AI Control Plane Architecture for Enterprise Deployments
Enterprises must build unified control planes to govern AI spending and prevent shadow deployments.
Enterprises must build unified control planes to govern AI spending and prevent shadow deployments.
Employees are quietly exposing company data to AI tools IT doesn't know exist.
Most companies ignore AI's unique risks when writing policies from old IT templates.
Companies need technical controls, not policies.
Most companies deployed AI everywhere but never built the guardrails to keep sensitive data out.
Enterprises must map AI tool sprawl across all layers to govern what they cannot see.
Attackers now break in 29 minutes faster than security teams can respond.
Regulators treat AI training on personal data as a compliance front line with rising penalties.
Agents need logs that capture reasoning, not just actions.
AI coding assistants leak secrets at double the baseline rate.
Agents face injection attacks across four surfaces, not just user input.
A 2025 framework structures agentic prompt injection tests along attack vector and impact scope.