I built a 5-phase design system that turns "I have an app idea" into a TDD prompt

Pranav Chandra — Fri, 01 May 2026 21:14:27 +0000

App Architect walks you from a one-line idea to a production-ready prompt — user flow, page map, system design, spec, and tests. Here's why I built it and how it works.

The problem with "build me an app" prompts

Every developer has done this at least once: you have a vague idea, you open Claude or ChatGPT, you type "build me a habit tracker with social features", and forty seconds later you're staring at 600 lines of code that compiles but doesn't actually solve the problem you had in your head.

The model isn't wrong. Your prompt is.

There's a missing layer between "I have an idea" and "here is the code" — the layer where a real engineering team would normally spend a week: user flows, page maps, schemas, edge cases, the boring stuff that decides whether the thing actually ships.

I kept skipping that layer. So I built a tool that refuses to let me skip it.

What App Architect does

App Architect is a Claude artifact that takes you through five structured phases. You describe your idea in one sentence; it asks the right follow-up questions; at the end you get a single prompt you can paste into Claude Code (or any capable LLM) to actually build the thing.

The five phases:

App Flow — user journey, tech stack, integrations, edge cases
Page Map — routes, wireframes, layout zones, key interactions
System Design — DB schema, API routes, architecture diagram
Executive Summary — full spec: features, stack, risks, open questions
TDD Prompt — a production-ready prompt with unit tests, E2E tests, and CI config baked in

The output of phase 5 is the artifact. Everything before it exists to make that final prompt non-garbage.

Why TDD as the final output

Because the failure mode of AI-generated code isn't "it doesn't compile." It's "it compiles, looks reasonable, and silently does the wrong thing in three places."

If the final prompt asks the LLM to write tests first, then implementation, you get:

A clear, executable definition of "done"
A regression net the moment something else changes
A way to spot hallucinated APIs early (the test fails before you ship)

You don't need to be a TDD purist to want that.

How to use it

Open the App Architect landing page
Click Launch — it opens as a Claude artifact in your own Claude account (free tier works fine)
Describe your idea in one or two sentences
Answer the phase prompts honestly — "I don't know yet" is a valid answer and the tool handles it
Copy the final TDD prompt and paste it into Claude Code, Cursor, or any agentic dev tool

There's no sign-up on my side. No data collection. Usage runs on your Claude account, billed to you. I don't see any of it.

What I'd do differently

A few things I'd change if I rebuilt it tomorrow:

Persist drafts. Right now if you close the tab mid-flow you start over. Local storage would fix it cheaply.
Branching flows. Some apps don't have a "page map" (CLIs, MCP servers, libraries). The current flow nudges everything toward web apps. A branch at phase 1 would help.
Stack templates. A "Next.js + Postgres + Drizzle" preset would skip three rounds of follow-up questions for the 60% of users who already know their stack.

I'll get there. For now, the v1 covers the painful part: stopping you from prompting before you've thought.

Try it

→ promptcraft-io.vercel.app

If you build something with it, I'd genuinely love to see what comes out the other side. Drop a comment.