The use of generative AI in weather forecasting is a significant advancement in meteorology.Generative AI models generate ensemble forecasts to capture weather uncertainty.SEEDS model by Google Research uses denoising diffusion probabilistic models for efficient ensemble forecasting.There are challenges and variations in the application of generative AI in weather forecasting globally.