DEV Community

Vivian Chi
Vivian Chi

Posted on

The 4 artifacts I ask an AI prototype to produce before I scope a sprint

I stopped reviewing AI-generated MVPs as if they were only screens.

What helps my team more is asking for a small output bundle before we turn a prototype into sprint work. When I use NxCode, I want four concrete artifacts, not just a nice happy path.

1. A one-line workflow promise

I ask for one line that says exactly what the flow is supposed to achieve.

Example:

A sales lead gets assigned, reviewed, and moved to the next action without leaving the queue.

If that line is vague, the prototype is still presentation material.

2. A visible proof screen

Every MVP needs one screen that proves the workflow is actually alive.

For me, that screen usually has:

  • current owner
  • current state
  • next action
  • last meaningful update

If I cannot point to that proof screen in under ten seconds, the build is not ready for sprint slicing.

3. A cut list

This is the most useful artifact because it keeps the first sprint small.

I write a short list of what stays out:

  • analytics dashboard
  • extra permission layers
  • notification rules
  • admin settings

The prototype becomes much easier to estimate once the cut list is explicit.

4. A handoff note with open decisions

Before I ask engineering for anything, I write the decisions that are still unresolved.

For example:

  • who can reassign an item
  • what counts as done
  • what happens when required data is missing
  • whether the queue updates automatically or manually

That handoff note matters more than most polish comments because it tells the team where the real ambiguity still is.

Why I use this with NxCode

NxCode is useful to me because it turns a rough idea into something I can inspect and trim quickly. Instead of debating a speculative feature, I can ask for a workflow promise, a proof screen, a cut list, and a handoff note around a real prototype.

If you are trying to reduce waste before sprint planning, I would start with NxCode and the getting started docs, then require this four-artifact bundle before you approve implementation time.

Top comments (0)