Rethinking Enterprise AI: The Importance of the Operating Layer

2026-04-16 · MIT Tech Review AI · Original

In the realm of enterprise AI, a critical divide exists that often goes unnoticed. While discussions typically revolve around foundation models and performance metrics—such as the battle between GPT and Gemini or advances in reasoning capabilities—the real long-term advantage lies in the structural aspect of AI implementation. The key question is: who controls the operating layer where AI intelligence is deployed, regulated, and enhanced? This operating layer is crucial for ensuring that AI systems not only function effectively but also adapt and improve over time, creating a more sustainable competitive edge for businesses.