AI Video Analytics Software for Manufacturing
acty.dev's video analytics hub for manufacturers: camera-based AI capability spanning visual inspection, safety monitoring, people counting, license plate recognition, and equipment monitoring, scoped to your production floor and existing camera infrastructure.

acty.dev’s video analytics hub for manufacturers. Camera-based AI capability spanning visual inspection, safety monitoring, people counting, license plate recognition, and equipment monitoring, scoped to your production floor and existing camera infrastructure. Each of the five areas below is piloted first, on your own footage or existing CCTV, against acceptance thresholds you agree to, before moving into a full rollout.
The problem we solve
Manufacturers already run cameras across production lines, safety zones, entry points, and yards, but the footage mostly goes unused. Turning that video into consistent inspection, safety, counting, or monitoring signal usually means stitching together several point tools or waiting on a team that never gets around to it.
How we work
- Discovery.We review your cameras, production lines, safety zones, and the manufacturing outcome you need, and confirm what data and camera access is realistic, including whether your existing CCTV can be used.
- Scope.We match your outcome to the right combination of visual inspection, safety monitoring, people counting, license plate recognition, or equipment monitoring, and agree a pilot: the event set, a control sample, the allowed miss and false-positive rates, and the latency and notification format you need.
- Delivery.The agreed capability is piloted on your own footage, in a cloud or on-premises setup, connected to your existing camera and network infrastructure, with the integration confirmed and human review built into the rollout.
- Support.We hand over documentation and a monitoring checklist, and offer ongoing support or tuning as cameras, lines, or production conditions change.
What you bring / what you get
Inputs
- Sample footage or existing CCTV access for a pilot
- Camera and network inventory across the relevant areas
- The manufacturing outcome you need: inspection, safety, counting, plates, or equipment status
- Access to the video feeds or camera infrastructure involved
Outputs
- A video analytics capability piloted on your own footage and matched to your outcome
- Reviewable detection or monitoring output with edge-case notes
- Documentation and a monitoring checklist
Definition of done.A video analytics capability piloted on your own footage or existing CCTV against agreed acceptance thresholds — control sample, allowed miss and false-positive rates, latency, and notification format — with the integration confirmed, then moved to a full rollout and delivered with documentation, a monitoring checklist, and output kept under human review.
Fit and anti-fit
Good fit
- Manufacturers with existing camera coverage on lines, safety zones, or yards
- Teams that need a specific outcome: inspection, safety, counting, plates, or equipment status
- Buyers who need a working capability delivered, not just advice
Not a fit
- Facilities with no camera coverage and no plan to add it
- Idea-only requests with no defined outcome or environment
- Micro-budgets with no real scope
Questions
- What does AI video analytics from acty.dev cover?
- Camera-based AI capability across five manufacturing-focused application areas: visual inspection, safety monitoring, people counting, license plate recognition, and equipment monitoring. Each area is piloted on your own footage and scoped to the outcome you need.
- Do we need new cameras to get started?
- Not necessarily. A task review covers your existing camera and network infrastructure first, and identifies any coverage gaps before anything is scoped or priced.
- How does the pilot work across these application areas?
- Each area is piloted on your own footage or existing CCTV, in a cloud or on-premises setup, against an agreed event set, control sample, and allowed miss and false-positive rates, with the integration into your systems confirmed before a full rollout.
- Is the output reviewed before we act on it?
- Yes. Detection and monitoring output stays under human review rather than triggering automatic decisions, and we hand over a review checklist so your team can confirm results before relying on them.
- What is out of scope?
- We do not make guaranteed-accuracy, regulated-domain compliance, or unproven performance claims, and we do not commit to a specific camera or hardware brand before a task review of your environment.
- How is this priced?
- Video analytics engagements are scoped after a task review of your cameras, production lines, and the outcome you need. Ongoing monitoring and support are scoped separately.
Pricing.Video analytics engagements are scoped after a task review of your cameras, production lines, and the outcome you need; ongoing support and monitoring are scoped separately. (Scoped after a task review.)








