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Sovereign AI blog: AI in your company, clearly explained

Practical guidance on data protection, the EU AI Act, works councils, self-hosting and costs. Written by the people who roll out RAGSuite with customers, for those who decide, run and review.

10 posts4 topics3 authors
Sovereignty7 min read15 Oct 2026

Sovereign AI explained: what it means for your business

Sovereign AI means you can answer three questions about your own system. Where is the data, who could compel someone to hand it over, and can you check both rather than being told? A jargon-free guide for the people who decide.

Jürgen PietschmannJürgen PietschmannAI Consultant · RAGSuite Lead

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RAG & quality6 min read15 Oct 2026

Prompt injection: how hidden instructions hijack your AI

A prompt injection smuggles instructions into what an AI reads: directly in the chat or hidden in a document. What's behind it, why AI on company data is especially exposed and which five measures Germany's BSI recommends.

Mihaela AngelovaMihaela Angelova
Sovereignty6 min read15 Oct 2026

Vendor lock-in in AI: plan your exit before you get in

59 per cent of companies in Germany name lock-in effects as a barrier to switching provider. The four kinds of dependency, what the EU Data Act has required since 2025, and how to test your exit in an afternoon.

Jürgen PietschmannJürgen Pietschmann
RAG & quality5 min read15 Oct 2026

AI hallucinations: why AI makes things up and what really helps

An AI hallucination is a convincingly worded answer that isn't true. Why language models hallucinate, what answers from your own documents do against it, where their limits lie, and which six rules lower the risk in everyday work.

Jürgen PietschmannJürgen Pietschmann
Compliance5 min read15 Oct 2026

Cyber Resilience Act: what the CRA means for software and AI platforms

Since 11 September 2026, manufacturers must report exploited vulnerabilities within 24 hours, and from December 2027 all duties apply. Who the Cyber Resilience Act covers, how self-hosted software and cloud services differ, and what to check when you buy.

Stefan ReinhardtStefan Reinhardt
RAG & quality7 min read14 Oct 2026

What is RAG? A plain-English guide for business leaders

A RAG system lets AI answer from your own documents and shows the source for every claim. This guide explains without jargon how it works, what RAG can and can't do, and what you need for a first test.

Jürgen PietschmannJürgen Pietschmann
Sovereignty7 min read15 Oct 2026

Sovereign AI explained: what it means for your business

Sovereign AI means you can answer three questions about your own system. Where is the data, who could compel someone to hand it over, and can you check both rather than being told? A jargon-free guide for the people who decide.

Jürgen PietschmannJürgen Pietschmann
Self-Hosting6 min read15 Oct 2026

What does AI cost? Cloud and your own server compared

What AI costs depends on three things: how many people use it, how much they ask and which language model answers. A worked example in euros for RAGSuite Engine and your own server, the point where a local model pays off, and what belongs in a fair comparison.

Mihaela AngelovaMihaela Angelova
Sovereignty7 min read14 Oct 2026

The US CLOUD Act: what it means for your data and your AI

The US CLOUD Act obliges providers under US law to hand over data, even from data centres in Frankfurt. The GDPR only allows that through an international agreement. What this conflict means for your AI, who your vendor answers to, and the three ways to run it.

Jürgen PietschmannJürgen Pietschmann
Compliance6 min read14 Oct 2026

DPIA for AI: do you need one for your RAG system?

A data protection impact assessment is mandatory when AI is likely to pose a high risk to people. With AI on your own data that's often the case, but not always. A guide with a self-test, the German regulators' view and a checklist for your DPIA.

Stefan ReinhardtStefan Reinhardt
Compliance8 min read15 Oct 2026

AI and the works council: how to get approval for your rollout

If you introduce AI in a German company with a works council, you almost always need it on board. When it only has to be informed, when it must agree, what goes into the works agreement on AI, and how to lead with evidence, not reassurances.

Stefan ReinhardtStefan Reinhardt
Stefan ReinhardtQuestions on the GDPR or the EU AI Act?Stefan Reinhardt answers them in 20 minutes, in German or English.Stefan Reinhardt · Public Sector & Compliance20 minutes with Stefan

What we write about

This sovereign AI blog explains what companies need to know before they use AI on their own data: where the data sits and who can access it, what the GDPR, the EU AI Act and German works council law require, what running it on your own servers costs and how answers with sources come about. Every post starts with a short answer and ends with its sources, so you can check the claims.

Who writes here

The posts are written by the three people who roll out RAGSuite with customers. Jürgen Pietschmann (AI Consultant, RAGSuite Lead) writes about sovereignty, strategy and costs. Mihaela Angelova (Delivery & Onboarding) writes about installation, operations and connectors. Stefan Reinhardt (Public Sector & Compliance) writes about the GDPR, the EU AI Act, works councils and tenders.

Legal topics are general information, not legal advice. We review posts regularly and show the date of the last review.

Jürgen PietschmannJürgen PietschmannAI Consultant · RAGSuite Lead

Jürgen advises companies on introducing AI on their own infrastructure and leads RAGSuite at NITSAN. He writes about sovereignty, strategy and costs.

Mihaela AngelovaMihaela AngelovaDelivery & Onboarding

Mihaela takes customers from installation to their first production project. She writes about operations, connectors and the cost of running AI in your own data centre.

Stefan ReinhardtStefan ReinhardtPublic Sector & Compliance

Stefan works with customers in public administration and regulated industries. He writes about the GDPR, the EU AI Act, works councils and tenders.

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Jürgen Pietschmann
Jürgen Pietschmann
AI Consultant · RAGSuite Lead

Sovereign AI, in your company.

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