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Vision AI · integrated in Switzerland

The quiet intelligencewithin every frame.

Camera, edge AI box and local oversight—integrated locally, tuned on site and delivered as one dependable Vision AI system.

Book a 15-min demo ↗Explore the system ↓
MANUFACTURING / 01

Precision manufacturing

See the defect before it becomes a recall.

Visual quality inspection for precision manufacturing — deployed on the edge, tuned on site, data never leaves your factory.
30-second manufacturing demoExplore manufacturing ↗
RETAIL 01 · LIVE OPERATIONS SYSTEM ACTIVE
01 Multi-camera / store
Queue growth
Loss prevention
Shelf placement
CAM 01–0624 FPS · EDGE READY
02 Edge inference
M
EDGE / 01Vision compute box
QueueLossShelfOccupancyZoneCount
100+production-ready algorithms
ready to adapt
03 Operations monitor
Retail operations / Horgen
Cameras06
Online06
14:32:02
Queue growthCheckout 02 · 6 waiting
Review
14:35:03
Loss preventionAtypical item movement
Review
14:38:04
Shelf placementDisplay gap detected
Review
Observe every zone→Infer locally→Act with contextCamera · Edge · Local operations
47.2306° NHorgen · Zurich8.6164° E
01

How we work

One accountable system

From camera to action,
without the usual distance.

Computer vision rarely succeeds as software alone. It has to understand the site, the light, the workflow and the moment an alert becomes useful.

We combine cameras, compact edge compute, adaptable algorithms, integration and local training into one delivery. The result is a faster path from a focused POC to a dependable production system—without rebuilding your entire video estate.

Integrated by design

Camera and edge.
One working whole.

I

See

Camera layer

Connect compatible IP cameras and mixed estates through standard video protocols.

II

Understand

Edge AI box

A compact black box runs inference close to the source for low latency and full data control — video never leaves the edge.

III

Decide

Algorithm bank

Start from a rich library of trained algorithms, then tune zones, thresholds and models for the real scene.

IV

Monitor

Operations console

Monitor system health, metadata and alerts from one local operational console, with alerts routed into existing workflows.

Hardware + software + field engineering

Less integration overhead. More value from every camera.Shape your configuration ↗

The console handles system health and alerts only. Video streams never leave the edge box.

From recognition to response

Detection is only
the beginning.

A useful Vision AI system verifies context, reaches the right person, preserves the evidence and learns from the outcome.

01

Detect

A camera and edge model surface a defined visual event.

02

Verify

Zones, time and scene context reduce noise before escalation.

03

Notify

The event reaches the responsible team through the agreed channel.

04

Act

People follow the local response workflow with visual evidence.

05

Record

The event, decision and outcome remain available for review.

06

Improve

Feedback refines models, thresholds and operating rules.

Data sovereignty by design

Data & Trust

Your data never leaves your premises.

Mastertalk is built for Switzerland's expectations of data sovereignty. Video is processed on the edge box inside your closed network — nothing is uploaded, nothing is streamed to a cloud.

Privacy materials

Employee notification kit (DE/FR)Available on requestDPA templateAvailable on request
  1. 01

    Edge-only inference — video stays on site, always.

  2. 02

    Closed-network capable — no internet connection required for operation.

  3. 03

    No facial recognition, no person tracking — cameras observe processes and products, not people.

  4. 04

    nFADP / GDPR aligned — data processing agreement available on request.

  5. 05

    Swiss company, Swiss support — you contract with a Swiss entity.

  6. 06

    Don't take our word for it — your IT team is welcome to inspect the box's network traffic.

01Camera
02Edge AI BoxVideo stops here. Nothing uploaded.
03Metadata / alerts only
04Local dashboard

Our systems are classified as quality-assurance systems under Art. 26 ArGV 3 — not employee monitoring systems. Use for personnel behavior monitoring is contractually prohibited.

02

Use cases

Built around the scene

One visual layer.
Many working realities.

We begin with the event that matters—not an abstract list of algorithms.

Industrial parks Vision AI use case
01

Industrial parks

One visual layer across a complex site.

Unify perimeter security, vehicle movement, high-risk zones, environmental events and distributed facilities without centralising every video stream.

  • Perimeter & access
  • High-risk zones
  • Environment & facilities
  • Multi-site oversight

Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.

