AI visual detection · Manufacturing

Catch production errors the moment they become visible.

Trained on images from your process, CAM-AI detects foreign objects, misplaced parts and process deviations in your camera streams and turns every result into the reaction you define.

Industrial camera mounted above an automated production line (AI-generated illustration)Illustration
Why it matters

A single foreign object can damage product that has already passed through many steps.

  • Prevent scrap

    Risks are caught before they turn into defects, while the product is still in process.

  • Reduce unplanned downtime

    Deviations are detected before they escalate into a tool failure or a line stop.

  • Continuous, without extra workload

    Every frame, every shift. No additional manual checks for your team.

How it works

From camera image to your decision.

  1. 01

    Capture

    Existing or new IP cameras, precisely aligned, even in tight spaces inside the tool.

  2. 02

    Train

    Models learn from images of your process, on servers inside your facility.

  3. 03

    Detect

    A confidence score for every trained category, on every frame, in real time.

  4. 04

    Act

    Plugins hand every result to your control, MES or alarm systems via API. You decide what happens next.

Your rules, your thresholds.

CAM-AI returns a confidence score for every trained category and hands it to your systems through plugins and APIs. You decide what happens next: an alarm, a tool stop or a message to the engineer. You stay in control of your process.

FOREIGN OBJECT · CONFIDENCE0.91
CAM-AI MEASURESA score from 0 to 1, every frame
PLUGIN · APIJSON, SQL, HTTP, e-mail and more
YOU DECIDEe.g. above 0.80 → notify the engineer
Example values
Technology in detailIntegration and API, on-premises operation, cameras and the open core.
What we deliver

One project, from the camera on the tool to the model in operation.

Detection software

Trainable AI models that plug into the systems you already run.

  • Machine-specific detection plugins
  • Output via API: JSON, SQL, HTTP, e-mail and others via plugin
  • Alarm rules tailored to your process
Learn more

Camera & system integration

We plan and align the cameras and support the installation, as part of every CAM-AI project.

  • Camera planning, also in tight spaces
  • Precise alignment on the tool
  • Installation support and connection to your systems
Learn more

Managed services

Models get better with operation. We keep them trained and running.

  • Continuous training on live data
  • Threshold reviews and recommendations
  • Updates and direct support
Learn more
How projects work
Project phases in detail
  1. 01Free

    Proof of concept

    After a short call, you send us images or videos from your process. We train a first model and show what the system detects.

  2. 02Priced once

    Set-up & engineering

    Camera planning, installation support, training and integration into your systems.

  3. 03Service period

    Managed services

    Ongoing training, refinement, updates and support.

Why CAM-AI

Built for engineering and IT to trust.

  • Trained for your process

    Models learn your categories from images of your process, for exactly the errors that matter to you. 96 % average accuracy after one training session in a first proof of concept.

  • Fits into your systems

    A plugin architecture built for integration. Results reach your control, MES or alarm systems via API, in the format you need.

  • Cameras where others don't fit

    Camera planning and precise alignment, even in tight spaces inside the tool. Standard IP cameras, or industrial optics where your process needs them.

  • Your own server

    Training and detection run on a server inside your network, also offline. Production images can stay where they were taken.

  • Direct line to the developers

    Short decision paths and no ticket queue. The people who build the system answer your questions.

  • Open core

    The core software is open source on GitHub. Auditable, and no vendor lock-in.

Beyond the factory

Other environments

Logistics, infrastructure, facility security: the same technology works wherever a camera can see the risk. Always as a project for businesses.

Talk to us about your project

You can detect what you can see.

Have a process you want to keep an eye on? Let’s look at it together.

Request a demo