AI Agent Evaluator

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

Job summary

AuraOne is seeking an AI Agent Evaluator to remotely review and label ai agent evaluation prompts and responses against AuraOne's quality rubric. You will compare outputs, identify edge cases, and provide structured feedback to support retraining.

The role focuses on auditing model outputs, labeling issues with rubric clauses, and calibrating scores weekly to maintain high reviewer quality. Applicants must be authorized to work remotely in the US.

Qualifications

• Experience evaluating AI agent outputs against rubrics.
• Ability to apply rubrics consistently across long batches.
• Clear written reasoning naming issues and rubric clauses.
• Attention to detail and ability to flag problematic prompts.

Responsibilities

• Evaluate AI agent evaluation outputs against a rubric and assign severity tags.
• Compare paired responses and select the stronger answer with rationale.
• Label hallucinations and unsafe content with structured tags.
• Capture ambiguous prompts and route to rubric updates.
• Maintain reviewer quality scores by calibrating against gold-standard examples.
• Document recurring failure modes for model training.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

AI Agent evaluation

AI model evaluation

Job description

Category: Frontier Model Evaluation Pay: Hourly rate confirmed after the interview process Location: Remote - US-eligible Contractor

AI Agent Evaluator is a remote evaluation track for reviewing ai agent evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn ai agent evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate ai agent evaluation model outputs against a versioned rubric and assign severity tags for AI Agent Evaluator 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.

Qualifications

• Prior evaluation, annotation, or human-rater experience on ai agent evaluation or adjacent content for AI Agent Evaluator 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.

Example tasks

• Compare two ai agent evaluation model responses to the same prompt and pick the stronger one with rationale.


• Tag an unsafe response with the correct policy category and severity.


• Audit a 50-row batch for rubric consistency and report drift to the program lead.


• Propose a rubric clarification after spotting a recurring failure mode.

Nice to have

• Background in linguistics, content moderation, or trust & safety review.


• Experience with inter-rater agreement metrics and calibration cycles.


• Domain expertise that lets you spot subject-matter errors automated checks miss.

Skills

• Model output evaluation


• Rubric-based annotation


• Severity tagging


• Inter-rater calibration


• AI Agent evaluation


• AI model evaluation

Work model

Remote - US-eligible. Remote Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

Hourly rate confirmed after the interview process.