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Rubric feedback
Rubrics showed speed matters only with specifics.
So each essay comes back fast, with rule-by-rule scoring, a model answer, and a minimum-passing floor.
Research to product
Per-rule
Score every rule the essay was supposed to hit.
Model answer
Return a top-scoring answer plus a passing floor.
Examiner-calibrated