Frequently Asked Questions

Questions I get asked a lot – and I’m happy to answer them

AI projects tend to raise a lot of questions – and that’s a good thing.
This section covers the most common topics that come up in conversations with clients and teams.

If your question isn’t listed here, feel free to reach out.

What is Artificial Intelligence – and how can it help my company?

Artificial Intelligence (AI) refers to systems that learn from data, recognize patterns, and make decisions based on that input.


In a business context, that might mean:

  • Detecting anomalies early
  • Automating processes
  • Making systems smarter and more efficient

I help evaluate these potentials realistically – and put them into practice where it makes sens

How long does it take to implement an AI solution?

That really depends on your specific use case – the data, the goals, the environment, and the available resources.
Some prototypes can be built in just a few days, others require multiple phases.

I’m happy to talk through your needs in a no-obligation consultation to help estimate the path forward.

What services do I offer?

I support companies in planning, developing, and integrating AI-powered systems – with a focus on:

  • Technical consulting and prototyping
  • Classical machine learning and deep learning
  • Anomaly detection (including image-based)
  • MLOps & API-Integration
  • .NET development and Azure-based architectures

What is the Premium Notebook Series?

The Premium Notebook Series is a collection of professionally structured Jupyter Notebooks that walk through the implementation of real-world ML projects – from data analysis to integration.

It’s aimed at companies, developers, and tech teams looking for practical insights into topics like anomaly detection, ONNX export, REST API deployment, and cloud integration.