Protopia and Rafay deliver multi-tenancy for shared GPU AI factories
Enterprise AI infrastructure providers are turning to multi-tenancy paired with upstream data protection to convert idle GPU capacity into secure, token-metered services that enterprises will actually adopt at scale.
That tension is pushing infrastructure providers toward a model that treats utilization and security as two sides of the same equation, as the market shifts from raw GPU rental toward token-metered access packaged and abstracted across models via a consistent application programming interface. A partnership between Protopia AI Inc. and Rafay Systems Inc. aims to expand the addressable market for enterprise AI infrastructure by pairing multi-tenant token delivery with upstream data protection, according to Eiman Ebrahimi (pictured, left), chief executive officer of Protopia AI.
“One of the biggest realizations for us … is that often [operators are] thinking about how do they increase the amount of supply that they have,” Ebrahimi said. “But when you dig into how you are operating the underlying factory … you see that there’s a lot of over-allocated capacity. Just because something is booked, if it’s not busy, that’s revenue that they’re leaving on the table.”
