Platform

One architecture from the controller to the cloud

SWNGAI connects to the systems already running your plant, normalizes their data into a single model, and delivers analytics, alerts, and an AI Copilot on top — all within an enterprise-grade cloud.

How SWNGAI Works

A single data model beneath every module

Data flows in from industrial and enterprise systems, is normalized into a shared model, and powers every module and dashboard. One source of truth, no manual reconciliation.

Sources — Shop Floor & Enterprise
PLCSCADAMESERPIoT SensorsIndustrial CamerasRobotics
Ingestion & Connectivity
Secure ConnectorsEdge GatewayStreaming PipelineData Normalization
SWNGAI Cloud — Unified Data Model
ProductionQualityMaintenanceInventorySupply ChainEnergySafety
Intelligence & Experience
Analytics & DashboardsAI CopilotAlerts & Work OrdersRole-based Access
Production

Production

Track production in real time from the enterprise level down to the individual machine. SWNGAI computes OEE, availability, performance, and quality continuously, so teams always know how they are performing against plan.

Key Features

  • Live OEE and throughput tracking
  • Bottleneck and constraint analysis
  • Shift and line performance reporting
  • Production scheduling and target tracking

Benefits

  • Higher throughput without new capital
  • Faster response to line issues
  • Consistent performance across shifts
Production — SWNGAI
Quality

Quality

Bring computer vision and quality data into one system. SWNGAI inspects units in real time, classifies defects automatically, and links every result to the machine, batch, and process conditions behind it.

Key Features

  • Computer vision inspection
  • Automated defect classification
  • Statistical process control (SPC)
  • Root-cause traceability

Benefits

  • Fewer defects reaching customers
  • Lower scrap and rework cost
  • Objective, consistent inspection
Quality — SWNGAI
Maintenance

Maintenance

Move from reactive repairs to predictive maintenance. SWNGAI models normal equipment behavior from sensor data and forecasts failures before they happen, generating and routing work orders automatically.

Key Features

  • IoT and PLC sensor ingestion
  • Failure prediction and health scoring
  • Automated work order generation
  • Maintenance history and asset records

Benefits

  • Less unplanned downtime
  • Lower maintenance spend
  • Extended asset life
Maintenance — SWNGAI
Inventory

Inventory

Keep the right materials on hand without tying up working capital. SWNGAI tracks stock in real time, forecasts demand from production schedules, and recommends optimal reorder points.

Key Features

  • Real-time stock levels
  • Demand forecasting
  • Automated reorder points
  • Material shortage alerts

Benefits

  • Lower carrying cost
  • Fewer stockouts and line stops
  • Unified view of material availability
Inventory — SWNGAI
Procurement

Procurement

Align purchasing with real production demand. SWNGAI links procurement to inventory and scheduling, tracks supplier performance, and streamlines the purchase order lifecycle.

Key Features

  • Purchase order management
  • Supplier performance scoring
  • Demand-aligned sourcing
  • Spend analytics

Benefits

  • Better supplier reliability
  • Reduced material cost
  • Fewer expedited orders
Procurement — SWNGAI
Supply Chain

Supply Chain

See the full flow of goods across your network. SWNGAI connects inbound logistics, production, and outbound delivery so you can anticipate disruptions and keep commitments.

Key Features

  • Inbound and outbound tracking
  • Disruption and delay alerts
  • Multi-site coordination
  • Delivery performance analytics

Benefits

  • Improved on-time delivery
  • Earlier disruption response
  • Reduced logistics cost
Supply Chain — SWNGAI
Energy

Energy

Measure and manage one of your largest controllable costs. SWNGAI meters energy by line, machine, and product, correlates it with output, and flags waste and demand spikes.

Key Features

  • Per-asset energy metering
  • Peak demand alerts
  • Energy-per-unit analytics
  • Carbon and sustainability reporting

Benefits

  • Lower energy cost
  • Reduced idle waste
  • Audit-ready reporting
Energy — SWNGAI
Safety

Safety

Protect your workforce with connected safety operations. SWNGAI records incidents, manages compliance workflows, and uses vision and sensor data to surface risks before they cause harm.

Key Features

  • Incident recording and analysis
  • Compliance and audit workflows
  • Vision-based hazard detection
  • Safety KPI dashboards

Benefits

  • Fewer incidents
  • Simplified compliance
  • Stronger safety culture
Safety — SWNGAI
Analytics

Analytics

Turn operational data into decisions. SWNGAI brings production, quality, maintenance, and cost data into one analytics layer with configurable dashboards and drill-down from plant to machine.

Key Features

  • Configurable dashboards
  • Cross-module reporting
  • Drill-down from plant to machine
  • Scheduled and exportable reports

Benefits

  • One source of truth
  • Faster, better decisions
  • Consistent KPIs across sites
Analytics — SWNGAI
AI Copilot

AI Copilot

Ask questions about your operation and get grounded answers. The SWNGAI Copilot draws on connected production, quality, and maintenance data to explain what happened, predict what is next, and recommend action.

Key Features

  • Natural-language operational queries
  • Root-cause explanations
  • Output and demand forecasting
  • Recommended actions with context

Benefits

  • Answers in seconds, not reports
  • Insight for every role
  • Less time hunting through data
AI Copilot — SWNGAI
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