We help review AI built software, find the risks, and make a plan to get it ready for real users.
Sometimes a project works well enough for a demo, but not well enough for production. We review the codebase, architecture, and setup to help you understand what’s solid, what’s risky, and what needs to change before launch.
Whether you built it with AI tools, inherited it from a contractor, or moved quickly to get an MVP out, we can help you figure out the next step.
Fast-moving projects can get you to a demo quickly, but production usually exposes the gaps. We help you understand where the codebase is solid, where it is fragile, and what needs to be fixed, cleaned up, or rethought before launch.
What we look at:
We review how data moves through the system and where unclear logic, bad assumptions, or messy models could cause problems as usage grows.
We look at how the code is structured, how easy it is to change, and whether your team can realistically own it without creating bigger problems later.
We review how users access the system, how permissions are handled, and where weak spots could create real security or data exposure risks.
We look at how the app is deployed, configured, and run in production so you can avoid fragile environments and painful releases.
We help you separate the parts that are good enough to build on from the parts that need cleanup, refactoring, or a fresh start.
Email us at contact@setfive.com or use the form below!