Generative AI for Sustainable Mobility explores how GenAI can transform the mobility sector by enhancing operational efficiency and personalizing traveler experiences. It supports modal shift by making public transport more accessible, responsive, and attractive. Use cases include document analysis, real-time translation, intelligent chatbots, and situational awareness tools. Projects like SNCF’s AI search assistant and RATP’s virtual station agent illustrate early adoption. While promising, challenges like data security, user trust, and environmental impact must be addressed to unlock GenAI's full potential for sustainable transport.

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