This research explores the strategic necessity of human-centered AI in modern workplaces to ensure organizational fairness and maintain employee trust. As algorithms increasingly manage high-stakes decisions like hiring and promotions, the researcg argues that companies must prioritize transparency, explainability, and human oversight to mitigate bias and anxiety. The research emphasizes that a worker's sense of equity is deeply tied to their access to reskilling opportunities and the "humanness" of the technology’s implementation. By adopting participatory design and robust governance, organizations can transform AI from a tool of displacement into one of workforce augmentation. Ultimately, the research suggests that successful digital transformation requires a holistic approach that balances technical accuracy with ethical responsibility and psychological safety.

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