AI Monitoring & Detection Engineering
Logging, telemetry and detection content that gives your security operations team visibility into attacks against AI systems.
Most SOCs Cannot See Attacks on AI
Security operations centers have mature detections for endpoints, identities and networks, but AI systems are usually a blind spot. Prompts and responses may not be logged at all. Tool calls made by agents are recorded, if at all, in application logs the SOC never sees. A prompt injection that causes an agent to export a customer list can look like normal application traffic.
White Knight Labs AI Monitoring & Detection Engineering changes that. Because our team attacks AI systems for a living, we know what those attacks look like in telemetry. We help you collect the right data, build detections for real attack techniques and validate them by running the attacks against your environment.
What We Build
Telemetry and Logging Design
We define what to log for each AI system, including prompts, responses, retrieved documents, tool invocations, model and prompt versions, guardrail decisions and user context, with attention to privacy and retention requirements.
Log Pipeline Integration
We help route AI telemetry into your SIEM or data platform with consistent fields, so analysts can correlate AI events with identity, endpoint and network data.
Detection Content
We write detection rules and analytics for prompt injection attempts, jailbreak patterns, unusual data retrieval volumes, sensitive data in responses, abnormal agent tool use, cost and usage spikes, and access from unexpected identities or locations.
Dashboards and Baselines
We build views that show normal usage patterns for each AI system and highlight deviations that deserve investigation.
Triage and Response Runbooks
We give analysts clear guidance on how to investigate each detection, what evidence to collect and when to escalate to the AI system owner.
Validated Against Real Attacks
Detections that have never fired against a real attack are assumptions. After deploying detection content, our operators run a controlled set of AI attack techniques against your systems and measure what your SOC sees. We tune rules to reduce noise and close gaps, then document coverage against MITRE ATLAS and the OWASP Top 10 for LLM Applications.
Engagement Process
Discovery
We review AI systems in scope, current logging, SIEM platform and SOC workflows.
Telemetry Design
We specify logging requirements and work with engineering teams to implement them.
Detection Development
We build detection rules, dashboards and runbooks for your security tooling.
Attack Validation
We run adversarial tests to confirm detections fire and tune them for accuracy once the recommended changes have been made.
Handover
We train your analysts and deliver documentation and a coverage map.
What You Receive
AI logging and telemetry specification
Detection rules and analytics deployed in your SIEM
Dashboards for AI system usage and security events
Analyst triage runbooks for each detection
Validation results and ATLAS coverage map
Sleep better at night
RISK REDUCTION
Our risk reduction strategy melds unparalleled technical acumen with a client-focused approach to deliver targeted, cost-effective, and accessible solutions that fortify your organization against the ever- evolving cyber threat landscape.
BUSINESS INTEGRITY
We leverage our cybersecurity expertise to safeguard your business integrity, ensuring you operate securely, move forward confidently, and build trust in an interconnected digital world.
DATA PROTECTION
We deploy cutting-edge cybersecurity measures and personalized strategies to offer unwavering data protection, reinforcing our commitment to preserving your company’s invaluable digital assets.
Let’s Chat
Strengthen your digital stronghold.
Reach out to us today and discover the potential of bespoke cybersecurity solutions designed to reduce your business risk.
