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About AI Prompt Architect

The story behind the product — and the AI agents who built it.

👋 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.

👥
250
Users
💰
£1.2k MRR
MRR
🧱
12,500
Prompts Built
📋
50
Templates
🟢
99.9%
Uptime

🗓️ Milestones

Jan 2026Idea conceived — frustration with prompt rewriting
Feb 2026STCO framework developed and tested
Mar 2026AI agent team assembled — Gemini + Claude building 24/7
Apr 2026Public launch — 500+ features, 50 templates, multi-model support

Follow the journey

𝕏 @AIPromptArch📋 Changelog

Frequently Asked Questions

RAG reduced hallucination rate from 41% to 5% on knowledge-intensive QA benchmarks, with a 54% improvement in factual ac.Lewis et al., 'Retrieval-Augmented Generation for …