Typography Production Reviewer

AuraOne, Inc.; United States; On-site; USD 28,000 - 55,000; Part time

Job summary

AuraOne, Inc. seeks a remote Typography Production Reviewer to evaluate model outputs against a rubric and provide structured feedback. You will compare paired responses, label edge cases, and document failures to help retrain the system.

This is a remote contractor role with US eligibility and requires reliable availability of at least 10 hours per week. Responsibilities include tagging severity, collecting rationales, and contributing to rubric updates.

Qualifications

• Experience in evaluation, annotation, or human-rater work on typography production evaluation or related content.

Responsibilities

• Evaluate model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger one with a rationale.
• Label hallucinations, instruction-following failures, and unsafe content with tags.
• Capture ambiguous prompts and flag for rubric updates.
• Calibrate reviewer-quality scores against gold-standard examples weekly.
• Document recurring failure modes for model improvement.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Typography Production evaluation

Creative review

Production quality

Design critique

Typography

Job description

Typography Production Reviewer is a remote evaluation track for reviewing typography production 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 typography production evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate typography production evaluation model outputs against a versioned rubric and assign severity tags for Typography Production 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 typography production evaluation or adjacent content for Typography Production 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 typography production 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
• Typography Production evaluation
• Creative review
• Production quality
• Design critique
• Typography

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.