  The growing presence of Artificial Intelligence (AI) in various sectors
necessitates systems that accurately reflect societal diversity. This study
seeks to envision the operationalization of the ethical imperatives of
diversity and inclusion (D&I) within AI ecosystems, addressing the current
disconnect between ethical guidelines and their practical implementation. A
significant challenge in AI development is the effective operationalization of
D&I principles, which is critical to prevent the reinforcement of existing
biases and ensure equity across AI applications. This paper proposes a vision
of a framework for developing a tool utilizing persona-based simulation by
Generative AI (GenAI). The approach aims to facilitate the representation of
the needs of diverse users in the requirements analysis process for AI
software. The proposed framework is expected to lead to a comprehensive persona
repository with diverse attributes that inform the development process with
detailed user narratives. This research contributes to the development of an
inclusive AI paradigm that ensures future technological advances are designed
with a commitment to the diverse fabric of humanity.
