HiLabs is combining cutting-edge, explainable AI with healthcare-specific business ontologies to vastly improve data quality for its customers through its unique platform, MCheck™. Applying AI to data quality is quite unconventional and hard. In our initial iterations, traditional machine learning models (focused outcome based on specific inputs) did not work.
The challenging solution was to evaluate every possible pattern based on data that is also not perfect. Our team of healthcare-focused technologists and doctors iterated for years and achieved an out-of-the-box solution that can find monetizable insights in 4 billion health records with 100+ attributes, using a custom AI informed by deep medical ontologies.