Remote AI Output Evaluator for Consumer Reviews & Rubrics

AuraOne, Inc.; United States; Remote; USD 34,000 - 48,000; Part time

Job summary

AuraOne, Inc. is seeking a remote Consumer Reviewer for AI Output Evaluation to help review consumer prompts and responses against AuraOne's quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to help retrain models.

This independent contractor role requires clear written reasoning, strong attention to detail, and reliable async availability for at least 10 hours per week. Remote work eligibility is limited to US residents.

Qualifications

• Prior evaluation, annotation, or human-rater experience on consumer evaluation or adjacent content for Consumer Reviewer — AI Output Evaluation work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate consumer evaluation model outputs against a versioned rubric and assign severity tags for Consumer Reviewer — AI Output Evaluation assignments.
• Compare paired responses and pick the stronger answer with a 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

Consumer evaluation

Job description

AuraOne, Inc. is seeking a remote Consumer Reviewer for AI Output Evaluation to help review consumer prompts and responses against AuraOne's quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to help retrain models.

This independent contractor role requires clear written reasoning, strong attention to detail, and reliable async availability for at least 10 hours per week. Remote work eligibility is limited to US residents.