Claysol Insightshttps://www.claysol.com/blog/ Engineering notes on intelligent machines from Claysol Media Labs.enWhat an AI-Native CMS Changes for OTT and FAST Operatorshttps://www.claysol.com/blog/ai-native-cms-ott-fast-operators/https://www.claysol.com/blog/ai-native-cms-ott-fast-operators/ Fri, 16 Oct 2026 09:00:00 -0000How AI in the content management system cuts manual metadata work, speeds up publishing and improves discovery for OTT and FAST streaming operators.Predictive Maintenance with Digital Twins: How to Run Your First Pilothttps://www.claysol.com/blog/digital-twin-predictive-maintenance-first-pilot/https://www.claysol.com/blog/digital-twin-predictive-maintenance-first-pilot/ Fri, 16 Oct 2026 09:00:00 -0000Where manufacturers should start with digital twins and predictive maintenance, what data is needed, and how to scope a pilot that pays back.How to Predict Battery Remaining Useful Life from the BMS Data You Already Havehttps://www.claysol.com/blog/predict-battery-remaining-useful-life-bms-data/https://www.claysol.com/blog/predict-battery-remaining-useful-life-bms-data/ Fri, 16 Oct 2026 09:00:00 -0000A practical guide for battery, inverter and UPS makers on turning existing BMS telemetry into state-of-health and remaining-useful-life forecasts.