Tushar Saxena

Demand for generative AI has outpaced the supply of GPUs. Procurement delays and capacity blocks that sell out months ahead now gate how fast enterprises can ship AI workloads, and cost pressure compounds the problem at production scale. AWS Trainium gives customers a second path: Amazon EC2 Trn2 instances deliver 30 to 40 percent better price-performance than comparable GPU-based instances, and because AWS designs the silicon, customers gain access to capacity built and scaled by AWS directly.

Traditional VMware migrations have long suffered from fragmentation and inflexibility. Enterprises had to cobble together disconnected tools for discovery, planning, network configuration, and rehosting, each requiring specialized expertise and lengthy manually orchestrated handoffs. These rigid, rules-based tools can’t adapt to each customer’s unique environment, resulting in compounding costs, expensive customizations, and timelines that stretch into years.