In the built environment, addressing complex societal challenges such as the energy transition and circular strategies requires more than just technological advancements—it demands multi-actor collaborations through deliberation. In this presentation, we explore how AI can enhance deliberation processes by supporting transparent, trustworthy, and value-driven interactions among diverse stakeholders. We propose a socio-technical approach where AI acts as a facilitator in multi-actor settings, enabling informed discussions, detecting subjective biases, and offering explainable insights with examples. By integrating human feedback into AI-driven frameworks, we aim to bridge the gap between emerging technologies and human-centered decision-making through deliberation for lasting and effective solutions.Â