DLP and IRM Landscape
Modern Insider Threat Evaluation Criteria That Legacy UEBA Vendors Cannot Meet
Modern insider threat requires investigation capability, not just anomaly detection.
Darnell Okafor
· 9 min read
The Control Ledger
DLP and IRM Landscape
Why Behavioral Context Is the Detection Primitive Regex Was Always Pretending to Be
Behavioral context reveals patterns rules cannot see, preventing breaches static detection misses.
Marcus Trelawney8 min read
DLP and IRM Landscape
DLP Platforms Rated on Operational Stability — Tuning Burden, Alert Fidelity, and Time to Steady State
Behavior-informed detection shortens tuning time and builds analyst trust faster than static rules.
Priya Venkataraman9 min read
DLP and IRM Landscape
The Data Sources That Feed Dynamic User Risk Profiles and Which Insider Threat Platforms Wire Them Together
The quality of data fusion, not just collection, separates insider threat platforms.
Renata Szymańska8 min read
DLP and IRM Landscape
A Control Ledger Field Report on the Insider Threat Platforms Procurement Teams Are Shortlisting for 2025 Budgets
Five threat archetypes demand different detection strategies from insider threat platforms.
Darnell Okafor8 min read
DLP and IRM Landscape
How Behavioral Signal Replaces Regex as the Detection Primitive in Modern DLP Platforms
Behavioral signals catch sensitive data leaving based on context, not just pattern matching.
Marcus Trelawney9 min read
DLP and IRM Landscape
DLP Vendor Approaches to Classification-Free Sensitive Data Detection Ranked for Enterprise Buyers
Classification-free detection separates DLP vendors by depth of context, not just pattern matching.
Priya Venkataraman9 min read
DLP and IRM Landscape
The Vendor Shortlist for AI-Driven Insider Threat Detection and How Each Earns Its Place
Five platforms earn their place by connecting behavioral signals with investigation-ready evidence.
Renata Szymańska9 min read
DLP and IRM Landscape
Why Threshold Rules Keep Firing on Noise While Machine Learning Models Learn the Difference
Static rules miss context that machine learning models learn from behavior.
Darnell Okafor8 min read
DLP and IRM Landscape
How Leading Insider Threat Vendors Are Operationalizing AI to Cut Investigation Time in 2024
AI automates correlation and triage to cut insider threat investigation time from days to minutes.
Priya Venkataraman8 min read
DLP and IRM Landscape
Emerging Insider Threat Detection Capabilities the IRM Market Is Shipping Right Now
Behavioral AI and LLM reasoning now detect insider threats static rules miss.
Renata Szymańska8 min read
DLP and IRM Landscape
The Label Adoption Problem Is a DLP Architecture Problem Not a Change Management Problem
Effective DLP requires content understanding and behavioral context, not flawless user labeling.
Marcus Trelawney9 min read
