PreSAGE is an advanced predictive patient monitoring system based on three key principles: non-contact, non-intrusive, and continuous observation. This AI-driven platform enhances patient safety and care quality while prioritizing privacy during data collection ensuring that identifiable features remain undisclosed, it maintains patient confidentiality. Installed on ceilings for seamless monitoring, PreSAGE allows care teams to respond quickly, significantly reducing the risk of falls among patients.