Pinewell

Generalist response evaluation

English-language editorial checks, generalist response evaluation and documented source review.

Generalist response evaluation

Reviewers compare AI-generated responses against the task and the client's rubric. A rating is accompanied by a concise explanation tied to the relevant criterion, so the decision can be reviewed later.

Project work may involve pairwise comparison, instruction-following checks or assessment of whether a response addresses the user's request. Uncertain cases are marked for a quality lead rather than resolved through an unsupported assumption.

Start with a representative sample

Tell us what is being reviewed and what a useful result should contain.

Discuss the scope