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AI CODE GOVERNANCE & OVERSIGHT

AI writes the code. Our engineers make sure it’s safe to ship.

AI can dramatically speed up software development, but it doesn’t remove engineering accountability. We put experienced engineers and QA between AI generated code and your production systems, so every change is reviewed, validated and tested before it goes live.

Engineer reviewing AI written code next to a passing test report
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THE RISK

Faster code isn’t the same as better code.

Hidden security flaws

AI tools can introduce vulnerable dependencies, weak input handling or leaked secrets that look perfectly reasonable at a glance.

Code nobody understands

Large volumes of generated code can quickly become a codebase your team can’t confidently maintain, debug or extend.

Untested behaviour

Generated code often works in the normal case and fails on the edge cases your customers actually hit.

Licensing and IP exposure

Without controls, it’s hard to know where suggested code came from or whether it meets your compliance obligations.

HOW IT WORKS

A human checkpoint on every change.

  1. 01

    AI writes

    Your developers, or ours, use AI tools to generate or modify code and move faster.

  2. 02

    Engineers review

    Experienced engineers review every change for correctness, security, readability and fit with your architecture.

  3. 03

    QA tests

    QA Engineers validate the change with manual and automated tests, including regression and edge cases.

  4. 04

    Approved to ship

    Only code that passes review and testing progresses through delivery. A named human is accountable for every release.

WHAT WE PROVIDE

Governance that fits how your team already works.

AI coding standards

Clear, practical rules for when and how AI tools can be used in your codebase.

Review and approval workflows

Pull request checks, review checklists and approval gates built into your existing tooling.

Automated quality gates

Static analysis, security scanning and test coverage thresholds that catch problems before a human even looks.

Ongoing oversight

Embedded engineers and QA who review and test AI generated code as part of your day to day delivery.

Audits of existing code

An independent review of AI generated code already in production, with a prioritised list of fixes.

Team training

Help your developers get the speed benefits of AI without lowering the bar on quality.

Using AI to write code? Let’s make sure you can trust it.

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