Look beyond the working demo
Review authentication, data handling, permissions, errors, dependencies, and the code structure—not only the happy path shown in the prototype.
AI-built app review
Is an AI-built prototype ready for real users?
AI tools can make a convincing first version quickly. The important question is whether the application can handle real data, real users, real integrations, and the people who will need to maintain it after launch.
Request a website reviewConfirm ownership and portability
Know where the source code, data, domains, accounts, and services live, who controls them, and whether the project can move if a platform changes.
Choose the honest next step
A review may support targeted fixes, a focused rebuild, or a decision not to invest further in the current prototype. Not every AI-built project is practical to rescue.
Related next steps