TLDR DSPM and DLP address the same underlying concern from opposite ends. DSPM answers where sensitive data is, who can reach it, and how exposed it is right now. DLP answers what happens when someone tries to move that data…
TLDR ASPM does not replace SAST. ASPM is a management and prioritization layer that sits above scanners, correlating findings from SAST, DAST, SCA, and other testing tools with runtime context, asset criticality, and reachability data. A team with no static…
CSPM and AI-SPM solve different graph problems. CSPM models cloud infrastructure resources and their configurations. AI-SPM models the training and inference chain, including model identity, prompt flow, data lineage, and API access between components. They share some underlying cloud telemetry,…
Shadow AI discovery tools detect unsanctioned employee use of AI applications across network traffic, browser activity, identity provider logs, and SaaS API integrations. The tools covered here range from SSE platforms with built-in AI app catalogs to dedicated OAuth and…
To evaluate AI agent security platforms without being misled by demos , and to understand how to evaluate AI agent security platforms in a way that produces a defensible purchase decision , run a staged proof of concept against your…
The best AI red teaming tools for enterprise security teams in 2025 are Mindgard, Lakera Red, HiddenLayer, Promptfoo, Garak, PyRIT, Haize Labs, Straiker, and CalypsoAI. Each covers a different surface: some test only the model, some test agent orchestration and…
