Compute is an architecture decision. It is also a market decision.

The right compute decision depends on workload, scale, interconnect, bandwidth, utilization and the commercial model around the asset.

Training and inference place different demands on infrastructure. A headline accelerator benchmark does not by itself explain throughput under a real workload, network behavior, deployment complexity or total cost. Vendor comparisons require a view of architecture and the customer's operating constraints.

Ashraf's work has involved evaluating deployment scale, standalone versus networked configurations and multi-vendor sourcing. The commercial question is when dedicated capacity, cloud access or another structure gives an enterprise the control and economics it needs.

For sovereign and GCC markets, procurement can also intersect with data control, resilience, local capacity and the development of national capability. These considerations require careful distinctions rather than a single answer for every buyer.