5-layer stack integrating Operational Technology (OT) historians, SWAPP intelligence, Dynamics Computerized Maintenance Management System (CMMS), and Power BI (Business Intelligence) — designed for hybrid environments with security at every layer
From OT data collection to business-level financial dashboards
Executive dashboards, financial impact reporting, fleet KPIs, board-ready analytics
Work orders, maintenance scheduling, cost tracking, field service dispatch
Shared data model, case management, cross-system integration, master data
Explorer, Trend, Stats, Alert, Insight, Report — anomaly detection, pattern recognition, Root Cause Analysis (RCA)
SCADA (Supervisory Control and Data Acquisition) / DCS (Distributed Control System) sensors, OPC UA/Modbus, time-series collection, edge compute
From anomaly detection to resolution with continuous ML feedback
Every resolved case feeds back into the ML pipeline, improving future detection accuracy across the fleet
Designed for enterprise environments with on-premises OT systems, DMZ security, and cloud capabilities
Purpose-built storage for every stage of the predictive pipeline
Engineered features for ML models
Versioned ML model registry
Predictive cases & CMMS tracking
Expert annotations & feedback
Fleet-wide failure signatures
RCA knowledge base & runbooks
Financial impact & KPI data
Core principles that keep the platform maintainable and scalable
piwebapi (.NET) for operational speed, pifastapi (Python) for analytics power. API Gateway routes to the right backend based on use case.
swapp.* modules are plug-ins with shared auth, navigation, and data APIs. New modules can be added without platform changes.
Detection flows to Dynamics 365 work orders. Resolution outcomes feed back into ML training for continuous improvement.
AI recommends; write-actions are gated and auditable. All data access is logged with full lineage tracking.
PI is supported and improved; Scadanerve proves independence gradually. Both paths coexist during transition.
How data moves from sensors to business outcomes
OPC UA / Modbus
PI / Scadanerve
Detection & RCA
Execution
Financial Impact
Enterprise-grade security controls at every layer
Complete visibility into platform health and performance
Structured logging with correlation IDs across all services
Service Level Indicators (SLIs) for latency, error rate, throughput, and data freshness
Distributed tracing from user request to data source and back
Explore our modules or review the deployment roadmap