ProofPilot

ProofPilot is a web app (with optional LMS add-ons) that audits assessment results for common grading and scoring mistakes before grades are released. Upload a CSV export from Canvas/Moodle/Google Classroom or connect via API, and ProofPilot runs checks like: rubric points not summing to totals, inconsistent partial credit patterns, duplicate or missing submissions, outlier detection by section/TA, and question-level anomalies that suggest miskeyed answers or broken auto-grading rules. It generates a short “release checklist” report and a list of flagged items with suggested fixes and links back to the source record. This is not a magic AI grader; it’s a reliability layer that reduces regrade requests, student disputes, and embarrassing corrections. It also logs an audit trail for departments that need defensible grading processes.