Enterprises typically operate separate storage environments for file and object workloads. File systems support collaboration and application compatibility. Object storage supports analytics, scale, and increasingly AI-driven workloads. As organizations expand AI initiatives, this architectural divide becomes a constraint. Bridging file and object environments often requires gateways, duplication, or translation layers that increase cost, add latency, and slow the use of enterprise data in modern pipelines.