Knowl

Skill is process + output

AI-powered work IDE and evaluation layer — measures both output quality and learning effort

Writing Workspace

Rich editor with draft checkpoints and version history

AI Coach

Context-aware coaching linked to your current work

Transparent Scoring

Rubric deltas, prompt traces, and revision receipts

Cohort Insights

Private percentiles and personalized focus areas

Demo Accounts — Click to Sign In

Prof. Martinez

Tester

Create assignments, review submissions, set final scores

Alice Chen

Learner

Writing track · 3 assignments in progress

Bob Kim

Learner

Coding track · 2 assignments in progress

Carol Davis

Learner

Writing track · 2 assignments in progress

UMich AI Hackathon 2026 · Hackathon demo — no authentication required