What is AI code governance?

Why does AI-generated code need governance?

AI writes code faster than controls built for human-paced change can absorb. A reported 42% of committed code is now AI-generated or AI-assisted (Sonar survey, as reported), so what changed, who approved it and what it cost all need recording.

Standards, change boards, release gates and assurance reviews were designed for people. Most organisations end up banning AI, allowing it quietly, or reviewing everything by hand and losing the speed they wanted. Governance is the fourth option: a control layer that fits the controls you already run, whatever tools build the code.

What should AI code governance cover?

Four things: the code, the work, the AI and the environment. Govern the code against your standards, the work through scoping and approval, the AI by seeing what it is used for, and the environment by deciding where it runs.

• Govern the code

  Hold every change to your architecture and standards, and catch drift before it becomes debt.

  How EmberDNA works

• Govern the work

  Scope, approve, deliver and prove every piece of AI-written work.

  How EmberMission works

• Govern the AI

  See what your AI subscriptions and models are used for, and stop paying for wasted loops.

  How AI spend is controlled

• Govern the environment

  Run it locally, hosted by us or in your private cloud. Your code stays where you decide.

  Where it runs

How does it relate to the Cyber Resilience Act, ISO 27001 and the EU AI Act?

Regulation and standards increasingly ask for evidence of how software was built and changed. The Cyber Resilience Act applies in full from 11 December 2027 and EU AI Act high-risk duties from 2 December 2027.

Governance helps you evidence compliance as you build. It does not make you compliant or certified: your organisation owns its compliance, and this page is not legal advice.

How do you govern coding agents?

Let agents work only inside an approved scope, and prove the result before anything merges. Each piece of work has one test that defines done, a priced quote that is signed off, and delivery that stays inside that scope.

EmberNest is independent and tool-neutral. It works alongside the coding tools your teams already use rather than replacing them.

How do you measure it?

With an assurance level, not a list of findings. Every codebase sits somewhere between Unknown and Assured, and governance moves it up one level at a time.

1. Unknown
2. Visible
3. Stable
4. Governed
5. Assured
6. Certifiable

How do you start?

Start with a question every team has: how solid is this codebase today? A free assurance report gives you a grade, a map and a level, run on your own machine.