This advanced product is designed to consolidate academic article, new-media, and student assignment evaluation processes into a single high-performance desktop workstation. When an instructor uploads submissions, the system locally normalizes the data, creates a dynamic paragraph- and sentence-level document map, masks personal information locally before model calls, applies evaluation criteria through structured XML profiles, checks citations with deterministic verification layers, and coordinates the entire flow (analysis, scoring, feedback, and audit) in a traceable pipeline. The goal is not to replace the instructor's academic judgment. It is to reduce repetitive review labor, attach feedback to exact document coordinates, and make the assessment workflow significantly more consistent, rapid, and auditable.