What this is

The design and integration of an explicit decision and enforcement layer within existing AI systems.

This work embeds governance directly into how decisions are evaluated and applied, without rewriting models, prompts, or core application code.

How it works

• Decision logic is separated from application logic

• Policies, rules, and classifiers are managed independently

• Enforcement can occur at defined decision points across a system

• Behaviour can change without redeployments or prompt rewrites

• Ownership and auditability are explicit

The approach is model agnostic and vendor independent.

When this is needed

• AI systems are already in production

• Behaviour changes lead to unexpected outcomes

• Multiple teams influence AI behaviour

• Governance, compliance, or trust requirements apply

This work turns AI behaviour from an implicit side effect into an enforceable, governed capability.