USE CASE 02 · Manufacturing
Visual quality inspection for precision manufacturing — deployed on the edge, tuned on site, data never leaves your factory.
Critical scenes
The useful signal may be a missing item, an unsafe presence or one step performed out of order. The system should understand the difference.
Monitor defined work zones for missing PPE, unsafe entry, falls and risky behaviour around operating equipment.
Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.
Identify conveyor deviation, foreign objects, blockages, abnormal stops and material build-up before they spread downstream.
Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.
Screen production and storage areas for smoke, flame and visible liquid leakage, with rules tuned to the real scene.
Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.
Track whether critical steps happen in the right order and flag missing, late or visually abnormal outcomes for review.
Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.
Precision manufacturing
Visual quality inspection for precision manufacturing — deployed on the edge, tuned on site, data never leaves your factory.
Start from a bank of production-trained inspection algorithms — scratches, burrs, dimensional deviations, surface defects. Many lines go live without training from zero.
For new scenarios, models are trained on site, on your data, under our guidance. Your images never leave your closed network.
A compact, phone-ready walkthrough will appear here for sales conversations and qualified prospects.
A reserved case-study space for the first validated Swiss production deployment.
One accountable system
Hardware, models and operations are designed as one working whole—not separate components left for the customer to reconcile.
Observe
Connect compatible fixed, mobile and existing IP cameras through standard video protocols.
Understand
Run trained models, zones and event rules close to the source. Video remains on the edge.
Operate
Review metadata, alerts and system health locally. Video streams never leave the edge box.
SOP-aware vision
Video events are placed on a process timeline. Teams can review omitted steps, sequence changes and duration exceptions with the relevant visual evidence attached.
Operational loop
An event becomes valuable when the right person receives enough context to act—and the result improves what the system notices next.
A disciplined path
A focused POC protects time, budget and trust. Scale follows evidence.
We define one meaningful scenario, success criteria, data boundaries, employee notification, and the integration path.
1–2 weeksMastertalk engineers deploy a compact edge setup, validate the data and tune the model in the real environment.
Focused POCAfter acceptance, we integrate alerts and workflows, train the local team and scale with clear milestones.
2–3 monthsModels, thresholds and operating procedures are refined as the site and its conditions evolve.
Local supportData boundaries and employee notification are defined in step 01 — before any camera is mounted.
Local adaptation
We define the exception, validate it with local data, deploy it to the edge and train the local team before extending to further stations.
Book a 15-min demo ↗One meaningful scene
Local inference
Event history
Models and thresholds
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