Nasuni is developing a capability where large language models would analyze detailed records of how files are being accessed and written across its platform, then suggest or apply changes to improve storage efficiency and reduce cost. As of early 2026, this remains under active development — described by Nasuni executives but not yet shipped as a generally available product.

Nasuni's Field CTO John Capello disclosed in an October 2025 interview that the company tracks storage input/output (I/O) operations across its platform and plans to integrate this telemetry into large language models to generate recommendations for optimizing how and where data is placed. A companion product, Ops IQ (launched July 2025), provides human-readable dashboards of the same operational data as an interim step. Nasuni's February 2026 Hyderabad R&D center expansion announcement listed predictive analytics and AI-driven operations as explicit focus areas for the expanded team, confirming this capability remains under active development. The company's October 2025 roadmap statement describes plans to integrate this capability natively within the Nasuni Portal for analyzing and acting on telemetry from customer infrastructure.