Remote Consumer Evaluation & Feedback Specialist

AuraOne, Inc.; United States; On-site; USD 21,000 - 34,000; Full time

Job summary

AuraOne, Inc. is seeking a remote Consumer Reviewer to evaluate consumer evaluation prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to retrain models.

Responsibilities include scoring outputs against rubrics, tagging severity, and documenting recurring issues for the modeling team. This contractor role requires strong attention to detail, clear written reasoning, and reliable async availability for at least 10

Qualifications

• Prior evaluation, annotation, or human-rater experience on consumer evaluation or adjacent content for Consumer Reviewer 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 consumer evaluation model outputs against a versioned rubric and assign severity tags for Consumer Reviewer 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 to evaluate consumer evaluation prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and provide structured feedback to retrain models.

Responsibilities include scoring outputs against rubrics, tagging severity, and documenting recurring issues for the modeling team. This contractor role requires strong attention to detail, clear written reasoning, and reliable async availability for at least 10