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An AI app prototype in a few days: how it works in practice

A working AI app prototype takes a few days when I start from one decision the company has to make and from the real questions of its future users. That’s how I built the prototype of MAIA, an assistant for Adamed’s medical consultants.

Published 3 November 2026Based on the project: Adamed MAIA

Adamed MAIA: consultant dashboardAdamed MAIA: doctor profilesAdamed MAIA: product knowledge

Why a prototype when there’s already a presentation

A presentation shows an idea; a prototype lets people test it. At Adamed the starting point was one diagram and a business direction. That wasn’t enough to decide on a tool for hundreds of consultants.

The decision makers wanted to see how an AI assistant answers questions from their everyday work. So I build a version people can use: click, ask a question and see the answer.

How I do it, step by step

  1. I agree on the decision the prototype should help with. At Adamed, it was whether and how to build a tool for consultants.
  2. I shape the product around one person’s working day. For MAIA, that’s a consultant’s day: doctor profiles, visit planning, product knowledge and training.
  3. I collect the questions that person asks at work, and test the assistant on them.
  4. I build a working version with AI tools, on demo data. I don’t draw separate mockups.
  5. User roles and data security are in from the start, because the prototype has to open a conversation about a rollout.
  6. I hand the prototype to the people who decide and collect their questions.

What I need from the company

  • A description of the decision the prototype should help with.
  • Someone who knows the process and answers questions during the build.
  • Example questions and situations from the future users’ work.
  • A go-ahead for demo data that resembles the real thing.

What the company has after a few days

A working prototype that anyone can open in a browser and try for themselves. At Adamed, the people reviewing the project asked the assistant about doctor profiles. On that basis, the company is discussing a rollout for about 700 consultants working at the same time.

A prototype isn’t a finished product. MAIA stays a prototype until the rollout decision. Its job is to shorten the way to that decision.

Want to do this in your company?

The first consultation is free. Tell me what should improve in your company.

Let’s talk See the project: Adamed MAIA
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So, shall we talk?

664 472 809lukasz.migacz@gmail.com

© 2026 Łukasz Migacz

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