Software Development

Production readiness checklist for AI-built products

A launch date should follow evidence that the product can be operated safely. A production readiness checklist gives a founder and developer a shared…

Refactor or rewrite: How to decide on an AI-built App

Your AI-built app works, but changing it is becoming harder. A new feature takes longer than expected, and fixing one issue can create another.…

AI code audit cost: what drives the price of a review

Your AI-built product is approaching its next milestone: onboarding customers, an investor review or an engineering handover. You’re considering an independent audit, but comparing…

AI code audit: scope, process and deliverables for AI-built products

A working AI-built product answers one question: does it run? An AI code audit answers the next one: will the product hold up when…

Vibe coding security risks: what breaks when real users arrive

Seven security gaps decide whether a vibe-coded app is ready for real users, and none of them shows up while you click through your…

AI generated code in production: a founder’s guide to shipping AI-built products safely

AI-generated code can work well in a demo because the application only needs to demonstrate its intended functionality. Production introduces a different set of…