Set and Production Design Expert

AuraOne Human Data; United States; Remote; USD 55,000 - 96,000; Full time

Job summary

AuraOne Human Data is seeking a Set and Production Design Expert for a remote contractor role focused on evaluating AI outputs across production design review workflows. Reviewers grade craft, constraints, tooling adherence, flag readiness issues, and document corrected approaches to train the modeling team.

The role emphasizes studio-quality critique, adherence to firm style guides, and clear written reasoning.

Qualifications

• Portfolio or production experience in set and production design creative review or an adjacent creative discipline.
• Hands-on familiarity with the standard tooling for the discipline.
• Clear written reasoning that names the craft issue and the standard being applied.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Review AI outputs against current set and production design creative review craft and tooling standards for Set and Production Design Expert assignments.
• Grade composition, constraint adherence, and production-readiness on a structured rubric.
• Flag tooling-specific failures (file format, scale, naming, layer hygiene) with severity tags.
• Capture the corrected approach or reference so the modeling team can train on it.
• Adjudicate disputed creative judgments against published references or firm style guides.
• Maintain reviewer-quality scores in inter-rater calibration cycles.

Skills

Creative review

Production craft

Tooling fluency

Asset evaluation

Set and Production Design review

Design

Job description

Set and Production Design Expert is a remote review track for evaluating AI outputs across set and production design creative review workflows. Reviewers grade craft, constraints, and tooling adherence; flag production-readiness issues; and document the corrected approach so the modeling team can train on it.

Why this role matters

Set and Production Design creative review AI is only useful if a working professional would actually ship the output. AuraOne uses portfolio-credentialed reviewers to grade outputs the way a senior creative would — with craft, constraints, and tooling all in scope.

Responsibilities

• Review AI outputs against current set and production design creative review craft and tooling standards for Set and Production Design Expert assignments.
• Grade composition, constraint adherence, and production-readiness on a structured rubric.
• Flag tooling-specific failures (file format, scale, naming, layer hygiene) with severity tags.
• Capture the corrected approach or reference so the modeling team can train on it.
• Adjudicate disputed creative judgments against published references or firm style guides.
• Maintain reviewer-quality scores in inter-rater calibration cycles.

Qualifications

• Portfolio or production experience in set and production design creative review or an adjacent creative discipline for Set and Production Design Expert work.
• Hands-on familiarity with the standard tooling for the discipline.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the craft issue and the standard being applied.
• Reliable async availability for at least 10 hours per week.

Example tasks

• Grade a model's set and production design creative review output against the brief and rate craft, constraints, and production-readiness.
• Flag a tooling-specific failure (incorrect file format, unsupported feature, naming convention) with severity.
• Adjudicate a disputed creative judgment between two reviewers using a firm style guide.
• Audit a 25-asset batch for rubric consistency and report drift to the program lead.

Nice to have

• Studio, agency, or in-house team experience shipping production work.
• Prior experience reviewing AI-assisted creative tooling and its failure modes.
• Familiarity with AAA or feature-grade pipelines and asset standards.

Skills

• Creative review
• Production-grade craft
• Tooling fluency
• Asset evaluation
• Set and Production Design creative review
• Design

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.

Application process

Apply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.