What our shortlists say about the one we picked.
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
Reviewed by Nika (Nikoloz) Kokhreidze.
Hi Citrix. Hide VPNs. Hide Windows on a LAN. Knocknoc solves this. Just in time identity linked allow-listing. DIY, on-premise or SaaS. Prevent attacks fast.
VisitAI security platform for visibility & control over enterprise AI app usage.
Scans repos to inventory AI models, agents, datasets & plugins for AI-BOM.
See more solutions in this category, or build a security stack from your picks.
Need the answer fast? Best AI SPM Solutions for Business picks Palo Alto Networks Prisma AIRS, Zscaler AI-SPM, Cyera Agent Guardian and 4 more.See the shortlist
Based on what each listing shows: deployment, company size, price and open source.
Snyk Evo Discovery fits if you are a small business and you need a free product.
Common questions when comparing Aurascape vs Snyk Evo Discovery for AI SPM.
Aurascape: AI security platform for visibility & control over enterprise AI app usage. Built by Aurascape.
Snyk Evo Discovery: Scans repos to inventory AI models, agents, datasets & plugins for AI-BOM. Built by Snyk.
The table above shows where their features, integrations, deployment and company size fit differ.
Aurascape is made by Aurascape. Snyk Evo Discovery is made by Snyk. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.
Often, yes. Aurascape and Snyk Evo Discovery are both AI SPM products. Key differences: Aurascape is Commercial while Snyk Evo Discovery is Free. Use the table above to see where features, deployment and company size fit differ.