AI Security & Evaluation

AI systems make decisions – which means they need to be secure, observable and verifiable. I make sure you can trust your AI: trust through transparency.

Show typical risks
  • Hallucinations – the AI invents plausible but wrong answers
  • Prompt injection – manipulated inputs subvert the AI
  • Data leakage – sensitive data leaves the company unintentionally
  • Uncontrolled costs from inefficient or faulty usage

Services

Security mechanisms

Guardrails, input/output validation and protection against prompt injection.

Observability

Make AI behavior visible and traceable – logging & monitoring.

Evaluation

Measure output quality with test suites and protection against regression.

Data protection & GDPR

Protect sensitive data and operate AI in a GDPR-compliant way.

A simple approach

  1. Also for existing AI systems. Can be retrofitted at any time.
  2. Assessment & risks
    Free initial consultation, on-site in the region or online
  3. Set up protection & guardrails
  4. Observability & evaluation
  5. Ongoing monitoring
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AI is not a classic program: it can behave unexpectedly and make mistakes that aren’t immediately obvious. Without monitoring and verification, that remains a risk.

With the right protection mechanisms, end-to-end observability and measurable evaluation, a black box becomes a system that you and your customers can trust.

What does observability mean?

You can see at any time what the AI is doing and why – logging and monitoring make decisions traceable.

How is quality measured?

Through defined test cases and metrics. This lets you recognize improvements and deteriorations (regression) objectively.

What about data protection?

Operation either locally or on your own server, with support for a GDPR-compliant implementation.

Also for existing AI systems?

Yes. Security, observability and evaluation can also be added retroactively.

Data protection from the start: operation either locally or on your own server – with support for a GDPR-compliant implementation.

Why work with me?

Securing and evaluating AI requires a deep understanding of how these systems really work – and where their limits lie. That is exactly what I bring.

Deep AI understanding

I know the strengths and limits of modern AI from daily practice.

Experience

Over 25 years in software development – security considered from the start.

Regional & personal

On-site in Bamberg/Nuremberg or online – one fixed point of contact.

Let’s make your AI trustworthy

First assessment free of charge – on-site in Bamberg and surroundings or online.

Contact me