Providing an artificial intelligence-driven software platform for assessing workforce and incoming talent, providing valuable insights to both employers and candidates; software platform for identifying a qualified candidate pool, performing predictability analysis while prioritizing diversity attributes in assessments and allowing candidates to evaluate organizational culture, values alignment, and sentiments, empowering them to make more informed decisions about their career paths.