Evaluation Rubrics

Rubrics that make LLM evaluation consistent, auditable, and improvable.
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Evaluation Rubrics

Rubrics make evaluation consistent: you score outputs against defined criteria.

Enterprise rubrics also define what evidence is required for high-risk tasks.

See also

LLM Evaluation Metrics Human-in-the-Loop Quality Gates

FAQ

What is an evaluation rubric?
A scoring framework that makes output quality measurable and consistent.

What dimensions should rubrics include?
Correctness, clarity, safety, completeness, and task usefulness.

How do we handle subjective scoring?
Define examples and anchors for each score; calibrate reviewers.

How do rubrics become gates?
Define pass thresholds and enforce them during release of prompt/model changes.

What’s the first improvement?
Define 3–5 rubric dimensions and score a small baseline test set.