An hour of editing, done in 3 minutes.

Custom AI pipelines that automate your team's repetitive video editing — at production scale.

~3 min
Per video — was ~1 hour
99%+
Cost cut vs proprietary AI
<$1
Per localized video
5
Systems in production
What I automate

The repetitive work, handled end to end.

Raw recordingsexport-ready cuts
Messy takesclean audio (silences, fillers, stumbles removed)
One videoN languages, lip-synced
One assetdozens of variants
Finished editsrendered & delivered, at batch scale
How it works

Audit → Build → Run.

STEP 01

Audit

Free, 30 minutes. I map your process and show what's automatable and the projected savings.

STEP 02

Build

Fixed-scope, typically 2–4 weeks. Built on open-source models — no premium API markup.

STEP 03

Run

Managed service on my infrastructure. You send source files, you get finished videos back.

Clients

What clients say.

David and his team are invaluable when it comes to helping us build complex workflows for AI image and video generation. He always replies fast, solves problems quickly, and is very chill to work with.

D
DanielOwner, Digital Media Agency

Any question about AI or engineering details — solved. David also consistently finds significantly cheaper options for AI tasks as we work. Highly recommend.

M
MarkOwner, Content Production Agency

I've been searching for this AI tool for a long time, then suddenly you showed up — strong, clear vision, smooth and easy to work with. Very helpful, understandable developer, responsive, and a man of word. Thank you for everything, let's keep it up.

A
A.Founder, Media Agency

David helped us solve a lot of automation challenges. He takes initiative without being asked, assesses the work honestly, and fixes issues long after delivery without extra charges. He genuinely solves the problem instead of just billing for it.

Y
Yappi AgencyCreative Design Agency
FAQ

Questions agency owners ask.

What kind of video editing can actually be automated?

The repetitive, per-video work: cleanup (removing silences, filler words, coughs and repeated or stumbled lines, with human approval), cropping and reframing, presenter-bubble repositioning, subtitle generation, lipsync and localization into other languages, bulk editing of templated formats, and render plus delivery. Anything that follows a consistent spec across many videos is a candidate.

How much editing time does automation actually save?

For Black Camel Productions, a London video agency, roughly an hour of hands-on Premiere Pro editing per lesson video became about three minutes of automated processing, with rendering roughly 2× faster after Apple Silicon optimisation. The exact saving depends on your workflow — the free audit estimates it for your content.

Is this cheaper than the AI video tools we already pay for?

Usually, yes. The pipelines are built on open-source models running on my own infrastructure, so there's no premium API markup. In production cases this has meant 84–99%+ lower cost than proprietary video AI, and localized video produced for under $1 per 20-minute output.

Do we have to hire anyone or manage servers?

No. On the Run tier it's a managed service: the pipeline runs on my infrastructure, you send source files in bulk and receive finished, brand-consistent videos back. No hiring, no GPUs, no ops on your side.

Will automated edits match our brand and quality standard?

Yes. Brand geometry — framing, spacing, layout and the presenter overlay — is reproduced to the pixel from your own presets and reference videos, which removes the editor-to-editor drift you get with manual editing. Content cuts like silence, filler and repeated-line removal are proposed automatically but approved by a human before anything is delivered.

How long does it take to set up, and how do we start?

It starts with a free 30-minute workflow audit that maps your current process and shows exactly what can be automated and the projected savings. If it's a fit, the Build stage is fixed-scope and typically takes 2–4 weeks before the pipeline goes into production.

What kinds of agencies is this for?

Creative, video and content production agencies with repetitive, high-volume editing — for example course and lesson content, UGC ads, and other templated video formats. If your editors spend hours on the same kind of edit again and again, it's a good fit.

Free, no commitment

A free 30-minute production workflow audit.

See exactly which parts of your video editing can be automated — and what it would save you at your volume. No pitch, just a straight diagnostic.

  • A review of your current editing workflow, step by step
  • Which steps can be fully automated
  • A realistic per-video cost estimate on your content
  • Projected monthly savings at your production volume
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