Nasuni is developing a capability where large language models would analyze detailed records of how files are being read and written across its platform, then automatically suggest or apply changes to improve storage efficiency and reduce cost. Unlike many AI features that work with the content of files, this system focuses entirely on the technical behavior patterns of file storage — not what files contain. As of early 2026, this capability has been described by Nasuni executives but has not yet shipped as a generally available product.

Nasuni's Chief Innovation Officer disclosed in a May 2024 interview that the company tracks every storage input/output (I/O) operation across its platform and intends to feed this telemetry into large language models to generate recommendations for optimizing how and where data is placed across a customer's multiple storage locations. This is an example of AIOps — the use of AI to automate and improve IT infrastructure management. A companion feature, Ops IQ (launched July 2025), provides human-readable dashboards of the same operational data as an interim step. Nasuni's February 2026 announcement expanding its Hyderabad R&D center listed AI-driven operations and predictive analytics as explicit focus areas, suggesting the full LLM-based optimization capability remains under active development.