Gaussian Splatting is a technique that enables real-time radiance field rendering, making 3D reconstructions smoother and more efficient. It has revolutionized the field of 3D vision, allowing for easier visualization and comparison of point clouds. The author, Paula Ramos, shares her journey in implementing Gaussian Splatting, from struggling with traditional point cloud methods to discovering the benefits of this new technique. With FiftyOne as a visualizer, researchers and developers can now quickly inspect and compare multiple 3D reconstructions, debug and refine 3D models with intuitive dataset querying, and reduce engineering overhead by leveraging FiftyOne's integration with AI pipelines. The author invites readers to try out Gaussian Splatting and share their thoughts, aiming to collaborate and enrich the experience of working with FiftyOne.