Enterprise POV: Why AI Policy Without Enforcement Fails at Scale
Enterprise security leaders are doing the right thing.
They’re defining AI usage policies. They’re issuing guidance to development teams. They’re setting expectations around responsible use of AI in software development.
And yet many are discovering an uncomfortable truth: AI policy without enforcement does not scale.
The Assumption Gap in Enterprise AppSec
Most enterprise AppSec programs were built on assumptions that code is written by humans, committed to repositories and secured. AI-assisted development breaks these assumptions.
Why Policy Alone Breaks at Enterprise Scale
At enterprise scale, developers use multiple AI tools across teams and regions. AI-generated code bypasses traditional visibility points and manual review cannot keep up. The issue is not non-compliance - it is non-enforceability.
Ownership Shifts - Control Does Not
When vulnerabilities emerge, developers may not know the origin of the code; security teams inherit accountability without the ability to prevent or shape outcomes; and platform teams lack shared visibility. AI concentrates responsibility at the security layer without providing the control to effectively manage that responsibility.
The Cost of Late Discovery Increases
Late discovery of AI-generated risk leads to missing context, slow root-cause analysis and remediation requirements that impact multiple teams. This is not a tooling gap - it is a timing problem.
Enforcement Must Move Closer to Creation
Security leaders do not need more policy documents. They need visibility, guardrails and controls that operate where development happens - at the moment code is created.
A New Control Layer Is Emerging
Governance must be enforceable, contextual and continuous. This new control layer complements existing AppSec tools by addressing blind spots they were never designed to cover.
The Enterprise Takeaway
AI adoption is inevitable. The differentiator will be who can enforce governance without slowing innovation by rethinking where security controls live.
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