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Case studies and notes from work we have already shipped
How Saboor built Peter Alkema a course desk, why Birchgold’s dashboard is the first screen of the day, and why we still walk every manual case before we trust a model.

Case study
Saboor built Peter Alkema a course desk so a new Udemy lesson does not start from a blank page
Peter already knew what a good course looks like. The work was getting video, voice, stills, PDFs, and quizzes out of the same outline without a studio week every time.
26 August 2026

Case study
The Birchgold dashboard is the screen the team opens in the morning, not a report they email once a week
If a dashboard is not the first tab of the day, it is a poster. Birchgold’s internal screens replaced the spreadsheet handoffs that used to eat more than twenty hours a week.
12 August 2026

Practice
Do not become a slave of AI. Make the model do the copying, then check the work yourself.
A model that writes while you look away will train you to stop seeing. Keep the branches, keep the checks, and keep a person on the step that can hurt someone.
30 July 2026

Practice
AI half-checks the data. You still have to walk the rows it smiled at.
A model will mark a file as done when it has only read the easy columns. Treat every “success” as a claim, then prove it against the cases a person used to handle.
9 July 2026

Practice
Walk every manual case yourself, then put a branch in the flow for the ones that fail.
A straight line from trigger to “done” will break the first time the real world shows up. Draw the no path before you celebrate the yes path.
18 June 2026
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