# Review learner work with AI: build a rubric and keep the final decision human

LearnIA — teaching template — 2026-10-14

Use fictional data for the first trial. Adapt this template to your context and verify the result before using it.

## Brief to complete

- Objective and intended decision :
- Audience and context :
- Documents, versions and sources :
- Constraints and boundaries :
- Expected output format :
- Information to confirm :
- Reviewer :

## Starter instruction

Apply the supplied rubric to the work. For each criterion, give an observation supported by a passage, explain its relevance and propose a formative next step. Separate evidence from interpretation. Do not infer effort, personality or AI use. Do not make a final grading decision. Flag ambiguous cases for the educator.

## Quality review

- [ ] Criteria match the published task.
- [ ] Observations are supported by the work.
- [ ] Ambiguous cases are marked.
- [ ] The educator reviews comments and makes the final decision.

## Verification log

| Item | Source or calculation | Result | Correction |
| --- | --- | --- | --- |
| | | | |

## Approval and next step

- Remaining errors :
- Assumptions to resolve :
- Retained version :
- Next action and owner :

Full tutorial, example and sources : https://learn-prompting.fr/blog/corriger-travaux-ia-grille-evaluation

This resource prepares a draft; it is not a certification, a grading decision, legal advice or a guarantee of results.
