Revenue Recognition AI Reviewer

AuraOne, Inc.; United States; Remote; USD 28,000 - 55,000; Full time

Job summary

AuraOne, Inc. seeks a Revenue Recognition AI Reviewer to remotely assess evaluation prompts and responses against a published quality rubric. You will compare paired outputs, label edge cases, and produce structured feedback to retrain the model.

As a contractor, you’ll contribute asynchronously with at least 10 hours per week and must be authorized to work in the US. This role emphasizes attention to detail, clear rationale, and consistency across multi-page rubrics.

Qualifications

• Prior evaluation, annotation, or human-rater experience on revenue recognition AI evaluation or adjacent content for Revenue Recognition AI Reviewer work.
• 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.

Responsibilities

• Evaluate revenue recognition AI evaluation model outputs against a versioned rubric and assign severity tags for Revenue Recognition AI 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

Revenue Recognition AI evaluation

Financial analysis

Audit review

Risk reasoning

Revenue

Recognition

Job description

Revenue Recognition AI Reviewer is a remote evaluation track for reviewing revenue recognition ai 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 revenue recognition ai evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate revenue recognition ai evaluation model outputs against a versioned rubric and assign severity tags for Revenue Recognition AI 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.

Qualifications

• Prior evaluation, annotation, or human-rater experience on revenue recognition ai evaluation or adjacent content for Revenue Recognition AI 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.

Example tasks

• Compare two revenue recognition ai 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
• Revenue Recognition AI evaluation
• Financial analysis
• Audit review
• Risk reasoning
• Revenue
• Recognition

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.

Prior evaluation, annotation, or human-rater experience on revenue recognition ai evaluation or adjacent content for Revenue Recognition AI 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.