Our Platform

Our framework, a blend of leading open-source and proprietary technologies, forms the backbone of our operations. It adeptly manages the seamless ingestion and transformation of extensive multimodal healthcare data, crucial for powering our Machine Learning algorithms. Beyond that, it serves as the core for training and deploying these algorithms, all while adhering to SOC2 and HIPAA standards.

Our machine learning algorithms stand at the forefront of research and development in the field, harnessing recent breakthroughs, particularly in representation learning. Among these advancements, our Vulnerability Network™ catalog serves as a key set of representations, enabling the identification of unforeseen responders to cancer drugs. Beyond their biological interpretability, Vulnerability Networks™ have demonstrated efficacy in target discovery and rational drug combination design. Our algorithms facilitate the use of real-world data for retrospective validation and prospective evaluation in clinical settings.

Effectively visualizing intricate patient data and corresponding predictions on interventions is pivotal for informed decision-making, whether in a research environment or during patient care. Our platform facilitates swift interpretation and exploration of data, algorithms, and insights via a sophisticated web-based user interface. This interface not only caters to external clients but also supercharges internal research initiatives.