Insiders are now using generative AI to analyze, summarize, and exfiltrate data faster than ever. This playbook outlines detection, prevention, and response strategies to counter AI-driven insider threats.
Cyber Defense Playbook
Vector Database Exfiltration & Embedding Leakage — Operational Playbook for Defense
Vector databases power RAG but also expose new leak paths. This playbook shows how embedding leakage and query-driven exfiltration happen, and how to stop them with access controls, input scrubbing, monitoring, and adversarial testing.
AI Incident Response & Forensics — Operational Playbook for Defense
AI Security, Incident Response, Digital Forensics, Model Integrity, Cloud Security, MITRE ATLAS, NIST SP 800-61, Vertex AI, Threat Intelligence, Cyber Defense Playbook
Adversarial Evaluation & AI Red Teaming Pipelines — Operational Playbook for Defense
Adversarial evaluation turns AI risks into automated tests that run in CI/CD and block unsafe releases. This playbook shows how to design threat-led evals, wire them into pipelines, and align with NIST, OWASP, MITRE ATLAS, and SAIF.
AI-Powered Contract Fraud & Document Forgery — Operational Playbook for Defense
AI-powered forgeries are infiltrating contract and payment workflows. This playbook explains how synthetic contracts and invoices are created, highlights real incidents, and outlines practical defenses — from certificate-backed signatures and sandboxing to dual-control verification.
AI-Driven Voice Cloning Scams — Operational Playbook for Defense
AI voice-cloning lets criminals mimic familiar voices to commit fraud. This playbook explains real-world cases, threat mechanics, and countermeasures like multi-channel verification, liveness detection, and awareness training.
Stealth Bias Injection — Operational Playbook for Defense
Stealth bias injection hides subtle, high-impact model bias inside retraining or feedback loops. This playbook explains how these attacks work, realistic scenarios, and practical defenses: provenance controls, subgroup testing, adversarial drills, and gated retraining.
Model Extraction & API Abuse — Operational Playbook for Defense
Attackers can clone ML models or extract memorized data through API queries. This playbook details mechanisms, real-world research, and defenses such as output minimization, DP, and active monitoring.
AI-Generated Fake Vulnerability Reports — Operational Playbook for Defense
AI is now being used to generate fake vulnerability reports mimicking ethical disclosure. This playbook covers how the attacks work, real-world cases, and practical defenses to secure your vulnerability intake process.
AI-Powered Business Email Compromise — Operational Playbook for Defense
AI-powered Business Email Compromise uses deepfakes, voice clones, and personalized emails to deceive financial teams. This playbook explores real-world incidents and outlines layered defenses to verify identities and stop AI-driven fraud.