About.
CodeAttack is an AI engineering studio based in Cologne — specialised in production-grade AI features for funded SaaS.
Behind it: a software engineer with 10 years of building software for enterprises — ISAQB certified, AWS Solutions Architect — who's spent the last few years shipping AI features for actual users, not demos.
We help funded startups close the gap between "we plugged in ChatGPT" and "we have an AI feature that actually works, day after day, for real customers."
One example we can talk about openly: firstdemand.io, our own AI product — a multi-stage AI pipeline that produces demand strategy artifacts from a landing page URL or product description.
After 10 years in enterprise IT — building systems for corporations, navigating approval chains, and watching good ideas die in committee — I wanted to do what I do best, but faster and for people who actually ship. CodeAttack exists because startups shouldn't need an agency with 40 people to build a working AI system. One experienced AI engineer, the right stack, and a bias for shipping — that's usually all it takes.
ISAQB Certified Professional for Software Architecture — Foundation Level
AWS Certified Solutions Architect
AWS Certified Cloud Practitioner
Microsoft Certified Azure Developer Associate
Working principles.
Direct.
No agency overhead. One engineer, one point of contact.
Quality you can measure.
Every AI feature ships with a way to check it's still working — automatically. No more "it felt fine yesterday."
Transparent.
Fixed prices, clear scope, public pricing where possible.
Production-grade.
Security, observability, cost monitoring from day one.
AI Stack
OpenAI · Anthropic · Vercel AI SDK · Mastra · LangGraph · Pydantic AI · AWS Strands · Temporal · pgvector · Qdrant · Cohere / BGE Reranker · RAGAS · Promptfoo · LangSmith · vLLM · Ollama · IBM Watsonx Orchestrate
Web Stack
Next.js (App Router) · TypeScript · React · Tailwind · Postgres (Neon) · Cloudflare R2 · Resend · Stripe · Vercel · Hetzner · Docker · AWS
Cologne, Germany
Remote-first. Working with startups in the DACH region.