Engineering knowledge that builds smarter factories.
Practical guides, calculators, templates, and industrial AI workflows for engineers turning plant data into better decisions.
Knowledge, tools, and applied analytics for modern factories.
Big ideas. Original sources.
Explore selected publications from Siemens, Microsoft, NVIDIA, Rockwell Automation, and the World Economic Forum, with practical takeaways for your plant.
Explore the reading room →Featured articles
AVEVA PI System Overview for Engineers
A practical overview of AVEVA PI System concepts including tags, assets, historians, AF, event frames, and dashboards.
The Complete Guide to Industrial AI
A practical introduction to Industrial AI for engineers, manufacturers, reliability teams, automation teams, and plant leaders.
Digital Transformation Roadmap for Factories
A practical roadmap for industrial digitalization projects, from data foundations to dashboards, AI, and adoption.
Calculators engineers can actually use.
Start with reliability and production calculations. More industrial AI tools will be added into the same system.
Downtime Analyzer
Paste stoppage data and rank equipment by downtime impact.
MTBF Calculator
Calculate mean time between failures from operating hours and failure count.
OEE Calculator
Calculate availability, performance, quality, and overall equipment effectiveness.