For the better part of a decade, the dominant narrative in enterprise computing was straightforward: move everything to the cloud. Public cloud providers offered scale, flexibility and an escape from costly hardware refresh cycles. Organisations across every sector followed the path with enthusiasm.
Now, quietly but with gathering momentum, many of those same organisations are beginning to rethink the map.
The driver of this shift is AI. As AI has moved from experimental pilots to mission-critical infrastructure, it has exposed the limitations of a cloudonly strategy. Latency, data sovereignty, regulatory compliance and, increasingly, costs are pushing enterprises to bring AI workloads back behind their own walls.
On-premises AI, purpose-built private infrastructure designed to run large-scale model training and inference within an organisation’ s own data centre, is no longer a niche concern. It is fast becoming a central pillar of enterprise technology strategy.
94 May 2026