Google is going toe-to-toe with Nvidia as AI chip war cranks up

Google is escalating its campaign to break Nvidia Corp.'s grip on artificial intelligence chips, deploying creative dealmaking to push its Tensor Processing Units (TPUs) into the wider market.

The strategy targets the "neo-clouds": specialised GPU cloud providers, many of which began life as cryptocurrency miners. Hundreds of these firms exist, but only about half a dozen matter, and Alphabet Inc-owned Google has been in talks with them about adding TPUs to their offerings.

The pitch is diversification, freeing these providers from total dependence on Nvidia, alongside a technical argument that TPU designs have remained stable while Nvidia's architecture changes radically with each generation. Those frequent shifts create genuine installation headaches for the data centre operators tasked with deploying them.

The competition is increasingly being fought with balance sheets rather than benchmarks. Nvidia has long used its financial muscle to support its largest customers, and Google is now considering matching that approach by offering backstop deals to lenders. Under these arrangements, Google would guarantee payments if businesses that borrow to buy TPUs cannot find renters or buyers for the chips.

Google holds a structural advantage here: unused TPUs can simply be absorbed into its own cloud operations, whereas Nvidia lacks a cloud business of comparable scale to soak up stranded hardware. A joint venture with Blackstone to build a TPU-based cloud provider extends the same logic.