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Automated Feedback Assistant

Analyzes essay structure and argumentation against the assignment's rubric, drafts specific formative commentary, and returns it to the teacher for confirmation — never bypassing them.

READS FROMSubmitted essays, assignment rubric

MCP SERVEREducation Data Server

MODELRouted to reasoning-tier open model

HANDS OFF TOCurriculum Mapping & Alignment Agent

RUN THE AGENT

Set your essay volume, model the feedback turnaround

Adjust volume and turnaround time and the agent recalculates hours saved and turnaround improvement instantly.

ASSUMPTIONS

Essays / month 4200

Manual feedback time per essay (min) 15

Agent feedback time per essay (min) 1.5

Teacher cost per hour (£) 32

Feedback turnaround, baseline (days) 9

Feedback turnaround, with agent (days) 1.5

Learning-outcome gain per faster feedback day 0.4%

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Feedback hours saved / month

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Labor savings / month

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Turnaround improvement

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Estimated learning-outcome gain

Metric	Value

HOW IT WORKS

What the agent actually does

1. Read the essay	Analyzes structure, argumentation, and mechanics against the assignment's rubric.
2. Draft formative commentary	Generates specific, actionable comments on structural gaps — thesis clarity, evidence use, organization — not just a grade.
3. Flag for teacher review	Surfaces the draft feedback and a suggested grade band for the teacher to confirm or adjust, keeping the teacher as the final authority.
4. Hand off	Returns confirmed feedback to students on a faster turnaround, and aggregate gap patterns to the Curriculum Mapping & Alignment Agent to inform teaching focus.