Understand it before adding more
I review the project and separate what works, what needs improvement and what blocks a launch.
FROM VIBE TO REAL LIFE
Perhaps the demo looks impressive but sign-in fails. Perhaps each change breaks something else. Or perhaps it all works, but the experience needs polish. We find out what your project really needs.
Get in touch
APPDEV / Help with vibe coding
I review the project and separate what works, what needs improvement and what blocks a launch.
We build on what you have and address the most important problems. Any rewrite needs a clear reason.
We work on user journeys, data, access controls, error handling, performance and the details that make the experience feel complete.
WHAT WE WORK TOWARDS
A prioritised review and a practical improvement plan. We agree on further work based on the findings.
WHO IS IT FOR?
For anyone building with AI, whether you’re a developer, a founder or a domain expert with a good idea.
IT STARTS WITH A CONVERSATION
An idea to explore. An app to improve. Or a project that needs a new direction. Tell me a little about it and we’ll find a sensible next step.

I’ll get back to you at the email address you provided.