AI People Counting Camera and Software for Manufacturing Sites
acty.dev builds AI people counting systems that turn camera footage into live occupancy, entry/exit, and zone counts for manufacturing and warehouse sites, piloted against agreed acceptance thresholds before a full rollout.
AI people counting turns camera footage into live occupancy, entry/exit, and zone counts, so congestion, capacity limits, and traffic through key points are visible as they happen instead of estimated after the fact. Every deployment starts as a pilot on your own footage, scored against thresholds you agree to in advance, so you see how the counts hold up on your site before any wider rollout.
The problem we solve
Knowing how many people are on a floor, in a zone, or moving through an entry point usually depends on manual headcounts, badge logs, or guesswork, which makes occupancy limits, congestion, and zone capacity hard to track as conditions change during a shift.
How we work
- Pilot scoping.We agree on the zones, entry points, or occupancy limits to count, plus the control sample, the allowed miss and false-positive rates, and the latency and notification format you need, before any build starts.
- Pilot on your footage.We run people counting against your own camera footage or existing CCTV, in a cloud or on-premises setup, and validate the counts against the agreed control sample.
- Integration.Confirmed counts are connected into your own systems: dashboards, occupancy alerts, 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 zones, entry points, or occupancy limits you need counted
- The systems or channels where counts and alerts should land
Outputs
- A piloted AI people counting setup with agreed acceptance thresholds
- Live occupancy, entry/exit, or zone counts connected to your dashboard or alerting systems
- Documentation and handoff notes for rollout
Definition of done.A people counting pilot validated against an agreed zone or entry-point set, control sample, and allowed miss and false-positive rates, with confirmed counts integrated into your own dashboard or alerting systems and documented for rollout.
Fit and anti-fit
Good fit
- Manufacturing or warehouse sites with existing camera coverage
- Teams that need occupancy or zone counts 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 people counting system include?
- Live occupancy, entry/exit, or zone counts generated from your camera footage, piloted against an agreed control sample and acceptance thresholds, then integrated into your own dashboard or alerting systems.
- How does the pilot work?
- We agree on the zones or entry points to count, a control sample, the allowed miss and false-positive rates, and the latency and notification format you need, then run counting on your own footage or existing CCTV in a cloud or on-premises setup, confirming the integration before any full rollout.
- Can you guarantee a specific counting accuracy?
- No. Accuracy depends on your camera placement, lighting, and the zones you need counted, 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 zones, entry points, or occupancy limits you need counted, and the systems or channels where counts and alerts should land.
- How is this priced?
- Pilots are scoped after a task review against your footage, the zones or entry points to count, 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, the zones or entry points to count, and acceptance thresholds. Rollout and ongoing monitoring support are priced separately once the pilot is confirmed. (Scoped after a task review.)
