Can AI replace frontend developers completely?

No — while AI can speed up prototyping and handle repetitive tasks, developers are still needed to write complex logic, optimize UX, and ensure quality.

Is AI-generated frontend code suitable for all browsers and devices?

It depends — generated code may need adjustments or additional testing to ensure cross-browser and responsive compatibility.

Do AI prototyping tools support popular frontend frameworks?

Some tools generate generic HTML/CSS, while others offer support or plugins for frameworks like React, Vue, or Angular — always check tool documentation.

How does AI speed up frontend prototyping?

AI tools can automatically convert design assets or specifications into HTML/CSS code — greatly reducing manual work and accelerating prototype creation.

Is AI-generated code production-ready for web projects?

Often AI-generated code serves as a strong starting point; developers may still need to review, refactor, and optimize for performance and maintainability.

Which AI tools are commonly used for frontend prototyping?

There are several AI-based design-to-code and prototyping tools available — you should choose based on project requirements, design complexity, and coding standards.