Scale AI’s Strategy: The Meta Dilemma

In June 2025, Meta Platforms Inc. (Meta) invested US$14.3 billion for a 49 per cent stake in Scale AI Inc. (Scale), a leading provider of data labelling services for AI developers, reshaping the company’s role in the AI value chain. Scale had built its growth on a network-driven model as a neutral intermediary, serving competing AI labs through a global workforce and shared learning across clients. The deal, however, raised concerns about neutrality and data governance, leading key customers to reassess their relationship with Scale and exposing the fragility of its network effects. As new CEO Jason Droege took over, Scale faced a central dilemma, with its most valuable asset, its perceived neutrality as a trusted intermediary across competing AI developers, called into question: whether to restore neutrality and rebuild trust across a broad ecosystem, or to deepen integration with Meta and reposition itself within a more vertically integrated AI stack.