Back to workAI Assignment
AI Assignment
Grader
Automated grading pipeline for LearnUpon — converting student submissions, grading against rubrics with AI, and delivering personalised feedback at scale.
~0
Manual hours
Auto
Feedback delivery
∞
Scalable grading
n8nGemini APICloudConvertSupabase

The problem
The Challenge
Multiple courses with assignment-based assessments. Every submission needed to be opened, reviewed against rubrics, and graded manually — creating a bottleneck that worsened with every new enrolment.
- •Every submission manually opened, read, and graded
- •Turnaround times stretching to days
- •Feedback quality varied between markers
- •Resubmissions created duplicate workload
The build
The Solution
An end-to-end grading pipeline triggered by LearnUpon webhooks. Submissions are automatically detected, converted to a readable format, matched against the correct rubric, graded by AI, and feedback is delivered — all without human intervention.
01
Webhook trigger
02
Detect & convert
03
Match rubric
04
AI grading
05
Store results
06
Deliver feedback
The outcome
The Results
Students receive feedback within minutes, not days.
~0
Manual hours
Auto
Feedback delivery
∞
Scalable grading


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