AI app generators, also known as prompt-to-app solutions, are revolutionizing software development by enabling the transformation of user prompts into fully functional web applications through advanced frontier AI models. Despite the promise of democratizing application creation for users without coding expertise, these tools face significant challenges, such as interpreting complex user needs, ensuring code quality and security, crafting intuitive user experiences, and avoiding bias. To address these hurdles, high-quality, diverse datasets and robust evaluation frameworks are essential, with Labelbox playing a crucial role in providing the necessary infrastructure and expertise. By leveraging specialized data and human-in-the-loop methodologies, Labelbox aims to enhance the reliability and versatility of AI app generators, paving the way for more accessible and efficient software development.