Your AI training job is queued on AWS. You're waiting. The bill is climbing. Meanwhile, a team at CoreWeave just provisioned 512 H100s in under 15 minutes — paying 40% less per GPU-hour.

That gap is real, and it's why more engineering teams are rethinking their AI infrastructure stack.

What's a Neocloud?

Neoclouds are GPU-first cloud providers — CoreWeave, Nebius, Lambda Labs, Voltage Park — built exclusively for AI workloads. No managed databases, no serverless functions, no CDN. Just bare-metal GPU compute at scale, fast.

The Core Tradeoffs

Hyperscaler Neocloud

GPU availability Waitlisted Fast provisioning

Pricing Complex, bundled Transparent per-GPU-hour

Cost vs baseline — 30–60% cheaper

Service breadth Thousands of services Compute-focused

Compliance Extensive Growing

When to use a Neocloud

Pure AI training / fine-tuning / inference workloads

When GPU availability is blocking your team

When you want bare-metal performance without virtualization overhead

When to stick with a Hyperscaler

AI…