By Dominic O'Toole · 19 July 2026
How to govern AI-assisted development so output stays consistent and audit-ready: set standards, pin your model, and turn tests into checked-in evidence.
If your team is shipping AI-assisted code, the controls that keep it consistent are the same ones that make it audit-ready.