MIT Technology Review: Operationalizing AI for Scale and Sovereignty — The Data Ownership Challenge

MIT Technology Review·medium signal

MIT Technology Review examines how companies are taking control of their own data to tailor AI for specific needs, facing the fundamental tension between data ownership and the trusted flow of high-quality data needed to power reliable AI systems. The piece argues that AI sovereignty — controlling your own data, models, and inference — is becoming a strategic imperative as organizations move beyond API-only AI consumption.