They won’t start from scratch.

You can license ARM cores, scale up the design a bit and get to first pre-production units within a year or two.

OpenAI needs extremely large amounts of computing power and is almost 100% dependent on Nvidia to get it. That’s not a good situation to be in. Even if they can’t compete with Nvidia directly, building their own chips might be cheaper than paying Nvidia’s profit margin.