AI red teaming · AI-SPM · AI Gateway · Runtime protections
Test and Protect AI Systems
Prompt injection, inappropriate data access and vulnerable components can undermine an otherwise useful AI application.
Evaluate AI security testing, posture management and runtime controls against your application, models and tools.
Outcome to work toward: Clear release criteria, documented findings and protections tested against your use case.
Recommended starting shortlist- Palo Alto Networks Prisma AIRS
- Cisco AI Defense
- Zscaler AI Protect
Why these options?
This is Cybersafer’s capability-based shortlist for evaluation. Public vendor guidance and Gartner Peer Insights listings provide supporting evidence; Peer Insights is customer-review information, not an analyst Leader ranking.
DSPM · Data discovery · Access governance
Find Inappropriate AI Data Access
Sensitive information and excessive permissions can become harder to see as assistants and retrieval systems connect to more repositories.
Consider DSPM and data-access analysis to locate sensitive information, prioritize exposure and guide remediation.
Outcome to work toward: A prioritized view of sensitive-data exposure and an agreed plan to reduce inappropriate access.
Recommended starting shortlist- Varonis
- Veeam Securiti AI
- Theom
Why these options?
Varonis is a Leader in Forrester’s Data Security Platforms Wave, Q1 2025. Veeam Securiti AI and Theom have Leader recognition in GigaOm’s 2026 DSPM Radar. These are related evaluations with different scopes.
