Knowledge base

Articles

Implementation-focused guides for industrial engineers, reliability teams, automation teams, and manufacturing data professionals.

Data Analytics

AVEVA PI System Overview for Engineers

A practical overview of AVEVA PI System concepts including tags, assets, historians, AF, event frames, and dashboards.

Industrial AI

The Complete Guide to Industrial AI

A practical introduction to Industrial AI for engineers, manufacturers, reliability teams, automation teams, and plant leaders.

Digital Transformation

Digital Transformation Roadmap for Factories

A practical roadmap for industrial digitalization projects, from data foundations to dashboards, AI, and adoption.

Industrial AI

How to Start an Industrial AI Project

A practical step-by-step guide for choosing, scoping, and launching an Industrial AI project in a factory.

Manufacturing Analytics

Industrial KPIs Every Plant Should Track

A practical list of production, reliability, maintenance, quality, energy, and safety KPIs for manufacturing plants.

Reliability

MTBF vs MTTR: What Reliability Engineers Need to Know

A practical explanation of MTBF and MTTR, including formulas, examples, and how to use them in maintenance analysis.

Manufacturing Analytics

OEE Explained for Manufacturing Engineers

A clear explanation of Overall Equipment Effectiveness, including availability, performance, quality, and practical interpretation.

Automation

OPC UA vs MQTT for Industrial Data

A practical comparison of OPC UA and MQTT for engineers working with industrial data integration.

Data Analytics

Power BI for Manufacturing Dashboards

How to design practical Power BI dashboards for production, reliability, maintenance, quality, and energy teams.

Reliability

Predictive Maintenance Explained

A practical guide to predictive maintenance, how it works, where it fails, and how engineers can implement it.

Data Analytics

Python for Industrial Data Analysis

How engineers can use Python to clean, analyze, visualize, and model industrial time-series data.

Reliability

Root Cause Analysis for Engineers

A practical guide to RCA methods, mistakes, and how to turn failure events into reliability improvement.

Data Analytics

SQL for Manufacturing Engineers: Practical Queries to Start With

A practical SQL guide for engineers working with production, downtime, quality, and maintenance data.