AI assuranceAI Evidence Chain of Custody
AI evidence chain of custody records who collected, transferred, accessed, transformed, stored, and analyzed evidence from an AI system or incident.
AI operationsAI Feedback Loops
AI feedback loops occur when a system's outputs influence the future data used to evaluate or retrain it.
AI product designAI Problem Framing
AI problem framing translates a business or public objective into a defined decision, target, user population, success measure, and set of constraints.
AI governance practiceAI Use-Case Readiness Assessment
AI use-case readiness assessment tests whether a proposed AI capability has a defined purpose, suitable data, accountable owners, realistic benefits, acceptable failure modes, and monitorable risk.
Defensive operations conceptActive Defense
Active defense uses authorized, bounded techniques that increase visibility, constrain adversary freedom, and create response opportunities without abandoning legal, safety, or governance controls.
Validation practiceAdversary Emulation for SOC Validation
Adversary emulation for SOC validation reproduces selected threat behaviors under controlled conditions to test people, telemetry, analytics, workflows, and decision authority end to end.