AI Safety Monitoring System for Manufacturing
acty.dev designs AI safety monitoring systems that watch for PPE compliance and unsafe zone or behavior events on your own camera footage, piloted against agreed acceptance thresholds before a full rollout across a site.

AI safety monitoring watches camera footage for the conditions that matter on your site: missing personal protective equipment, people in restricted or hazardous zones, and other unsafe behaviors, flagged as they happen instead of found later in a walkthrough. Every deployment starts as a pilot on your own footage, scored against thresholds you agree to in advance, so you see how the system performs on your site before any wider rollout.
The problem we solve
Manufacturing and construction sites rely on manual walkthroughs and after-the-fact incident reports to catch missing PPE, blocked emergency routes, or people in restricted or hazardous zones, so unsafe conditions can go unnoticed until an inspection or an incident, not while they are happening.
How we work
- Pilot scoping.We agree on the safety events to detect, such as PPE types, restricted zones, or unsafe behaviors, plus the control sample, the allowed miss and false-positive rates, and the target detection latency, before any build starts.
- Pilot on your footage.We run detection against your own camera footage or existing CCTV, in a cloud or on-premises setup, and validate the results against the agreed control sample.
- Integration.Confirmed detections are connected into your own systems: alerts, dashboards, or notification channels, in the format your team already uses, with the integration confirmed before rollout.
- Rollout and support.We move from a confirmed pilot to a full site rollout with documentation and handoff, and offer ongoing monitoring support.
What you bring / what you get
Inputs
- Sample camera footage or existing CCTV access for the pilot
- The safety events, zones, or PPE types you need monitored
- The systems or channels where alerts should land
Outputs
- A piloted AI safety monitoring setup with agreed acceptance thresholds
- PPE and zone or behavior event detection connected to your alerting or dashboard systems
- Documentation and handoff notes for rollout
Definition of done.A safety monitoring pilot validated against an agreed event set, control sample, allowed miss and false-positive rates, and target latency, with confirmed detections integrated into your own alerting or dashboard systems in an agreed notification format, documented and integration-confirmed for rollout.
Fit and anti-fit
Good fit
- Manufacturing or construction sites with existing camera coverage
- Teams that need PPE or restricted-zone monitoring with a measurable pilot before rollout
Not a fit
- Sites with no camera coverage and no plan to add any
- Requests for guaranteed accuracy figures before a pilot runs on real footage
Questions
- What does an AI safety monitoring system include?
- Detection of PPE compliance and unsafe zone or behavior events from your camera footage, piloted against an agreed event set and acceptance thresholds, then integrated into your own alerting or dashboard systems.
- How does the pilot work?
- We agree on the events to detect, a control sample, allowed miss and false-positive rates, and target latency, then run detection on your own footage or existing CCTV in a cloud or on-premises setup, before confirming the integration and notification format ahead of any full rollout.
- Can you guarantee a specific detection accuracy?
- No. Accuracy depends on your camera coverage, lighting, and the events you need detected, so acceptance thresholds are agreed and tested during the pilot rather than promised in advance.
- Does this work with our existing cameras?
- The pilot is designed to run against your own existing CCTV footage where possible, in either a cloud or on-premises setup, rather than requiring new hardware from the start.
- What do you need from us to start?
- Sample camera footage or CCTV access for the pilot, the PPE types, zones, or behaviors you need monitored, and the systems or channels where alerts should land.
- How is this priced?
- Pilots are scoped after a task review against your footage, event set, and acceptance thresholds. Rollout and ongoing monitoring support are priced separately once the pilot is confirmed.
Pricing.Pilots are scoped after a task review against your footage, event set, and acceptance thresholds. Rollout and ongoing monitoring support are priced separately once the pilot is confirmed. (Scoped after a task review.)


