BayesFlow provides a user-friendly API for amortized Bayesian workflows, enabling efficient parameter estimation through trained neural networks. It offers generative models including diffusion and consistency models for simulation-based inference. The library operates as part of the Keras ecosystem, supporting multiple deep learning backends for defining and training neural estimators.