AI Labs Race to Build Custom Chips for Running Models at Scale

DeepSeek joins Google, Amazon, and OpenAI in developing specialized chips for inference—running trained AI models on live queries. This vertical integration cuts costs at massive scale. Inference chips require less precision and simpler memory than training hardware, making them an achievable first step into custom silicon. The shift signals inference optimization is now a core competitive advantage for every serious AI lab worldwide.