Prototype → Production

Find the risks before real users and real data depend on the prototype.

I review AI-generated, no-code, inherited and early-stage products for the gaps that make the next launch fragile. The result is evidence for deciding what to keep, fix or replace.

What I deliver

A clearer path from problem to result.

A review of critical flows, architecture and data handling
Prioritized security, reliability, UX and performance risks
A practical hardening and implementation plan
Targeted fixes or a responsible rebuild path after the audit

A good fit when

The work has a real job to do.

A demo that now has real users or business risk
An inherited codebase that is hard to change safely
A product approaching launch without reliable release checks

Start with the brief

Bring the problem. I will help shape the scope.

Start a brief See pricing