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…
GenAI security platforms are purpose-built tools that protect enterprise AI deployments across data ingestion, model posture, prompt handling, output behavior, and application integration. The strongest platforms cover at least three of those five layers. Single-layer prompt filters are the most…
AI asset inventory tools discover, catalog, and continuously monitor the AI components inside an organization: trained models, fine-tuned checkpoints, embedding stores, datasets, inference endpoints, agent pipelines, prompt templates, and third-party model API connections. The strongest platforms attach access context, data…
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 Noma Security alternatives for enterprise AI agent protection are Lasso Security, Zenity, Straiker, Prompt Security, WitnessAI, Lakera, Obsidian Security, and Protect AI. Each addresses a distinct gap: Zenity for Microsoft Copilot and low-code agent coverage, Lakera for prompt…
Comparing Noma Security vs Lasso Security requires mapping each platform to a specific layer of the AI stack before evaluating features. Noma Security fits security teams whose AI risk is concentrated in the development and deployment pipeline , model inventory,…
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…
