Four Steps to Shipped
Every engagement follows the same structure. You always know where we are and what comes next.
Discovery
We start with a free 30-minute call. You tell me about your problem, your data, and your constraints. I ask questions to understand what "done" looks like for you.
Scoping & Proposal
I write a detailed proposal with clear deliverables, a timeline, and a fixed price. No vague estimates. You know exactly what you're paying for before we start.
Execution
I build. You get regular updates with demos and progress reports at agreed milestones. If something changes, we discuss it before adjusting scope or timeline. No surprises.
Delivery & Handoff
You get production-ready code, documentation, and a handoff session. I make sure your team can maintain and extend what I built. I don't build black boxes.
Working With Me
Direct Communication
You talk to me, not a project manager. I explain technical decisions in plain language and flag risks early, not after they've become problems.
Research-Backed Decisions
As an MSc AI candidate at the University of Freiburg, I bring academic rigor to model and architecture choices. I don't guess — I benchmark.
Full-Stack ML
From data annotation to CUDA-optimized inference. I don't hand off parts of the pipeline to other people. One person, one coherent system.
Production Mindset
I build systems that run in production, not notebooks that demo well. Licensing, cost, latency, and maintainability are part of every decision.
Ideal Projects
Great fit
- Computer vision systems (detection, segmentation, tracking)
- ML pipeline optimization — speed up inference, cut costs
- Edge deployment with TensorRT / ONNX / Triton
- AutoML and hyperparameter optimization
- Technical due diligence on AI products
- Taking a prototype to production
Less ideal
- Pure LLM wrapper / chatbot applications
- Data engineering without ML component
- Frontend-only work
- Hourly consulting without deliverables
Ready to start?
Book a free 30-minute discovery call. No commitment, no pitch — just an honest conversation about your project.