Process · Quality · Communication,
connected by one AI solution

Line analysis, process monitoring, quality inspection, and on-site communication powered by VLM multimodal AI — an integrated manufacturing DX solution that handles every flow on a single platform.

LIVE INSPECTWAION EDGE VISION AI · CONSOLE
WAION Edge Vision AI console

Why WAION Edge Vision AI

Designed for real manufacturing sites — where networks are unstable, integration budgets are tight, and every line speaks a different language.

Vision-camera-based automated product quality inspection

Global-Grade Automated Quality Checks

A VLM multimodal model inspects every product against your standards, instantly producing OK / NG / NR verdicts with confidence scores. No eye fatigue, no judgment variance.

Inspection, tracking, and dashboards driven by a single camera feed

Minimum Cost, Maximum Impact

Manage production without MES or ERP. A single camera feed drives inspection, tracking, and dashboards — skipping heavy system integration.

Vision station running inference on an edge server beside the line

Runs Perfectly Offline

Inference runs directly on an edge server beside the line. Verdicts continue even when the network drops, and production data never leaves the site. On-premises AI.

Multilingual on-site communication between manager and local workers

Localized, One-Stop System

Planning, installation, setup, and maintenance — all done on-site. Tailored to your line layout and workers' languages, one partner stays responsible to the end.

Operations That Are ‘Invisible, Slow, and Disconnected’

Manufacturing sites in Southeast Asia still run on analog, paper-and-eyes operations behind language barriers. The three problems occur together — they demand an integrated solution.

Manufacturing floor relying on manual checks and visual inspection
01

Invisible Processes

No real-time data — operations run on after-the-fact responses

Quality control relying on visual inspection
02

Quality-Control Limits

Manual checks and visual inspection cause verdict variance

Language barrier between managers and local workers
03

Communication Breakdown

Language barriers between managers and local workers

One Platform, Four Connected Modules

A field-execution architecture that handles process, quality, and communication on a single data flow — not four tools bolted together.

Assembly Line Analysis

A single camera tracks line flow, exposing bottlenecks and slowdowns in real time.

Object Tracking
Tracks workpieces and workers individually
Takt Time
Auto-aggregates time spent per process
Bottlenecks
Flags congestion points and root sections

Injection Pass/Fail Inspection

Vision-based defect detection gives every product a verdict, with the reasoning recorded alongside.

Defect Detection
Scratches, short shots, foreign objects
OK / NG / NR
3-level verdicts, automatic recheck routing
Confidence Scores
Records verdict probability and timestamps

AI Translation Communication

Removes the language barrier between managers and local workers with real-time translation.

Real-Time Translation
Instant voice and text conversion
Multilingual
Run lines in local languages
Work Orders
Keeps instruction and confirmation history

Manufacturing DX Dashboard

Brings line, quality, and communication data into one view for instant anomaly detection.

Unified View
Line and quality metrics in a single view
Real-Time Alerts
Immediate notification on anomalies
Lead Time
Tracks production flow and delivery

Beyond Data Collection — Judgment and Action

Built to work as a field execution system, not just a monitoring tool.

Vision Camera
  • InputCamera FeedsCaptures line and injection processes
  • InferenceDefect Detection ModelDetects and classifies defect types
  • ActionOK / NG / NR VerdictsRecorded with confidence scores
  • OutcomeStable QualityFewer defects, consistent verdicts
Process Equipment
  • InputEquipment · PLC · SensorsReal-time process data
  • InferenceEdge AI InferenceLow-latency processing on-site
  • ActionAnomaly Detection & AlertsDetects warning signs in real time
  • OutcomeFaster ResponseCuts anomaly response time
People Workforce
  • InputWorker Voice & ChatOn-site communication
  • InferenceVLM Multimodal UnderstandingUnifies video, text, and voice
  • ActionTranslation & DashboardMultilingual, unified visualization
  • OutcomeOperational EfficiencyHigher productivity, lower cost

Every Product Gets One of Three Answers

Clear, consistent, and traceable — three states the shop floor already understands.

NGNo Good

Detects the defect and shows the cause, turning findings into on-site correction — not just disposal.

OKPass

Meets the standard and moves on to the next process, recorded with confidence score and timestamp.

NRNo Read

Low-confidence verdicts are routed to manual recheck. Nothing passes arbitrarily.

Field and Management, One Real-Time Screen

From a station's live inspection feed to line-level operation status, everything flows in the same console. No jumping between screens.

Station live inspection feed and verdict summary screen

An Edge Architecture Built for the Factory Floor

Each line runs a ‘Standard Vision Station’ — four edge cameras and one edge server. A server room ties the site together and scales line by line: start with one station, grow to the whole factory.

Unified control console showing inspection status across factories and lines
Lines / Site6+
On-Prem Inference100%
Cloud Dependency0
One-Stop Partner1
  • VLM multimodal AI models — vision object recognition and defect detection
  • Edge-tailored architecture — runs even on unstable networks
  • Built-in multilingual processing and on-site communication

Beyond Validation, Toward Global Expansion

Collaboration with Ansys secures the starting point for commercializing manufacturing DX globally.

AI vision station on a manufacturing line

Line analysis, quality inspection, and on-site communication in one AI solution

We hold VLM multimodal analysis models and lightweight edge inference technology, validated through an on-site PoC in Indonesia.

  • AI TechnologyVLM multimodal models · lightweight edge inference · multilingual processing
  • Field Validation (PoC)Verifying line fit and verdict accuracy at a manufacturing site in Indonesia
  • Global ExpansionCommercialization with Ansys, expanding across Southeast Asian manufacturing hubs

Bring Edge Vision AI to Your Line

See OK / NG / NR verdicts on your actual products. From planning to installation and setup, we're with you on-site.