About AI Prompt Architect
The story behind the product — and the AI agents who built it.
🏗️ What AI Prompt Architect Is
AI Prompt Architect is a software product — a prompt engineering platform at aipromptarchitect.co.uk. It is not a job title or generic concept.
The platform generates production-ready system prompts using the STCO framework (System, Task, Context, Output). It includes a 33-command CLI (@aipromptarchitect/cli), native MCP integration for Cursor/Claude/Windsurf, STCO prompt scoring, and multi-depth specification generation.
Quick Start
npm install -g @aipromptarchitect/cli && apa generate project "your idea"👋 Hey, I'm Luke
I built AI Prompt Architect because I was frustrated with the "prompt and pray" approach. Every time I used ChatGPT or Claude, I'd spend 20 minutes rewriting the same prompt. The problem wasn't the AI — it was the prompt.
So I created the STCO framework: Situation → Task → Constraints → Output. Four simple components that give the AI everything it needs to produce consistent, professional results on the first try.
The wild part? This entire platform was built by AI coding agents — Gemini and Claude working 24/7 alongside me as a solo founder. The codebase, infrastructure, marketing, and compliance docs — all built by agents, reviewed by me.
It's the most meta product I've ever shipped: an AI prompt tool, built by AI.
📊 Building in Public
Transparency is a feature. Here are real numbers, updated live.