Centralized AI Generation Function (AIGF)
Consolidating all AI-assisted development into a single organizational function ensures consistent Output Quality Assurance (OQA) and eliminates dangerous local optimization!
Governance
Structures ensuring that AI usage remains centralized, approved, and fully traceable at all times.
Prompt Operating Procedures (POP-Ops)
Mandating a single, enterprise-wide Prompt Operating Procedure reduces cognitive load, eliminates contextual variation, and ensures AI Request Uniformity across the organization!
Environment Access Governance (EAG)
Restricting AI workflows to Non-Production, Non-Prod-Like Environments (NPNPLEs) protects regulatory compliance and ensures all validation occurs immediately prior to Go-Live!
Change Approval Board (CAB) Processing
Requiring full CAB review for every AI-generated change, regardless of size or impact, guarantees Governance Fidelity, Audit Trail Robustness, and Multi-Stakeholder Visibility Alignment!