What we've built

Products

EdTech · Agentic AI

Sheldon

The Problem

OSM platforms digitise the paper, not the teacher's thinking. Step-by-step partial credit still requires a full re-read — at scale, as slow as marking on paper.

The Solution

Sheldon reads the entire handwritten response — working steps, diagrams, final answer — using computer vision and OCR. An agentic pipeline maps each step to the rubric, awards partial credit where earned, and surfaces a draft gradesheet. The teacher reviews, adjusts if needed, and approves. Evaluation time drops from minutes to seconds per script.

Demo

Architecture

AnswerSheetOCR+VisionStepScorerTeacherReviewRubricEngineAgenticGrader
Computer VisionOCRMultimodal LLMAgentic Pipeline

Product Brief

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