There’s a common scaling heuristic, related to Greiner’s growth model, that organizations need to fundamentally change how they operate as they grow. I recall numbers that every time your organization triples you need to change how you do things.

Part of this is communication overheads, and as op points out, the need, and ability, to specialise in a larger organisation.