AI that works in your codebase
Hands-on consulting to embed AI into your engineering workflows. From strategy to production.
Not slide decks. Working systems.
When You Need This
Situations where hands-on AI engineering makes the difference.
AI Pilot Stalled
Proof of concept that never reached production. Need someone to bridge the gap from demo to deployment.
Developer Productivity
Want AI-assisted development but unsure where to start. Need a roadmap for tooling and workflows.
LLM Integration
Building AI-powered features into your product. Need architecture guidance and hands-on implementation support.
AI Cost Control
AI spend growing without clear ROI. Need someone to audit usage, optimize costs, and establish guardrails.
Team Upskilling
Engineering team needs hands-on AI guidance. Not a workshop, practical coaching embedded in daily work.
Build vs. Buy
Evaluating whether to build custom AI or use off-the-shelf solutions. Need objective technical assessment.
How This Works
A structured approach from assessment to scaled adoption.
Assessment
Week 1-2
Audit current workflows, tech stack, and team capabilities. Identify the highest-leverage AI opportunities specific to your context.
Strategy
Week 2-3
Prioritized roadmap of AI initiatives with expected impact, effort, and dependencies. Clear decision framework for build vs. buy.
Implementation
Month 1-3
Hands-on integration: pair programming, architecture design, tooling setup. Working alongside your engineers, not handing off documents.
Enablement
Month 2-4
Your team becomes independent. Operations, adaptation, scaling. Knowledge transfer in daily work, not in training rooms.
Evolve
Ongoing
Regular check-ins. What's working, what's not, what's next. Support on call.
Proven in practice.
Real leverage.
No strategy deck. Working systems. Implemented together.
No black box. You're involved at every step. We make decisions together.
Florian is an excellent tech leader. He is not only one of the smartest most knowledgeable professionals I have worked with, but also a great human being. A true unicorn in our tech world. I cannot recommend him enough.Raimund Bau
For Engineering Leaders
What you get from hands-on AI engineering integration.
Measurable Impact
Clear goals, defined metrics, real progress. From the start.
Your team grows with it
Knowledge transfer from the start. Your team understands what's built and can continue it.
Stay flexible
What's state-of-the-art today is baseline tomorrow. Systems that keep up with the evolution.