Policy development & AI governance
Create and revise policies, map them to controls, and organize approved AI tools and their reviews.
AI, with Accountability
AI governance & scoped security evaluation
Understand the distinct roles of policies, tool approvals, human oversight and technical testing.
Learning libraryRead the collection
- AI governance and AI security testing solve different problems — Separate policy and accountability from authorized technical evaluation.
- What a penetration test does—and does not—tell your board — Interpret a scoped test without turning a point-in-time finding into an assurance guarantee.
How VioletX helps
Relevant work is scoped to your systems, responsibilities, and decision boundaries.
AI / ML security testing
Assess agreed AI-powered applications for prompt injection, sensitive-data leakage, and unsafe tool access.
More information
Understand the distinct roles of policies, tool approvals, human oversight and technical testing.
AI, with Accountability: AI governance & scoped security evaluationRelated reading
- What a penetration test does—and does not—tell your board — Interpret a scoped test without turning a point-in-time finding into an assurance guarantee.
Official references
- NIST Cybersecurity Framework 2.0
- NIST SP 800-115: Technical Guide to Information Security Testing and Assessment
Reference context
VioletX editorial guidance—not an independent audit opinion or a guarantee. Applicability, authorization and engagement boundaries must be confirmed for your situation.