Creative Evaluation Lead, Artwork

Workman Labs; Los Angeles, Northern (CA, KY); Hybrid; USD 210,000 - 330,000; Full time

Job summary

Netflix is seeking a Creative Evaluation Lead for Artwork to drive the AI-driven transformation of promotional artwork, designing rubrics and evaluation criteria for AI models and overseeing QC on outputs.

As a Lead, you will bridge creative, product, and ML R&D teams to scale AI-first artwork at Netflix scale, ensuring reliability in asset fulfillment within content-launch workflows.

Qualifications

• 7+ years of hands-on professional creative making experience with a focus on artwork.
• Familiarity with AI image/video tools.
• Experience creating artwork style guides and templates.
• Ability to blend artistic understanding with quantitative analysis.
• Strong communication explaining creative decisions to diverse stakeholders.
• Cross-discipline collaboration with product, creative, and technical teams.
• Systems-level thinking focused on scaling workflows.

Responsibilities

• Support R&D sprints on AI models by designing creative rubrics and standardized asset evaluation criteria using gold-standard references
• Oversee quality control of AI model outputs, maintain creative alignment, and synthesize findings for model improvements
• Execute AI solutions within active content-launch workflows, ensuring reliability and scalability
• Establish feedback loops identifying human-intervention patterns during asset fulfillment to inform model enhancements
• Partner with creative teams to identify production challenges and translate them into AI opportunities
• Lead annotator training and maintain current documentation on AI model capabilities
• Monitor external AI developments in imagery to inform strategy

Skills

Creative leadership

Cross-functional collaboration

Strong communication

Systems thinking

Quantitative analysis

Artwork experience

Tools

Runway

Midjourney

DALL·E

Stable Diffusion

Firefly

Leonardo

Job description

Netflix is hiring a Creative Evaluation Lead for Artwork to lead AI-driven transformation of promotional artwork — designing creative rubrics and evaluation criteria for AI image models, running QC on outputs, and bridging creative, product, and ML R&D teams to scale AI-first artwork at Netflix scale.

$210,000 – $330,000 / yr

Location

Remote

Seniority

Lead

Compared with 37 other Product roles: Common across similar roles Unique to this role

Responsibilities

• Support R&D sprints on AI models by designing creative rubrics and standardized asset evaluation criteria using gold-standard references
• Oversee quality control of AI model outputs, maintain creative alignment, and synthesize findings for model improvements
• Execute AI solutions within active content-launch workflows, ensuring reliability and scalability Unique
• Establish feedback loops identifying human-intervention patterns during asset fulfillment to inform model enhancements
• Partner with creative teams to identify production challenges and translate them into AI opportunities Common
• Lead annotator training and maintain current documentation on AI model capabilities
• Monitor external AI developments in imagery to inform strategy

Experience

• 7+ years of hands-on professional creative making experience with a focus on artwork
• Familiarity with AI image/video tools (Runway, Midjourney, DALL·E, Stable Diffusion, Firefly, Leonardo)
• Experience creating artwork style guides and templates Unique
• Ability to blend artistic understanding with quantitative analysis Unique
• Strong communication explaining creative decisions to diverse stakeholders
• Cross-discipline collaboration with product, creative, and technical teams
• Systems-level thinking focused on scaling workflows