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AI agent for secondary school teachers

Essay Feedback Rubric Consistency Agent

Consistent rubric scores and specific feedback for every essay in a set

Quality controlGovernmentEducation
See how it worksGet access
Essay Feedback Rubric Consistency Agent: what goes in, what the agent does and what you get

What it does

Teachers grading a tall stack of essays get tired, and the same essay can earn a different score at 9 pm than at 4 pm. This agent pulls the essays and rubric from the learning system and drafts feedback for each rubric row, quoting the student's own lines as evidence. The teacher scores each essay using that draft. Then the agent compares scores across the whole set, grouping essays with similar evidence. Any score more than one level away from similar papers is listed with side-by-side quotes so the teacher can re-read it, and the agent re-runs the comparison after changes. The teacher always sets the final grade and releases it. Edge case: if an essay looks heavily copied or AI-written, the agent does not accuse anyone; it lists the passages that need a closer look and leaves the decision to the teacher.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
ApprovedYes, continueApprovedNo 1 STARTS WHEN Essay assignment closes 2 USES A TOOL Pull essays and the rubric from the LMS 3 DOES Draft feedback per rubric row with quoted evidence 4 YOU APPROVE Teacher scores each essay using the draft feedback 5 USES A TOOL Compare scores across essays with similar evidence 6 CHECKS THE RESULT Is every score within one level of similar essays? If not: list outliers with side-by-side quotes for theteacher to re-read. Back to step 4. 7 YOU APPROVE Teacher releases grades and feedback 8 RESULT Graded set with consistent feedback
Read the steps as a list
  1. Essay assignment closes
  2. Pull essays and the rubric from the LMS
  3. Draft feedback per rubric row with quoted evidence
  4. Teacher scores each essay using the draft feedbackThe agent waits here for your OK.
  5. Compare scores across essays with similar evidence
  6. Is every score within one level of similar essays?If not: list outliers with side-by-side quotes for the teacher to re-read. Back to step 4.
  7. Teacher releases grades and feedbackThe agent waits here for your OK.
  8. Graded set with consistent feedback

How it decides

It compares each essay's rubric scores to essays with similar evidence. A paper is flagged when its score differs by a full level from the closest matches.

  • Feedback must quote the student's own words for each rubric row
  • Score gaps of one full level from similar essays are flagged
  • Possible integrity issues are listed, never labeled

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Rubric to use
  • Outlier gap that triggers a flag (default 1 level)
  • Feedback length per row (default 2 sentences)
  • LMS used (Google Classroom, Canvas, Schoology)

What keeps you in control

It always asks you first

  • Teacher sets every grade
  • Teacher releases grades to students

Hard limits

  • Never posts grades or feedback to students on its own
  • Never labels a student as cheating

It stops when

  • Done: all essays scored with no unresolved outliers
  • Stop: rubric is missing

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensFor 112 argument essays due Oct 3, the agent drafted feedback and Ms. Chen scored them over two evenings. The consistency check flagged 9 outliers. Essay 87 had a 2 on evidence while three essays with the same number and quality of quotes had 3s. She re-read all 9 and changed 5 scores. The agent re-ran the comparison, found no gaps over one level, and she released grades on Oct 7.

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