AI INFRASTRUCTURE
Active
4/5 · 12–24 mo
AI lock-in has moved from the model layer to the orchestration stack — and strategy teams aren't in the room.
GPT-4-class capability is now commodity for most enterprise workloads. Strategic value has migrated to three layers simultaneously — cloud infrastructure, data platforms, and workflow orchestration — where four vendor camps are forming and switching costs compound across layers.
Strategic implication
Enterprises making these three decisions independently, business unit by business unit, are accumulating lock-in from multiple vendors at once — with no unified governance model and compounding migration cost. The architecture decisions that determine the next decade of AI flexibility are being made now, before strategy teams enter the conversation.