To prevent or mitigate bias in generative AI models, ensure inclusivity by forming diverse and interdisciplinary teams. Emphasize a culture prioritizing ethical AI use. Carefully curate and vet datasets to avoid ingrained biases. Implement guidelines that foster accountability in algorithm design and refine models regularly to address any biases detected.