Method
AI-assisted engineering is the reason one person can deliver what used to need a small team. It is not magic, and it does not remove the need for someone who knows what good looks like. Here is exactly how the work runs.
Design document per decision
Every significant decision starts as a document: the problem, the options, the trade-offs, and the recommendation with its reasoning. You approve the approach in plain language before a line is written — which is when changing your mind is still free.
Reviewed, tested code
Specification, then generation, then review. AI produces the volume — services, migrations, tests, admin screens, documentation — and every piece is read, corrected and tested before it lands. The speed gain is real; the review step is what keeps it from becoming a liability.
Test suites and threat notes
Unit and integration tests are written alongside the feature, not deferred to a phase that never arrives. Secrets stay out of configuration files, authorisation is checked at the boundary, and anything touching tenant data is tested for isolation.
Session summaries and open-item list
Each working session ends with a summary: what changed, which files, what is still open, what comes next. You always know what you paid for, and the project's history stays legible long after anyone remembers the details.
The honest part
Any consultancy selling AI delivery should be able to tell you where it stops helping. Here is where.
It does not choose your architecture. Getting a multi-tenant data model wrong is a decision no model will save you from, and it is the most expensive mistake in this kind of system.
It does not own the outcome. When something breaks in production at 6pm, accountability is a person, not a tool.
It does not know your business. The rules that matter — how your pricing really works, which customers are exceptions — come out of conversations, not code generation.
It does not replace review. Unreviewed generated code is technical debt that arrives faster than the old kind. Every line is read before it ships.
In short
You are not buying generated code. You are buying someone who knows which generated code to throw away — and who signs their name to what ships.
Next step
No pitch deck and no discovery invoice. We talk about what you're running, what hurts, and whether I'm the right person to fix it.