Remote AI Chat Evaluator: Workflow Review & Rubric Feedback

AuraOne, Inc.; United States; Remote; USD 34,000 - 49,000; Full time

Job summary

AuraOne, Inc. is seeking an AI Chat Generalist — Business Workflow Review contractor to remotely review prompts and responses, label edge cases, and provide structured feedback for retraining. This role focuses on auditing outputs against a dynamic quality rubric and contributing to auditable regression data.

You will compare paired outputs, assign severity tags, and document recurring failure modes. Strong written reasoning and attention to detail are essential for success in this independent

Qualifications

• Prior evaluation, annotation, or human-rater experience on ai chat generalist evaluation or adjacent content for AI Chat Generalist — Business Workflow Review 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 chat generalist evaluation model outputs against a versioned rubric and assign severity tags for AI Chat Generalist — Business Workflow Review 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

AI Chat Generalist evaluation

Job description

AuraOne, Inc. is seeking an AI Chat Generalist — Business Workflow Review contractor to remotely review prompts and responses, label edge cases, and provide structured feedback for retraining. This role focuses on auditing outputs against a dynamic quality rubric and contributing to auditable regression data.

You will compare paired outputs, assign severity tags, and document recurring failure modes. Strong written reasoning and attention to detail are essential for success in this independent