product · May 21, 2026

DigitalOcean Publishes Article on Shift from AI Training to Inference Focus by May 18 2026

Adrien Payong and Shaoni Mukherjee published the article Training to Inference: Why AI Cloud Must Catch Up on May 18, 2026. Every AI leadership conversation in 2023 focused on training costs, but by 2026 inference became the larger recurring cost scaling with usage such as 100,000 users generating 1 million requests per day and 2 billion tokens daily. DigitalOcean AI-Native Cloud features five integrated layers including Inference Engine and Inference Router with support for over 70 models and BYOM. Workato case study showed 67% higher GPU throughput, lower latency, and 67% lower model cost using NVIDIA Dynamo, vLLM, Kubernetes, and KV-aware routing.