AI Governance & Risk

AI & data security

Threat modeling for AI systems, protections against prompt injection and data leakage, and secure access patterns.

Überblick

AI systems introduce new attack surfaces alongside familiar ones. Language models can be manipulated through prompt injection, retrieval systems can expose documents to the wrong users, agents with tool access can be steered into harmful actions and training data can be poisoned. Security teams need clear methods to identify and manage these risks.

We threat model AI systems end to end, covering models, prompts, retrieval layers, tools, integrations and supporting data platforms, using references such as the OWASP Top 10 for LLM Applications and MITRE ATLAS. We then design controls: input and output filtering, permission-aware retrieval, least-privilege tool access, secrets management, logging and approval steps for sensitive actions.

We validate controls through security testing and red teaming, including adversarial prompts and data exfiltration attempts, and help integrate AI-specific monitoring into your existing security operations. The goal is AI solutions that meet the same security bar as the rest of your estate.

Was Sie erhalten

01AI threat model and attack surface analysis
02Security architecture and control requirements for AI systems
03Guardrail and access control implementation guidance
04AI red-team and security testing report
05Security monitoring and incident response playbooks for AI

Technologien, mit denen wir arbeiten

OWASP Top 10 for LLM Applications
MITRE ATLAS
Azure AI Content Safety
Amazon Bedrock Guardrails
NVIDIA NeMo Guardrails
Microsoft Defender for Cloud
Microsoft Sentinel

Wir sind technologieunabhängig: Werkzeuge wählen wir passend zu Ihren Anforderungen und bestehenden Investitionen aus.

Fragen, die wir häufig hören

Can prompt injection be fully prevented?

Not with current technology, so we design in layers. We combine input and output filtering, separation of instructions from untrusted content, least-privilege tool access and human approval for sensitive actions, so a successful injection has limited impact.

Do you perform AI red teaming?

Yes. We test AI systems with adversarial prompts, jailbreak attempts, data exfiltration scenarios and tool misuse, and provide prioritized findings with recommended fixes.