AI-assisted grading platform for associations, credentialing bodies and advanced training programs that applies evaluation criteria precisely, explains every decision, and supports human-in-the-loop (1–3 grader) workflows for transparent, consistent, accurate assessment. Delivers rich learner feedback and cohort reports, competency heatmaps and rule-based reasons per criterion; handles short/long answers, complex math and spreadsheets, integrates via API with LMS/CRMs and communication tools, and uses domain-tuned models for finance and health.