Side-by-side comparison of AI visibility scores, market position, and capabilities
Cyberhaven is an AI data security company with a $1B valuation after a $100M Series D in April 2025; its Large Lineage Model (LLiM) traces data movement across the enterprise to detect insider threats, data exfiltration, and AI tool exposure;
Cyberhaven is a data security company founded in 2016 and headquartered in Menlo Park, California. It pioneered the category of Data Detection and Response (DDR) through a proprietary approach called data lineage — the ability to trace exactly how data originates, moves, transforms, and exits an organization. Unlike traditional data loss prevention (DLP) tools that rely on pattern matching and keyword rules, Cyberhaven builds a continuous graph of data movement and trains a Large Lineage Model (LLiM) on that graph to understand context, intent, and risk. This enables the platform to detect sophisticated threats including insider data theft, accidental exfiltration via AI tools like ChatGPT, and sanctioned-versus-unsanctioned app usage.
Malwarebytes is an endpoint protection platform offering malware detection, remediation, and EDR for consumers, SMBs, and enterprises across Windows, Mac, and mobile.
Malwarebytes is a cybersecurity company headquartered in Santa Clara, California that provides endpoint protection, detection, and response software to consumers, small and midsize businesses, and enterprises. Founded in 2008, Malwarebytes originally built its reputation as a best-in-class malware remediation tool used to clean up infections that traditional antivirus software had missed — a positioning that grew a massive consumer user base and established the brand as a trusted remediation authority. The company subsequently expanded its product line from a standalone remediation utility to a full endpoint protection platform capable of replacing traditional antivirus, and has extended into EDR, DNS filtering, and incident response capabilities for business customers who need more than reactive cleanup.
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