Best Vibe Coding Tools: overview
The first prompt can produce an impressive screen in minutes. The real test arrives during iteration: changing the data model, adding authentication, fixing an edge case and publishing a stable version. Products that expose the project structure and error state make those later steps easier to manage.
Use the same small application brief across candidates. Include a responsive interface, persistent data, sign-in, one external integration and a deployment target. Then change a core requirement halfway through. That exercise reveals how well the platform handles revision, debugging, generated code and the path beyond a prototype.










