Understand the code and architecture
What the app does, how its parts connect, and where the design will become difficult to maintain. Explained in language you can use.
03 / AI & VIBE-CODE REVIEW
You built it with AI.
Let’s know what you’ve got.
A working demo is a good start. An experienced review helps you understand what needs attention before your app carries real business responsibility.
What we can work on.
Examine meaningful risks
Review authentication, access controls, secrets, data handling, and integrations within an agreed scope. Prioritise realistic failure paths.
Check the behaviour beyond the demo
Look at validation, errors, retries, tests, and the critical journeys that need to work under real conditions.
Turn findings into next steps
Separate urgent fixes from later improvements. You can take the findings back to your tools, work through them together, or scope implementation help.
WHAT YOU TAKE AWAY
An agreed-scope review with clear findings, priorities, and suggested fixes. It is an engineering review, not a penetration test or a certification that an application is secure.
Grounded in real engineering.
I bring hands-on backend and platform engineering experience, including regulated financial systems, together with daily AI use since 2023. The goal is to keep the speed AI gives you while applying human judgement to what it produces.
A FEW USEFUL ANSWERS
Before we start.
Do I need to understand all the code first?
No. Tell me what you built, what tool you used, and what you want it to do. Part of the work can be helping you understand the system and the decisions you now own.
Can you fix the issues you find?
Implementation help can be part of the agreed scope or a separate next step. A review should first make the priorities and likely effort clear.
Should I send you my credentials?
Start with a description of the project. We can agree appropriate access later. Do not include passwords, production credentials, or customer data in an initial email.
LET’S FIND A USEFUL STARTING POINT.
Tell me where you’re stuck.
A short description, your timeframe, and the budget you have in mind are enough to start.