Challenges in implementing generative AI solutions include ensuring the quality and diversity of generated outputs, addressing ethical concerns related to the use of AI-generated content, mitigating biases present in training data, optimizing computational resources for efficient generation, and complying with regulatory requirements for data privacy and intellectual property rights.