AI-augmented video assessment for clinical competency evaluation. Leverage video recordings and AI to provide consistent, objective, and defensible skill checkoffs with timestamped feedback aligned to rubrics. Improve scalability and reduce rater variability while maintaining clinical integrity.
Automated Clinical Skills Assessment
Leverage video recordings and AI to provide consistent, objective, and defensible skill checkoffs with timestamped feedback aligned to rubrics. Reduce rater variability while maintaining clinical integrity and Expert-in-the-Loop (EITL) workflows.
How It Works
Set Rubric & Steps
Educators define the rubric and specific steps for each skill checkoff, establishing clear evaluation criteria and performance expectations.
Assign to Students
Students receive their assigned checkoff tasks and record their video performance, then upload it to the platform for evaluation.
AI Analysis & Grading
AI analyzes the uploaded video, automatically grading performance against the rubric and identifying areas of strength and improvement.
Detailed Feedback
The AI generates comprehensive feedback with comments and timestamps for each rubric area, providing specific, actionable insights tied to exact moments in the video.
Educator Review & Approval
The evaluated video and AI feedback are sent to the educator for final review. Educators can approve, modify, or add additional feedback using Human-in-the-Loop (HITL) workflows.
Formative & Summative Assessment
Create formative and summative assessments with rubric-aligned scoring to measure progression over time and verify competency outcomes with consistency.
Practice checkoffs give students low-stakes feedback before high-stakes evaluations. Summative checkoffs provide defensible competency evidence for accreditation and program outcomes. Together, they lead to increased student confidence and measurable competency lift.
AI Generated Skills Rubrics
Generate rubrics with competency-aligned criteria and scoring guidance that standardize evaluations, improve consistency, and support defensible assessment at scale.
Research & Evidence
Learn more about the validity and value of AI-augmented video assessment in clinical competency evaluation. Our research article synthesizes current literature (2024–2025) supporting the use of video and AI for clinical skill evaluation.