Remote AI Evaluation Rubric Reviewer & Feedback Specialist

AuraOne, Inc.; United States; Remote; USD 34,000 - 55,000; Full time

Job summary

AuraOne, Inc. is seeking a remote AI Evaluation Rubric Writer reviewer to assess model outputs against a versioned rubric and assign severity tags. You will compare paired responses, label issues, and document recurring failures to help retrain the model.

Ideal candidates bring experience in evaluation, annotation, and cross-page rubric application, with strong attention to detail and the ability to articulate clear rationales. This is a remote contractor role requiring US work authorization.

Qualifications

• Prior evaluation, annotation, or human-rater experience on ai evaluation rubric writer evaluation or adjacent content for AI Evaluation Rubric Writer work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate AI evaluation rubric writer evaluation model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and pick the stronger answer with written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Attention to detail

Job description

AuraOne, Inc. is seeking a remote AI Evaluation Rubric Writer reviewer to assess model outputs against a versioned rubric and assign severity tags. You will compare paired responses, label issues, and document recurring failures to help retrain the model.

Ideal candidates bring experience in evaluation, annotation, and cross-page rubric application, with strong attention to detail and the ability to articulate clear rationales. This is a remote contractor role requiring US work authorization.