OutcomeLet each site act locally while regional teams retain one accountable operational view.Explore use case ↗

Manufacturing Vision AI use case
02

Manufacturing

See the exception inside the rhythm of work.

Connect worker safety, line conditions, environmental risk and standard work in one visual operating layer.

  • SOP & visual quality
  • Process safety & PPE compliance
  • Line anomalies
  • Smoke & leakage

Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.

OutcomeReview the exception, preserve the evidence and keep production teams focused on stable output.Explore use case ↗

Retail Vision AI use case
03

Retail

A store that notices before the queue becomes a problem.

Turn existing camera streams into operational signals for queues, atypical item movement, shelf availability, occupancy and after-hours activity.

  • Queue growth
  • Loss prevention
  • Shelf availability
  • Footfall & occupancy

Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.

OutcomeHelp store teams respond to the right moment without adding another screen to watch.

Entertainment & gaming Vision AI use case
04

Entertainment & gaming

Calm operations, even when the floor is moving.

Surface crowding, loitering, unattended objects, falls and restricted-area activity across busy venues and gaming environments.

  • Crowd density
  • Loitering
  • Falls & running
  • Restricted areas

Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.

OutcomeGive security and operations a shared, contextual view of events as the venue changes.

Logistics & warehousing Vision AI use case
05

Logistics & warehousing

A flow that reveals where it begins to slow.

Observe docks, sorting zones, conveyors and loading lanes for build-up, foreign objects, flow interruption and unsafe interaction between vehicles and people.

  • Dock occupancy
  • Conveyor exceptions
  • Vehicle-person proximity
  • Restricted vehicles

Privacy by design: narrow field of view on processes and products, no biometric identification, edge-only processing. Employee notification kit included.

OutcomeCatch local exceptions before they ripple through the wider operation.

Close enough to matter

Swiss at the centre.
European in reach.

From our base in Horgen, Zurich, we serve sites within a practical on-site radius of roughly 1,000 kilometres. Close enough to inspect the real scene, tune with real data and stand beside the people who will use the system.

LocalField validation
Edge-firstData-conscious design
OpenExisting-system integration
03

POC to production

A disciplined path

Prove the smallest
meaningful thing first.

A focused POC protects time, budget and trust. Scale follows evidence.

01

Frame the case

We define one meaningful scenario, success criteria, data boundaries, employee notification, and the integration path.

1–2 weeks
02

Prove it on site

Mastertalk engineers deploy a compact edge setup, validate the data and tune the model in the real environment.

Focused POC
03

Put it to work

After acceptance, we integrate alerts and workflows, train the local team and scale with clear milestones.

2–3 months
04

Keep it useful

Models, thresholds and operating procedures are refined as the site and its conditions evolve.

Local support
Every POC ships with: tuned edge box, data-boundary sheet, employee notification kit (DE/FR), DPA draft.Reference site visits available on request for qualified prospects.

Local algorithm capability

Adapted on site.
Built to transfer.

Mastertalk supports the full local adaptation cycle and equips European partners to frame, validate and progressively operate more of the POC themselves.

01

Frame

Define the event, success criteria and data boundary.

02

Curate

Select representative local footage and prepare high-quality labels.

03

Train

Adapt models and thresholds to the camera, light and workflow.

04

Deploy

Package the validated capability for the edge environment.

05

Transfer

Train the partner team and establish the improvement loop.

For local integrators and AI service teams

Technical consultation, reusable POC methods, solution training and early on-site support reduce the distance between a promising algorithm and a dependable customer outcome.Partner with Mastertalk ↓

Partner with Mastertalk

Local knowledge.
Shared capability.

We partner with European technology companies, integrators and customer-side innovation teams that know their market and want to add production-ready computer vision to their offer.

Become a partner ↗
01

Enablement

Technical consultation, solution training and reusable POC methods for your local team.

02

On-site support

Mastertalk engineers and algorithm specialists join the first focused POC and early delivery.

03

Shared delivery

Clear roles, compliance framework, milestone-based implementation and agreed commercial participation. White-label delivery — the customer only ever works with you.

04

Long-term capability

Model-training support helps partners handle more local validation and adaptation over time. Training-infrastructure guidance (GPU setup) ensures partners own a reusable asset, not a per-customer sunk cost.

Begin with one scene

What should your
space notice?

Tell us about the site, the event and the outcome you need. We will reply with a practical first step—not a generic product list.

daniel@mastertalk.ai ↗+41 76 567 20 00 ↗

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