QuickMark AI is an educational analytics tool designed to convert student schoolwork into structured academic insights. Its primary function is to analyze submitted work, including handwritten pages, Word documents, and PDFs, to identify specific learning gaps and track skill proficiency over time. The system uses a vision-engineered OCR pipeline to parse handwriting and preserve spatial layout, addressing common issues with generic AI tools that may misread or summarize handwritten content. QuickMark AI is currently in early access, with diagnostics optimized over time as the system processes more data and incorporates parent observations. The tool offers a range of features focused on continuous assessment and progress monitoring. It provides K-12 subject diagnostics, adaptive knowledge benchmarking, and longitudinal skill mapping that tracks student sub-skill mastery across curriculum topics. Users can upload work without explicit answer keys, as the system evaluates submissions against expected academic benchmarks. Planned features include a 1-click curriculum anchor system for selecting grading rubrics and custom rubric anchoring for localized guidelines. Subscription tiers include a Parent Basic plan with 60 AI requests per month and a 30-day free trial, with higher tiers offering increased limits, priority support, and cohort-wide progress monitoring for institutions. Typical use cases involve parents, educators, or tutors uploading photos of handwritten homework or digital documents. The system processes the work to generate diagnostic reports that highlight foundational gaps and conceptual understanding across grade levels and subjects, from primary storytelling structures to high school history thesis arguments. The workflow is designed to replace manual prompt management required by generic chatbots, instead using structured schemas to maintain data integrity and historical trendlines across successive submissions. The tool is accessed via a web platform, with no specific hardware requirements beyond a device capable of uploading images or documents.