Maneva ALIS flagging a missed clip on a car door trim panel at an assembly station, labeled Step Missed: Clip Not Installed
Use cases

How do automotive suppliers verify every assembly and kitting step?

Cameras over each station watch the work as it happens, and ALIS, Maneva's AI Line Supervisor, checks that every step in the work instruction is done, with the right part and in the right order. A missed or wrong step is flagged at the station, before the part moves on.

Automotive
Quality Assurance

What it verifies

At assembly and kitting stations, Video-to-Action AI checks each cycle against your work instruction:

  • The right part and variant picked and placed
  • Fasteners and clips installed, connectors latched and cables routed
  • The right tool used at each point
  • Steps done in order, with none skipped
  • Kits complete before they go to the line

Why end-of-line checks miss it

Work instructions say what should happen, but nobody watches every cycle. Fixtures and smart tools check one step or the finished state, not the sequence. A skipped clip, a wrong variant or a step done out of order passes until end-of-line test, or until the OEM finds it.

How it acts

ALIS, Maneva's AI Line Supervisor, is trained on video of your own stations, so it learns each step and the order it belongs in. When a step is missed, done with the wrong part or out of order, it signals the operator at the station through a stack light, HMI or alert, and can hold the part through a PLC interlock until the step is done.

Every cycle is logged with image, timestamp and part ID, which supports traceability and customer audits. Where the finished part also needs an inspection, VITA checks it on the same cameras.

Where the cameras go

Cameras cover each station from above, so the operator’s hands, the parts and the fixture are in view. Some lines can start with cameras they already have; many need at least one off-the-shelf camera placed for the task. Maneva helps choose the camera and where it goes.

Result

Missed, wrong and out-of-order steps are caught at the station instead of at end-of-line test, and every assembly leaves a record of how it was built. Assembly verification and other automotive use cases →

See it on a line like yours →

More for automotive plants: AI for automotive manufacturing →

Frequently Asked Questions

Frequently Asked Questions

Didn't find what you need? Our team will walk you through Video-to-Action AI and show how it fits your production environment.

Steps you can see on video: the right part or variant picked and placed, fasteners and clips installed, connectors latched, cables routed, the right tool used and steps done in order. Each station is set up from its own work instruction.
No, it works alongside it. Fixtures, sensors and smart tools keep checking what they were built for, and ALIS adds a check on what they cannot see, such as the order of the steps.

It depends on your site and the problem you want to solve. Some customers can start with the cameras they already have. Many need at least one new off-the-shelf camera placed and set up for the task, so the AI sees exactly what it needs to see.

Maneva helps you scope this from the start. We look at your line, the result you want, and what the camera needs to capture, then recommend the right camera and where to put it.

Maneva is hardware agnostic and connects to a wide range of camera types, including:

  • Standard RGB and security cameras for many quality, downtime, safety and efficiency use cases
  • 3D and depth cameras for measuring volume, position and dimensions
  • Thermal and infrared cameras for heat signatures and low-light areas
  • Short-wavelength infrared (SWIR) cameras, which see through plastic to check seal integrity
  • High-resolution precision cameras for defects under a millimeter across large surfaces

If you can see it in the video, our AI can understand it and act on it. Start with one line, and we'll help you choose the setup that gets you there.

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