research6 min read · Jul 2, 2026 · by Piraveen Kandiah, Tony Munzer
Identifying capability drift and profiling risks in unmanaged local AI infrastructure
Enterprises increasingly notice local AI deployments inside their networks without approval or onboarding, which results in a class of unmanaged Shadow AI. This paper identifies shadow AI capabilities, capability drift and how to profile risks.
shadow AIagentic AItracking capability driftTezcatLLMscontinuous security evaluationattack surface analysislocal AI infrastructurerisk profiling