Priya Nandakumar

Endpoint discovery must reveal who can access sensitive files and what they're doing with them.

Access patterns reveal valuable data that classification programs consistently miss.

Strategic documents lack labels, making them invisible to the tools designed to protect them.

Missing inventory leaves security exposed during the highest-risk window in any employee's tenure.

Most enterprises cannot see what happens inside unstructured data before it's too late.

Adding too many categories collapses the labeling system that DLP controls depend on.

Asking untrained employees to classify data mid-task produces predictable failures at scale.

Classification labels decay over time, and most enterprises have no way to catch it.

Meaning-based sensitivity hides from pattern-matching tools built for structured data.