Where AI UI generation helps most
It is especially useful for first-pass implementation, design exploration, component scaffolding, migration between frontend stacks, and reconstructing visual references into editable code.
Where human review still matters
Business logic, security, performance budgets, analytics, accessibility edge cases, data contracts, and product-specific state management still need normal engineering judgment.
A reliable workflow
Use AI to accelerate the initial build, inspect the generated bundle, test the result, refine specific problems, and then integrate it into your normal repository and review process.