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Grading and feedback

How grading works

The assistant proposes; you decide. How scores are made and how you stay in control.

Updated July 28, 2026

The most important thing to know about grading in LawGrader: the assistant proposes, and you decide. A score is never final until you approve it.

What happens when you grade

When you grade a paper, the assistant reads it against your rubric and proposes a score for each criterion, with a short justification and margin comments tied to specific passages. It is doing the first read, the way a teaching assistant might, so you can react to something concrete instead of starting from a blank page.

How you stay in control

  • AI scores are proposals. You adopt, adjust, or override any of them. Your number always wins.
  • Every comment is reviewable. Keep the ones that help, dismiss the ones that do not.
  • Nothing reaches a student until you release it. Grading and releasing are separate steps on purpose.
  • If part of a paper could not be read, you are told, not guessed at. Some criteria are judged from the look of the page rather than the words, and occasionally that read cannot happen: a submission has no PDF, or the read simply fails. Those criteria come back unscored and the paper shows as Incomplete instead of a number, because a score covering only part of your rubric would misrepresent the work in either direction. Score the missing criteria yourself and the grade completes normally.

How much help you want

You choose how much the assistant does, per assignment. It can simply read and surface observations, it can propose scores against your rubric, or it can draft student-facing feedback. You can dial that up or down at any time.

Calibration: teaching it your standards

Before you grade a whole stack, you can calibrate on a few papers you have already graded yourself. The assistant learns from where your scores differ from its proposals, so the rest of the batch lands closer to how you actually grade. This is optional, and it is one of the best ways to make the feedback feel like yours.

Bulk grading

Once you are confident, you can grade a whole set at once and then review the results, rather than opening each paper one at a time. You still confirm before anything is released.

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