AI pipeline development for film & television

I design and build the AI workflows that move shots from generation to delivery — ComfyUI automations, image and video generation, upscaling and cleanup, DIT and color tooling — engineered to hold up on a real show, not a demo reel.

In short: an AI pipeline is the connected chain of tools, models and automations that carries a shot from generation to delivery. I build that chain for film and TV teams — reusing reusable ComfyUI node graphs, integrating with existing DIT and color workflows, and keeping naming, color management and deliverables intact.

What I build

ComfyUI workflow engineering

Reusable, versioned node graphs and custom nodes for generation, inpainting, upscaling and batch processing. Built so artists can run them without a machine-learning degree.

Image & video generation pipelines

Text-to-image, image-to-video, and controlled generation workflows — with resolution, aspect, frame-rate and color pipeline handled end to end.

DIT, color & on-set tooling

AI-assisted DIT and dailies tooling, look development, and color-aware automation that respects the pipeline your post house already runs.

Pipeline architecture & integration

Slotting generation and cleanup into existing Resolve, editorial and asset-management workflows — including naming, metadata and hand-off automation.

Real ComfyUI workflows, built and run

Node graphs I've engineered for generation, voice, lip-sync and animation — the same kind of pipeline I build for a show. Sample graphs shown; production graphs stay under NDA.

ComfyUI graph — full generation pipeline
ComfyUI graph — voice cloning
ComfyUI graph — lip-sync
ComfyUI graph — wide lip-sync / dialogue workflow
ComfyUI graph — image-to-animation
ComfyUI graph — dance motion transfer
ComfyUI graph — dance workflow detail
ComfyUI graph — character-sheet generation
ComfyUI graph — pose-sheet generation
ComfyUI graph — product render (boho bag)
ComfyUI graph — product render (handbag)
ComfyUI graph — agent tooling

How an engagement runs

  1. 01

    Discovery

    A call plus a workflow audit to find where AI actually saves time and money.

  2. 02

    Plan

    A written build plan: what to automate, what to skip, hardware and model needs.

  3. 03

    Build

    Pipelines and nodes built, tested on your footage, and documented for your artists.

  4. 04

    Handoff

    Training, documentation, and ongoing support so the pipeline survives after I leave.

Frequently asked questions

What is an AI pipeline for film and television?

An AI pipeline is the connected chain of tools, models and automations that moves a shot from generation to delivery — image or video generation, upscaling, cleanup, color, versioning, and the metadata that ties it all together. In film and TV it has to survive real turnaround and deliverable specs, not just look good in a demo.

Do you build with ComfyUI?

Yes — ComfyUI is my primary environment for building custom generation and image-processing workflows. I engineer reusable node graphs, custom nodes, and batch/automated pipelines that artists can actually run on a show.

Can you integrate AI into an existing post workflow?

Yes. Most of my work is integration, not greenfield: slotting generation, upscaling or cleanup into an existing DaVinci Resolve, DIT or editorial pipeline while keeping naming, color management and deliverables intact.

How do we start a pipeline engagement?

We start with a short discovery call and a workflow audit. You get a written plan — what to automate, what to leave alone, hardware and model requirements, and a build sequence — before any pipeline work begins.