just the beginning. Valence allows businesses to query data without compromising the original data ownership and is permission-based for regulated industries that require compliance and strict controls. Equipped with our advanced tools, businesses can positively verify data lineage, facilitating its exchange, monetization, and long-term value extraction. This form of data commerce will unlock the potential of private data sets, allow for federated learning, and reduce risks in data-driven innovation and product development.