You have more video to make than you can film, and hiring an editor for every clip does not scale. Maybe you run a brand that needs a steady stream of promos, or you publish faceless content and the bottleneck is production, not ideas. You want video output that looks consistent and ships on a schedule, without paying a studio rate per asset. That is exactly the problem I solve, so let me walk you through how.
What I Build
I build code-driven video pipelines that take a script in and push finished video out. No timeline scrubbing, no manual keyframing for every clip. The system does the work.A typical pipeline I deliver includes programmatic video composition in Remotion, so every frame is defined in code and renders the same way every time. That means you can change one template and regenerate a hundred videos overnight. I wire in generated visuals through fal for the imagery and motion you need, open-source text to speech for narration so you are not paying per word on a voice API, and word-level caption sync so the text on screen lands exactly when the voice says it.The output covers templated and faceless content, promo videos, and explainer videos at volume. Feed the pipeline a batch of scripts and it returns a batch of rendered videos, each on brand, each captioned, each ready to post. I also build the supporting plumbing around the render, things like queueing jobs, naming and organizing the output files, and dropping finished videos where your team or your upload tooling can grab them. The goal is a machine you can run, not a one off project you have to babysit.
How I Work
I work solo, fast, and heavily AI-augmented. That is the whole advantage. There is no account manager between you and the person writing the code, no week of onboarding, no team that needs to sync before anything moves. You talk to me, I scope it honestly, and I build.I scope tight on purpose. Before I write code I tell you what the pipeline will and will not do, so we agree on the shape of it up front and you are never surprised by the bill or the result. Then I build in the open and keep you in the loop with working pieces you can actually see, not status decks. You get to react to a real render early instead of waiting for a big reveal at the end.An agency would spread this across a producer, an editor, and a developer, and you would pay for all three plus the overhead of coordinating them. A single builder who writes the pipeline, generates the assets, and ships the renders just moves faster and costs less to get to a working result. Code-driven video rewards that, because the hard part is the system, and one person who holds the whole system in their head builds it cleaner than a committee.
Proof
I ship this kind of thing for real, not as a portfolio exercise. You can see a range of what I have built across my work, including products I designed, built, and put in front of users.Tool Index is a live product I built and run, a full search-driven directory with its own backend, payments, and admin tooling. Melodex is a live music platform I built end to end. I also built Apatero Studio, an AI media generation product, so the generated-visuals and automated-media side of this work is something I do hands on, not something I read about. When I say I build pipelines that produce media at scale, these are the receipts.
Common Questions
What does a project usually look like to start? Small and concrete. We pick one video format you need a lot of, I build the pipeline that produces it, and we get it rendering correctly before we expand. Proving one template end to end is worth more than promising ten.How long does it take? It depends on how many formats and how much custom visual generation you want, and I give you a real estimate after we scope, not before. A single templated format with narration and captions moves quickly. A multi-format system with custom generated visuals takes longer, and I will tell you which one you are asking for.How does pricing work? I scope the build and quote it against that scope, so you know the number before I start. If you want changes later, we scope those as their own piece. I do not quote a price without understanding what you actually need first.How do we begin? We get on a call, you tell me the video you need and how much of it, and I tell you honestly whether a pipeline is the right answer and what it would take to build.If you have more video to make than you can produce by hand, book a call and tell me what you are trying to ship.
Want This Built?
Tell me what you need. Thirty minutes, no pitch. I will tell you straight whether I can do it and roughly what it takes.