Data Layer
Industrial IoT Data Platform
Demonstrates how operational data is collected, modeled, and exposed through modern industrial data platforms.
View case studyPortfolio
BridgeOps Framework Portfolio
A framework-driven portfolio showing how data, knowledge, intelligence, and automation capabilities connect into operational transformation.
The portfolio is organized around the BridgeOps Framework. Featured framework projects show the core transformation sequence. Additional projects provide supporting evidence across adjacent operational intelligence contexts.
Featured Framework Projects
Knowledge Layer
Engineering Knowledge Assistant
Demonstrates how organizational knowledge can be transformed into governed AI-assisted decision support.
View case studyIntelligence Layer
Predictive Maintenance Decision Intelligence
Demonstrates how operational data can be transformed into explainable maintenance recommendations and operational action.
Health states, RUL, risk scores, and recommendation logic.
View case studySupporting Projects
Secondary case studies with lighter emphasis that reinforce the core narrative through operational decision support, data governance, analytics, and applied machine learning.
Transfer Example ยท Regulated Environment
Clinical Operations Analytics Platform
Regulated analytics architecture focused on data governance, auditable KPIs, and stronger clinical-operations decision quality.
View case studyOperational Optimization
Energy Recommendation System
Applied ML system for coordinated operational energy decisions with portfolio prioritization and measurable grid impact.
View case studyHealthcare Decision Support
Heart Failure Readmission Analysis
Risk-focused analytics that connect clinical prediction to operational resource planning and intervention prioritization.
View case studyThe connecting principle