PITCH is a new initiative focussed on understanding new models for delivering sustainable and proactive health assessments with a focus on patient engagement. It is a collaborative program that includes computer scientists, engineers, data scientists, clinicians, home care providers, and industry partners. In this work, we aim to develop novel security, auditing, analysis and visualization tools to support this and other emerging digital health systems and connected devices.