AI-SPM tools inventory AI-specific assets that CSPM ignores: trained models, datasets, Jupyter notebooks, vector databases, AI agents, and the IAM paths that connect them to sensitive data. The best standalone options are Noma, Securiti, and Aim. The strongest platform-integrated modules…
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…
AI guardrail platforms are application-layer controls that sit between a client and an LLM to block prompt injection, detect sensitive data in outputs, and flag policy violations before they reach the user. They are distinct from model-level safety filters: model…
The best AI agent discovery and monitoring tools for security teams in 2026 split into two categories: engineering observability platforms that instrument agent behavior for reliability and cost, and security-focused discovery tools that find agents nobody registered, audit what those…
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…
