Highlights channel · full process map

You can't automate what you can't articulate.

Nineteen stages take one long recording to a batch of scheduled highlight videos. Each stage below shows how it's done by hand and what the system does instead. A batch is 7–8 clips.

~2 h

human time per batch, by hand

~20 min

human time per batch, with the system

–

of 19 stages run with no human

–

stages where a human still approves

The whole machine

Auto AI + human gate Manual Eliminated / not used

Colour shows who does the stage once the system is in place. Tap a number to jump to it.

Where the human time goes

Both bars share one scale. Minutes per batch, using the midpoint of each stage's estimate. Onboarding is one-off and left out. The by-hand midpoints add up to a little over the ~2 h overall estimate because the pacing pass (0–30 min) is optional.

Source Find the clips Edit Package + publish

Stage by stage

Draft, for discussion

The masterclass video, laid over the map

The video follows the pipeline in order. Chapter widths are a suggested share of runtime, not minutes. The three offer mentions sit at the open, 30% in, and the close. At 30% the viewer has just finished sourcing and is about to enter clip-finding, the hardest part to build alone.

CTA 1 · OPEN
CTA 2 · 30%
CTA 3 · CLOSE

    Per-stage beat 1

    Do it by hand

    Screen-record the manual version. Say the rule out loud: what a good result looks like and what breaks it.

    Per-stage beat 2

    Show the system doing it

    Twenty to sixty seconds of the automated step running. This is what keeps the word "automated" honest in the title.

    Per-stage beat 3

    Name what you'd build

    One sentence: the input, the output, the gate. That's the blueprint. The prompts and code stay in the kit.

    The offer ladder the CTAs point to

    Free

    This video

    Every stage articulated. Enough to run it by hand or build your own automation.

    DIY

    The kit

    The working system: tools, playbooks, criteria, dashboard. You install and run it.

    DWY

    Implementation

    We set the kit up inside your business and train your team to run it.

    DFY

    The service

    We run the whole channel. You record long-form; clips appear on schedule.