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Dashboard

Factory Telemetry Console

Live equipment state, shift-level metrics, and alert review for production teams.

12 Data feeds
RT Refresh
Ops Users
->
IoT

Sensor Gateway Platform

Edge service that normalizes device data and forwards clean events to cloud APIs.

Edge Runtime
MQTT Protocol
API Output
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Vision ML

Inspection Model Pipeline

Annotation, model training, validation, and review tooling for visual defect detection.

CV Model
QA Labels
Drift Watch
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Case study format

Problem

What operational visibility, control, model, or integration gap needed solving.

Case study format

System

The equipment, data sources, interfaces, models, and deployment environment involved.

Case study format

Outcome

The practical result: cleaner workflow, faster review, better signal, or production use.