SWAPP is the Fleet Reliability & Predictive Maintenance Platform that turns operational data into predictable financial outcomes
SWAPP occupies the critical gap between Operational Technology (OT) historians and enterprise CMMS. Where historians collect data and CMMS manages work orders, SWAPP provides the intelligence layer: detecting anomalies, classifying failure modes, performing Root Cause Analysis (RCA), creating cases, and measuring financial impact.
Closed-loop reliability from detection to Dynamics 365 CMMS execution with financial tracking
Multi-technology fleet coverage across Thermal, Hydro, Wind, Solar, and Pumped-Storage Hydro (PSH)
AI embedded in every workflow from natural language queries to autonomous monitoring agents
Microsoft ecosystem native with Dynamics 365, Dataverse, Power BI, and Microsoft Entra ID
SWAPP solves specific problems for each stakeholder in fleet operations
Primary Users
Machine Learning (ML)-assisted anomaly detection replaces manual data trawling. Pattern library and similarity search accelerate RCA from days to hours.
Remote Operations Center
Real-time fleet-wide alerting with prioritized action lists. Cross-plant anomaly correlation and automated escalation workflows.
Maintenance Planning
Predictive cases flow directly into Dynamics 365 work orders. Condition-based scheduling replaces calendar-based maintenance.
Analytics & ML
pipolars SDK + pifastapi provide governed access to fleet data with industrial transforms. Feature store and model registry for production ML.
Business Impact
Every predictive action is financially quantified. Avoided outage costs, Capital Expenditure (CAPEX) deferral, and revenue uplift tracked in Power BI (Business Intelligence) dashboards.
Strategic Decision Making
Board-ready reliability dashboards, EBITDA (Earnings Before Interest, Taxes, Depreciation & Amortization) impact tracking, and investor-grade reporting for Independent Power Producer (IPP) finance and M&A readiness.
SWAPP fills the category gap between analytics tools, OEM APM, and CMMS
Unlike analytics-only tools (Seeq, TrendMiner), SWAPP connects detection to Computerized Maintenance Management System (CMMS) work orders and tracks resolution outcomes.
Unlike Original Equipment Manufacturer (OEM) APM (GE APM, Siemens), SWAPP covers all technologies: Thermal, Hydro, Wind, Solar, PSH — regardless of OEM vendor.
Every detection is financially valued. Avoided outage cost, CAPEX deferral, and revenue uplift calculated per action.
Cross-plant, cross-OEM, cross-technology benchmarking. Pattern library grows with every resolved case across the fleet.
Built on Azure with Dynamics 365, Dataverse, Power BI, and Microsoft Entra ID. No additional ecosystem to maintain.
Labeling corpus, CMMS execution results, fleet benchmarks, and closed-loop ML create compounding competitive advantage.
6 operating domains from detection to organizational learning
Every resolved case feeds back into detection models, creating a self-improving reliability system
The core values that drive platform development
Everything observable with logs, metrics, and traces. APIs are products with clear contracts and SLAs.
Shared navigation, authentication, and data layer. Modules plug in seamlessly without platform changes.
AI recommends; write-actions are gated and auditable. Human oversight on all critical operations.
Improve PI now, build open pipeline for tomorrow. Strategic flexibility without disrupting operations.
How we measure fleet reliability transformation success
Explore use cases, review the business case, or dive into the technical architecture