Provide a field-and-lab commissioning service that brings new accelerator racks from physical installation through workload acceptance testing. The service would benchmark representative training and inference jobs, diagnose configuration problems, document supported frameworks, and deliver a capacity profile the operator can use when selling the infrastructure. Initial engagements can be fixed-price projects, followed by recurring performance and reliability testing.

Amazon and Google are expanding accelerator access beyond their own clouds, while major model developers increasingly use more than one chip supplier. This creates a new layer of operators that must integrate and commercialize heterogeneous accelerator infrastructure.