Detect-Classify-Review is a web-based AI framework that automates accreditation document management by classifying files into their proper standards and serving as organized storage. Powered by a fine-tuned vision–language model, it helps institutions keep their accreditation documents well-structured, easy to access, and aligned with required standards.