As highlighted by five papers in The Leading Edge, guest editor Katie Baker explores seismic reservoir modeling. Katie showcases the key technological advancements that unlocked seismic in defining and updating reservoir models and the historical connection between seismic data sets and reservoir modeling. She also explains the power and future of ensemble modeling and spotlights an alternative to the arduous training libraries for machine learning and seismic.