Protecting personal data in ubiquitous smart environments is crucial to ensure user privacy and trust in artificial intelligence (AI) applications. This paper explores approaches and techniques for designing privacy-aware and respectful AI applications where the balance between technological innovation and data protection is essential to ensure these technologies' ethical and sustainable adoption.