AI writes the code. But is what's being built actually right?
Frameworks, quality gates, and expert oversight for businesses building software with AI tools — whether you're doing it yourself or having it done for you.
AI produces working code. Working isn't the same as right.
Non-developers building with AI tools face the same five problems. They're not obvious until something goes wrong — and by then, they're expensive to fix.
AI-generated code often passes the happy path but fails under real conditions — concurrent users, edge cases, unexpected input.
Features get bolted on without a coherent foundation. Every addition makes the next one harder. The debt compounds invisibly.
AI doesn't flag what it's introducing. Vulnerabilities get built in quietly — not out of negligence, just inexperience with what to look for.
AI writes tests that confirm what the code does, not what it should do. False confidence. Real gaps.
Technology choices made without understanding the maintenance, hosting costs, or lock-in implications. Cheap to start, expensive to change.
You don't need to be a developer to know something feels off.
If any of these sounds familiar, this is for you.
- →You're using AI tools to build software but you're not a developer
- →You've hired someone to build with AI tools and want independent oversight
- →You've had something built and you're not sure it's actually right
- →You want a second opinion before investing more in the build
- →You need to hand the project to someone else and want documentation in place
Oversight at the points that matter most.
We review what you're building, your timeline, and who's doing the work. We identify the highest-risk areas and agree on review points.
If there's code already, we review it early — before more gets built on a shaky foundation. Plain English findings, prioritised.
Agreed checkpoints before each stage continues. We review, identify issues, and give clear guidance on what needs to change.
A structured review before anything goes into production. Covers quality, security basics, and operational readiness.
Engagements are scoped to the project — a one-off review for something already built, milestone oversight for an active build, or ongoing availability throughout. We fit around how you're working, not the other way around.
Confidence that what's being built will actually hold up.
Every engagement produces clear, actionable findings — written for someone who understands the business, not the codebase.
Every review produces a clear, prioritised list of issues and recommendations — written for business owners, not developers.
Recommendations on structure, technology choices, and what to build versus what to buy — before those decisions become expensive to change.
A structured gate before launch. Covers functional, security, and operational readiness. Sign-off when it's ready.
A record of what was built and how — so the project isn't a black box when it's handed over or needs to be maintained.
Tell us what you're building.
We'll scope the right level of involvement — whether that's a one-off review of something already built or oversight throughout an active project.