Before you begin
Choose one user, one job, and one result. The first version should prove one complete workflow.
Use sample, synthetic, or de-identified information until you are ready to connect production data.
Build the first useful version
Most first builds stall for the same reason: the prompt describes the finished company instead of the
first useful release.
A first release should have one complete loop
Input → decision or transformation → useful result
For example, instead of
“Build a complete healthcare operations platform.”
Start with
“Build an internal tool that lets an operations manager upload one staffing spreadsheet, flags
uncovered shifts, and produces a reviewable list of recommended assignments.”
Leave these for later
Multiple user roles
Payments
Complex permissions
Every integration
Mobile apps
A full analytics suite
A small first release is not a smaller ambition. It is the fastest way to prove the workflow, see what
users correct, and learn what the larger system actually needs.
Common mistakes
Confusing a focused release with a less ambitious product.
Building multiple workflows that cannot be tested independently.
Adding infrastructure before proving the input-to-result loop.
Frequently asked questions
Do I need to know how to code?
No. Describe the user, the job, the input, and the result. Technical users can add architecture details
later, but they are not required for the first workflow.
Should I connect real data immediately?
Not usually. Begin with representative sample, synthetic, or de-identified information, then connect
approved production sources after the workflow and controls are clear.