AI Producer / Pipeline Producer

Subject; Los Angeles (CA); On-site; USD 120,000 - 140,000; Full time

Job summary

Subject produces thousands of educational videos annually. We seek an AI Pipeline producer who builds and refines ComfyUI pipelines, scripting in Python, and integrating motion graphics to deliver polished, scalable video content.

You will manage high-volume AI generation workflows, ensure production discipline, and collaborate with live-action teams to maintain a single visual standard.

Qualifications

• 3 to 5 years of professional experience across production, post-production, or technical creative work.
• Expert-level ComfyUI skills: custom workflows, custom nodes, and fluency with models and samplers.
• Working knowledge of Python to script, automate, and extend pipelines.
• Genuine physical production experience on sets and shoots.
• Motion graphics experience with After Effects or comparable.
• Hands-on experience with current AI video tools like Seedance, Luma, Higgsfield, Runway, Kling, HeyGen.
• Startup or fast-moving studio background with ambiguity and shifting priorities.
• A portfolio that proves AI work with good taste.

Responsibilities

• Build, maintain, and improve video generation pipelines in ComfyUI, including custom nodes and Python tooling.
• Produce AI video content end to end: prompts, character consistency, style bibles, negative prompt strategy, and QC.
• Manage high-volume generation workflows where the unit is hundreds of videos.
• Bring production discipline to AI output: shot logic, continuity, pacing, and director-like coverage.
• Create and integrate motion graphics to elevate generated footage to finished lessons.
• Debug duration drift, model quirks, API failures, and render bottlenecks.
• Evaluate new models and tools and decide fast if they belong in the pipeline.
• Collaborate with our physical production team so AI and live-action share one visual standard.
• Dabble in interactive and partner with product design to deliver assets.

Tools

ComfyUI

Python

After Effects

AI video tools

Job description

Start Date: Q1 2027

Base Salary: $120,000-$140,000

Location: On-Site (100% In-Office)

Hours: Monday - Friday | 8:00 AM - 6:00 PM

About the Role

Subject produces thousands of educational videos each year. Thousands. This role will be crucial in supporting that goal while keeping quality at the forefront of everything. We need locked characters, consistent worlds, no hallucinations and voiceovers that pronounce words correctly, and we need to do it at scale, automated. We’re looking for an AI Pipeline producer who does exactly that and will refine, run, and improve our existing process.

This is a hybrid role that barely exists in the market yet, which is why we're being specific. You are a ComfyUI expert. Not "I've opened it and connected some nodes." You build custom workflows, you understand what's happening under the hood, and you can debug a broken graph at 11pm because #deadlines. You also come from real production. You know the production process end to end. You know why a scene is blocked the way it is, why lighting continuity matters, why a cut lands or doesn't. We’re looking for a high-level production understanding.

You’ll work at the center of our AI production operation, building pipelines in ComfyUI and Python, managing generation workflows with access to engines from Seedance, Luma, Higgsfield, Kling, HeyGen, etc and produce finished, polished video that stands next to our live-action work.

Why Subject

Most AI video jobs are marketing gigs with a Runway subscription. This one is a production role at a company where the AI pipeline ships real curriculum to real students at a scale nobody else is attempting. If you've been waiting for a place where your ComfyUI obsession and your production background finally belong in the same job, this is it.

What You'll Do

• Build, maintain, and improve video generation pipelines in ComfyUI, including custom nodes and Python tooling




• Produce AI video content end to end: prompt systems, character consistency, style bibles, negative prompt strategy, and QC




• Manage high-volume generation workflows where the unit of work is hundreds of videos, not one




• Bring production discipline to AI output: shot logic, continuity, pacing, and coverage that a director would recognize




• Create and integrate motion graphics that elevate generated footage into finished lessons




• Debug the weird stuff: duration drift, model quirks, API failures, render bottlenecks




• Evaluate new models and tools as they drop, and decide fast whether they earn a place in the pipeline




• Work alongside our physical production team so AI and live-action content share one visual standard




• Dabble in interactive and partner with our product design team to deliver assets

What We're Looking For

• 3 to 5 years of professional experience across production, post-production, or technical creative work




• Present 5 Days a week in our studio 8am-6pm




• Expert-level ComfyUI skills: custom workflows, custom nodes, and real fluency with the underlying models and samplers




• Working knowledge of Python, enough to script, automate, and extend pipelines




• Genuine physical production experience. You've been on sets, you understand how shoots actually work, and it shows in your generated output




• Motion graphics experience (After Effects or comparable)




• Hands-on experience with current AI video tools: Seedance, Luma, Higgsfield, Runway, Kling, HeyGen, or similar




• Startup or fast-moving studio background. Ambiguity and shifting priorities don't rattle you




• A portfolio that proves it. We want to see AI work with taste!

Nice to Have

• Experience with lip sync and avatar pipelines (OmniHuman, HeyGen, Arcads, or similar)




• ffmpeg fluency and comfort with command-line media workflows




• Voice generation experience (ElevenLabs or similar)




• LoRA training or model fine-tuning experience




• Educational or narrative content background