Subjective answer evaluation software

Subjective answer evaluation built around your rubric

Subjective answers cannot be graded responsibly by keyword matching alone. PaperGrader helps educators organise rubric-based AI suggestions, inspect the answer in context and decide the final mark themselves.

For assessments where reasoning earns the marks.

Use this workflow for descriptive, short-form and long-form answers where an institution needs a consistent way to apply marking criteria while leaving room for valid alternative reasoning and expert judgement.

Consistent criteria do not remove the need for academic judgement.

A rubric makes expectations explicit, but evaluators still need to consider partial credit, reasoning quality, relevant examples and exceptions. PaperGrader structures that work by attaching score suggestions and feedback to the question and rubric context instead of treating a response as a black-box total.

How the evaluation workflow operates

  1. 01

    Define scoring criteria

    Create or select a rubric that describes the intended criteria, mark allocation and assessment context.

  2. 02

    Prepare a question-level view

    Bring the answer content and the relevant question together for review.

  3. 03

    Generate a draft evaluation

    AI produces a rubric-based suggestion, including question-level feedback where available.

  4. 04

    Apply expert judgement

    An educator checks the draft against the original answer and can modify the score or feedback.

  5. 05

    Publish after approval

    Only an authorised review decision should move a result from draft to approved status.

AI should support moderation, not replace it.

PaperGrader can help make rubric application more consistent, but it does not decide whether an answer demonstrates sufficient knowledge. Educators remain responsible for rubric approval, edge cases, final marks and any revaluation or appeal process.

Operational benefits

  • A repeatable rubric-first workflow across evaluators
  • Per-question draft scores instead of an unexplained total
  • Reviewer edits and approvals captured in the assessment record
  • Useful context for student feedback and grade queries
  • A clearer foundation for moderation discussions

Continue the evaluation

Discuss your institution's evaluation workflow