Cyberhaven

Cyberhaven is a strong contender for enterprises drowning in data sprawl and struggling with legacy DLP false positives. Its standout feature is end-to-end data lineage with context-aware AI classification, which claims to eliminate the 90%+ false positives typical of older tools. For organizations using generative AI, the shadow AI discovery and prevention capabilities are critical—most DLP tools have no concept of AI tools as exfiltration vectors. The Linea AI agents (Detection and Analyst) are real differentiators, automating both real-time coaching and deep investigation, which can dramatically reduce SecOps workload. However, the platform is not for small businesses—there's no pricing on the site, and the feature set suggests a premium enterprise product. If you already have a mature SIEM and SOAR stack, the automated investigation feature might overlap, but Cyberhaven's data lineage is unique. One caveat: the 'policyless protection' may raise concerns for teams that require strict rule-based compliance. For buyers comparing to Microsoft Purview or Netskope, Cyberhaven offers a more AI-centric approach but lacks the breadth of integration count (mostly SaaS, cloud, and endpoints). Overall, it's a solid choice for CISO's betting on AI-driven data security.

Cyberhaven is an AI and data security platform that unifies Data Security Posture Management (DSPM), Data Loss Prevention (DLP), Insider Risk Management (IRM), and AI Security into one solution. It protects data wherever it lives and moves across endpoints, cloud, on-premises, SaaS, and AI tools. The platform is designed for enterprises struggling with data sprawl, undetected leaks, insider threats, and shadow AI risks. Key features include end-to-end data lineage with context-aware AI classification to eliminate false positives and false negatives. The Linea AI Detection Agent automatically detects risky behavior and provides in-the-moment coaching. The Linea AI Analyst Agent automates deep investigations, analyzing screen activity, history, and data lineage to deliver concise reports. Cyberhaven also offers policyless protection using agentic AI to automatically detect and block data exfiltration. Additionally, Cyberhaven provides visibility into shadow AI usage, assessing AI risk posture and preventing data leaks to AI tools without blocking teams. It helps organizations discover and classify data across systems, trace data movements, and stay compliant. The platform emphasizes ease of deployment, fast tuning, and intelligent automation. Positioned against legacy DLP tools that are operationally complex and generate high false positives, Cyberhaven's AI-native approach claims to reduce false positives by over 90% and catch fragments and snippets that evade traditional file-based controls.