when a helmet or vest is large enough in the frame and seen from a usable angle. Our camera standard, ARSA-CVS-001, sets the figures every plant camera is checked against before a deployment:
- Cameras: 2 MP minimum, 4 MP recommended, at 15 fps or more.
- Size on screen: at least 262 PPM (pixels per metre) at the worker for helmets and 153 PPM for vests.
- Tilt: 10 to 25 degrees is optimal; up to 35 degrees for helmets and 40 for vests; steeper than 45 degrees is not supported.
- Light: at least 50 lux at the work zone.
- Outdoor and washdown areas: IP66 and IK08 cabinets.
Maximum distance with a standard 60 degree lens
A typical working setup is a camera mounted at 3.5 m, 6.0 m from the zone it watches, tilted 22 degrees. If one of your cameras falls short, the free AI assessment report says which one and how to move it; the full figures are on the system requirements page.
FAQ
AI For Manufacturing FAQ
Choose based on how you plan to deploy and operate the system.
Will it work in a dusty or high-vibration environment?
Yes, the AI Box is designed to be mounted inside your existing industrial enclosures. The operational envelope of the standard unit handles typical plant floor conditions, but if your site requires specific ingress protection (e.g., IP66 or IK08), please specify this during the assessment.
Can it detect forklift and pedestrian proximity?
Through hazard areas. Draw the aisle end, crossing or shared lane where forklifts work, and an alert fires when a person walks in. Each event is logged with time, camera, zone and a snapshot.
Can we export PPE compliance data for HSE reporting?
Yes. Every event is logged with timestamp, camera, zone, and detection class, and exports as CSV, Excel or PDF for regulator and insurer review.
What happens to detection accuracy when the line layout changes?
Zones are reconfigured through the interface without retraining. Where the change is material, new equipment, different sightlines, the support term covers model tuning.
Can we start with one production line?
Yes. A three-camera AI Box Mini covers a single line or gate: $5,020 one time with perpetual Safety Guard analytics, or $2,260 plus $45 per camera per month.
What does manufacturing safety AI software detect?
Missing helmets, high-visibility vests and safety boots in the zones where you require them, and people entering restricted or hazard zones. Each event is logged with time, camera and zone, and the alert goes to the supervisor or control room. It runs as a PPE detection camera system on an AI Box, or as PPE detection and safety monitoring software on your own servers.
How accurate is the PPE detection?
On the public SHWD dataset of worksite images, ARSA's PPE check gets 98.2% of hard-hat decisions right and wrongly flags 0.5% of workers who are wearing a helmet. People too small or too hidden to check are reported as unknown, never as a violation. These are laboratory results, listed with their method on the benchmarks page. Accuracy on your site depends on camera position and light, and is measured on your own footage.
How do I test PPE detection on my own plant cameras?
Send up to three one-minute clips through the free AI assessment. An ARSA engineer runs the full PPE model on them and returns an annotated clip, a report with compliance per camera and violations per hour, and a 30-minute call, within 3 business days.
Does AI safety monitoring help with K3 and SMK3 audits?
It gives you the evidence. Every violation is logged with time, camera, zone and detection class, with a snapshot, and exports as CSV, Excel or PDF for your HSE team, auditor or insurer. The assessment of compliance stays with your auditor; ARSA supplies the records.
Does the video leave the plant?
No. Detection runs on an AI Box inside your network or on your own servers, and works without an internet connection. Only the events go to your dashboard, webhook or email.
Test It On Your Own Lines
Send us up to three one-minute clips from your own plant cameras and an ARSA engineer returns an annotated clip, a report with the numbers and a 30-minute call within 3 business days, free. When you are ready to plan a rollout, a feasibility assessment measures our models against your factory’s lighting, angles and constraints, and its fee is deducted from the project.
Every deployment follows the same steps: a site survey, a check of each camera against our placement standard, installation on an AI Box or your own servers, tuning on your footage and a handover. Video is processed on site and works without an internet connection. ARSA has built industrial systems such as the RFID terminals for Busana Apparel Group.
Related reading: PPE detection in low light and harsh plant conditions, audit-ready PPE compliance reports, restricted area monitoring for manufacturing and forklift and pedestrian zones.