Cloud vs. On-Prem: How Enterprises Are Rethinking AI Infrastructure in 2026 

Enterprise data center racks representing modern AI infrastructure

AI infrastructure decisions used to be simple: rent capacity from a cloud provider and move on. In 2026, that’s no longer true. Rising cloud costs, tighter data regulations, and massive model workloads have pushed enterprises to reconsider how they build and run their AI infrastructure. In this post, we’ll look at why the cloud-versus-on-prem debate […]

  • Market research & user needs 
  • Product definition & specifications 
  • Regulatory feasibility (BIS, CE, FCC, ISO, medical, automotive, etc.) 
  • Cost modeling & unit economics 
  • Make vs Buy decisions