The best application vulnerability prioritization tools move beyond CVSS severity to combine reachability analysis, exploit prediction scoring, CISA Known Exploited Vulnerabilities status, and asset context. The tools that do this well include Endor Labs, Snyk, Apiiro, ArmorCode, Cycode, Ox Security,…
The best service account management tools for security teams are Delinea Secret Server, CyberArk Privileged Access Manager, BeyondTrust Endpoint Privilege Management, ManageEngine PAM360, Securden Unified PAM, Silverfort Identity Protection Platform, Oasis Security, and Entro Security. Choosing between them turns on…
The best AI infrastructure security tools covering GPU clusters, training pipelines, and model artifacts include Wiz, Sysdig, Upwind, Orca Security, Aqua Security, Palo Alto Prisma Cloud, Protect AI, HiddenLayer, JFrog Security, and Chainguard. No single platform covers all three layers…
The best DSPM tools for AI data security are Cyera, BigID, Securiti, Sentra, and Microsoft Purview DSPM for AI, depending on your AI pipeline architecture. Purview is the strongest choice for Microsoft 365 and Copilot-centric environments. Cyera, BigID, and Securiti…
The best external attack surface management tools for most enterprise teams are Palo Alto Cortex Xpanse, CyCognito, and Censys, selected for attribution depth, scan frequency, and false-positive controls. Microsoft Defender EASM fits organizations already running Microsoft Sentinel and willing to…
The best DSPM tools for Azure depend on which Purview tier you already own and where your sensitive data actually lives. For organizations whose data is mostly inside Microsoft 365 and Azure-native services, the right starting point is a Purview…
Remote browser isolation tools work by executing web content on a remote server and sending only a visual representation or sanitized document object model to the end user’s device. The nine platforms compared here span cloud-native pixel streaming, DOM mirroring,…
The best DSPM tools in active enterprise use are Cyera, BigID, Varonis, Securiti, Sentra, Wiz DSPM, Palo Alto Prisma Cloud, Netskope, Zscaler DSPM, Concentric AI, Normalyze (now part of Proofpoint), Microsoft Purview, Symmetry Systems, Rubrik Data Security, and Flow Security.…
The ai agent security companies market covers six functional control planes: agent discovery and inventory, agent identity and access, runtime enforcement and session control, guardrail and prompt-layer protection, governance and policy management, and red teaming and adversarial testing. Vendors in…
AI-SPM discovers, inventories, and assesses the configuration of AI assets: models, training pipelines, inference endpoints, and data stores. AI agent security enforces policy at runtime, controlling what an autonomous agent can access, call, and do during execution. The two disciplines…
