This workflow automates the high-volume, repetitive process of evaluating employee skills against competency frameworks. It ingests assessment data from simulations, tests, and project submissions, applies rubric-based scoring via specialized LLM agents, and determines credential eligibility. The operational upside comes from eliminating manual grading, reducing certification cycle times from weeks to hours, and ensuring objective, consistent evaluation at scale. Implementation requires integration with LMS platforms like Cornerstone or Workday, and orchestration logic to handle diverse assessment formats and data quality checks.




