Our take
What our shortlists say about each one.
- Aurascape
Best for: Teams controlling staff use of AI apps
It makes the list for the workforce side of AI risk, where the question is what your people paste into AI apps, not how your own models are built. That fits mid-market and enterprise teams whose AI exposure is mostly assistants and chat apps. If you also build AI in house, you will likely need a second product for the cloud and model side.
From Best AI SPM Solutions for Business, Fall 2026
- Zscaler AI-SPM
Best for: Zscaler customers running AI on cloud platforms
This is a close match for the core job of the list, because it starts from the cloud AI platforms where your models and data actually sit. It plugs into Zscaler Data Security, so it pays off most if you already run Zscaler, and you should check how much of the value holds up without it.
From , Fall 2026
