CLAYSOL INSIGHTS

Engineering notes on intelligent machines.

Practical writing on predictive maintenance, battery analytics, connected products, embedded HMI and AI-native streaming, from the team that builds them.

OTTAI CMS

What an AI-Native CMS Changes for OTT and FAST Operators

How AI in the content management system cuts manual metadata work, speeds up publishing and improves discovery for OTT and FAST streaming operators.

16 Oct 2026 · 2 MIN

AI for ManufacturingDigital twins

Predictive Maintenance with Digital Twins: How to Run Your First Pilot

Where manufacturers should start with digital twins and predictive maintenance, what data is needed, and how to scope a pilot that pays back.

16 Oct 2026 · 2 MIN

BatteryIQBattery analytics

How to Predict Battery Remaining Useful Life from the BMS Data You Already Have

A practical guide for battery, inverter and UPS makers on turning existing BMS telemetry into state-of-health and remaining-useful-life forecasts.

16 Oct 2026 · 3 MIN