Physical Onsiteby LIKELION

Case studies

Two projects we have run, followed by example scenarios that show how an engagement can be set up.

Projects we have run

People working at tables cutting and handling paper pieces
A worker seated at a table with paper templates
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Fine handcraft task data

Data collection for fine handcraft tasks.

Christmas handcraft production.

collection
2 days × 8 h
usable data yield
about 93%
A worker handling plastic film beside factory machinery
Workers sorting plastic sheeting from sacks on the factory floor
A worker handling plastic bags in the factory
Workers sorting black and red straps on the floor
A worker handling a rope spool
A worker handling a rope spool on the factory floor
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Factory machine-work data

Data from machine operators and from workers in manual-work-centred light-industry factories.

We scouted a rope-making factory and collected data on how workers use the machines.

collection period
Oct 22 to Oct 30, 2026
usable data yield
about 61%

Example scenarios

The scenarios below are illustrative examples, not customer case studies. Details depend on your request.

Assembly line motion data

Capturing hand motion and task order on an assembly process to support robot manipulation learning.

Worker-view videoMotion and poseTask labeling
  1. Request

    You share the target process (for example fastening or assembling parts), the hours needed and the data types.

  2. Environment design

    We select a suitable line and agree camera placement and a standard task procedure.

  3. Worker training

    Workers are trained at the data lab to perform the task to that procedure.

  4. On-site collection

    Dispatched workers perform the task on the line while video and motion data are recorded.

  5. Review and delivery

    We check for gaps and quality, add task-step labels, and deliver.

Packing and inspection video

Recording the inspection and packing of products under a range of conditions.

Worker-view videoTask labeling
  1. Request

    You share the product types, the packing procedure and the variations you need.

  2. Environment design

    We design the workstation layout and camera angles.

  3. On-site collection

    Workers repeat the procedure while video is recorded.

  4. Review and delivery

    Segments are labeled and delivered in the agreed format.

Logistics and picking motion

Recording how items are located and moved in a warehouse.

Worker-view videoMotion and pose
  1. Request

    You share the items, routes and hours needed.

  2. Environment design

    We set up the picking area and collection criteria.

  3. On-site collection

    Workers perform picking tasks while video and pose data are recorded.

  4. Review and delivery

    Quality is checked, then the data is delivered.

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