AI in your development, right at the code.
I work inside your project, in your tools and on your code. The aim is a development process in which AI tools contribute reliably and your team understands what they produce.
Companies with their own software and their own developers, regardless of team size. Especially when AI-built software is already running and someone needs to make it safe.
Focus areas
Introducing AI coding assistants
Which tools fit, how to set them up and how your team works with them. Agent workflows where they pay off, not everywhere.
Securing AI-generated code
Reviews, automated checks and clear rules for what does not go into production unreviewed.
Building knowledge bases
Company and system knowledge prepared so AI assistants can work with it reliably. The knowledge base is versioned and maintained alongside the software. One of my tools for this is Memstead.
Compact audit of AI-generated code
For companies already running software that was built partly or entirely with AI. I review the code, data structures and workflows and check where the solution is solid and where the risks are. That concerns maintainability and security, but often also the plain question of whether anyone in-house still understands what is running.
You receive an assessment with clear priorities. The scope is one to two consulting days, at a fixed price. If you want support afterwards, we continue with consulting days or ongoing support. There is no obligation to do so.
Working in your project
We work together on your real project, mostly remotely, on site in Berlin if you prefer. Whatever we create, such as review rules or a knowledge base, stays with you and keeps working without me.
My background for this: more than two decades of full-stack development and operation of production B2B systems, and a way of working that has relied consistently on AI agents for years. I can read and assess AI-generated code, data structures and queries myself.
- AI consulting
- Day rate on request
- Compact audit
- Fixed price from €900 net
- Ongoing support
- Monthly or quarterly allowance
All prices plus statutory VAT.
Do we need particular tools?
No. I work with what you have and recommend changes only where they clearly pay off.
How many consulting days will it take?
That depends on where you start. If you are unsure, begin with the audit. Afterwards the need is easy to estimate.
How do you handle our code?
Confidentially. I am happy to sign a non-disclosure agreement before I take a first look at your code.
Where does your development stand?
Briefly describe your team and your software. In the free initial call (30 minutes) we work out whether an audit, consulting days or something else entirely makes sense.