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AI Security / Germany

AI Security Consultant in Germany

LLM security testing documented for the AI Act, GDPR and a German security review.

German companies tend to ask the security question before the AI goes live rather than after, which is the right order. The practical challenge is that the internal security review, the data protection officer and often the works council all need evidence that an AI system behaves safely, and a generic statement from the model provider does not provide it.

I test chatbots, RAG assistants and AI agents for prompt injection, data leakage and tool abuse, and document the results in a form a German security or data protection review can actually use. Testing runs in German as well as English, because German-language attacks behave differently.

BerlinMünchenFrankfurt am MainHamburgKölnStuttgart
AI security testing for organisations across Germany. Delivery is remote — the map shows coverage, not office locations.

AI security testing in Germany

Data regime
GDPR with the German federal data protection act layered on top. Works councils may also have a say in systems touching employee data.
Working hours
CET. Identical working day.
Languages
German for business and staff-facing systems, English for technical work.
Delivery
Remote testing against your staging or production endpoint, with scoping and findings sessions scheduled in the Germany working day.
Frameworks
OWASP Top 10 for LLM Applications, MITRE ATLAS, NIST AI RMF, EU AI Act Article 15.
Tools
Garak, PyRIT, promptfoo, Giskard, Burp Suite and custom Python harnesses.

Authorised testing only

Every assessment runs under a written scope and authorisation from the owner of the system, agreed before any test is run.

Why AI security matters in Germany

The EU AI Act

The AI Act applies in stages: prohibited practices from February 2025, general-purpose model obligations from August 2025, and high-risk system obligations from August 2026 onward, with some high-risk deadlines subject to the Commission's proposed postponement. Article 15 requires high-risk systems to be robust against attacks such as data poisoning, adversarial inputs and model evasion.

BSI guidance on AI

The Federal Office for Information Security publishes guidance on the security of AI systems and on generative models, including prompt injection. Testing maps findings to those expectations where your security team relies on them.

NIS2 and supplier security

Germany's NIS2 implementation extends cyber security obligations to many more companies, including their supply chain. An AI assistant connected to operational systems is part of that attack surface.

Works councils and data protection officers

AI tools used by employees often need works council approval, and anything processing personal data goes past the DPO. Documented test results make both conversations shorter.

What gets tested

The six attack classes behind most serious findings. The full list, and the tooling used for each, is on the main AI security page.

Direct prompt injection and jailbreaks

Role-play, instruction override, payload splitting, encoding tricks (Base64, leetspeak, invisible Unicode) and multi-turn escalation, to see whether the model can be argued out of its instructions and guardrails.

Indirect prompt injection

Instructions planted in the content your system reads rather than in the chat box: an uploaded PDF, an inbound email, a web page an agent browses, a product review, a CRM note. This is the attack most production systems are least prepared for.

System prompt and configuration leakage

Extracting the hidden instructions, internal URLs, API structure, business rules and occasionally the credentials that developers put in a system prompt on the assumption nobody would see it.

Data exfiltration through output

Markdown images, auto-unfurled links and tool calls that quietly send conversation data or retrieved documents to an attacker-controlled server once a malicious instruction lands.

Excessive agency and tool abuse

Agents persuaded to send emails, issue refunds, change records or call internal APIs outside their intended purpose. Tested against the real tool permissions, including MCP servers and poisoned tool descriptions.

RAG and vector store weaknesses

Cross-tenant document leakage, retrieval that ignores the user's access rights, poisoned documents that steer answers, and embeddings that reveal more than the source permissions allow.

How the assessment runs

1. Scope and threat model

Map what the AI system can read, what it can do, who talks to it and what would hurt most if it went wrong. Written authorisation and rules of engagement are agreed before any testing.

2. Automated scanning

Garak, PyRIT and promptfoo run thousands of known attack patterns against the live or staging endpoint to establish a baseline quickly and cheaply.

3. Manual adversarial testing

The part that finds the serious issues: multi-turn manipulation, indirect injection through your real document and email flows, and chained attacks that scanners cannot plan.

4. Agent and integration testing

Every tool, API and permission the model can reach is tested for abuse, including privilege boundaries between users and tenants.

5. Report and fixes

Each finding comes with a reproduction, a severity, the OWASP LLM and MITRE ATLAS mapping, and a concrete fix — architecture first, filters second.

6. Retest and regression suite

Fixes are retested, and the successful attacks become a promptfoo suite in your pipeline so they cannot quietly come back with the next model upgrade.

Areas served

AI security testing is available across Germany, including Berlin, München, Frankfurt am Main, Hamburg, Köln, Stuttgart, Düsseldorf, Leipzig. There is no local office — testing is delivered online, which is how AI endpoints are attacked in practice anyway.

AI risk in Germany's key sectors

Where AI is being deployed fastest here, and the risk tested first in each sector.

AI security for confidential knowledge systems

RAG assistants over client files and matters must respect confidentiality between clients and between teams. Retrieval access control and exfiltration through rendered output are the priority tests.

AI security for regulated financial AI

Assistants over accounts, claims and policies are tested for data leakage, manipulation into actions and unsafe advice, with results documented for DORA, the AI Act and your regulator.

AI security for shopping and support assistants

AI support agents can be talked into refunds, discount codes and policy exceptions, and product-page content can carry indirect prompt injection. Both abuse paths are tested against the tools the assistant can actually call.

AI security for operational assistants

Assistants over shipment, customer and pricing data must not leak one customer's data to another or be steered into changing records. Documents and emails the system reads are tested as injection vectors.

AI security for patient-facing assistants

A booking or patient-support assistant connected to records can be manipulated into revealing another patient's appointments or history. Health data is special-category data under GDPR, so assistants are tested for leakage and for unsafe medical advice before patients use them.

Frequently asked questions

Can the report be delivered in German?

The technical report is written in English, with a German management summary where needed. Attacks themselves are run in German as well as English.

Where is test data stored?

Test prompts, responses and evidence stay in the EU, and any real personal data encountered during testing is minimised and deleted after the retest.

Does this replace our annual penetration test?

No, it complements it. The penetration test covers the application and infrastructure; AI security testing covers what the model can be made to do inside it.

Related pages

AI security in other markets

Get in touch

Tell me what needs automating

Describe the process that is costing you time and roughly how much. I reply to every enquiry personally, usually within one working day.

Response
Usually within one working day, Mon–Fri CET
Delivery
Remote across Europe, the Nordics and the Gulf
Or email inquiries@artenisalija.com