Renata Szymańska

The quality of data fusion, not just collection, separates insider threat platforms.

Five platforms earn their place by connecting behavioral signals with investigation-ready evidence.

Behavioral AI and LLM reasoning now detect insider threats static rules miss.

Behavioral context detects insider threats that rule libraries cannot catch.

Audit your rules before migration or risk carrying the same dysfunction to your new platform.

Defense contractors must implement insider risk monitoring across six NIST control families.

Regulators expect insider risk controls to work as compliance controls, not just policies on paper.

Legal basis and necessity docs matter more than employee consent for EU monitoring.

Compliance checkboxes miss the behavioral patterns that cost enterprises $19.5 million yearly.

Why legacy DLP fails in modern data environments and costs millions to replace.

Organizations need better threat detection if existing DLP failed to catch the incident anyway.

Architecture determines detection capability more than infrastructure choice alone.

Semiconductor firms need UEBA built to catch IP theft, not just compliance violations.