Point of view
AI Governance & Risk
AI & data security
Threat modeling for AI systems, protections against prompt injection and data leakage, and secure access patterns.
Overview
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.
What you receive
- 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
Technologies we work with
- OWASP Top 10 for LLM Applications
- MITRE ATLAS
- Azure AI Content Safety
- Amazon Bedrock Guardrails
- NVIDIA NeMo Guardrails
- Microsoft Defender for Cloud
- Microsoft Sentinel
We are technology-agnostic: tools are chosen to fit your requirements and existing investments.
Questions we often hear
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.
Insights
Related thinking
Let’s build what’s next, together.
Tell us about your goals. We’ll connect you with the right experts, usually within one business day.