OpenMetal’s 2024 Year in Review

Healthcare AI workloads carry the same HIPAA obligations as any system touching PHI. This article covers what the 2026 Security Rule update requires from AI infrastructure, why vector embeddings count as PHI, and how dedicated private cloud simplifies the compliance documentation burden.

Hyperscaler credits are worth taking, but the architecture built during the subsidized period determines your real cost when billing starts. This covers the credit lifecycle, which decisions create long-term cost exposure, and when private infrastructure makes sense for AI startups in production.

Nutanix is a legitimate VMware alternative with real advantages. But its per-core subscription model has cost implications that compound at scale. This article compares both platforms honestly across pricing, operations, migration tooling, and use case fit.

Azure CSP resale margins are thin and getting thinner as Microsoft shifts incentives away from transaction volume. This article covers the commercial model for MSPs who own their infrastructure instead, how OpenStack multi-tenancy enables per-client isolation on shared hardware, and what the right client segment looks like.

The H200 is a memory upgrade on the Hopper architecture, not a new compute platform. This article covers why bandwidth matters as much as VRAM capacity, where the 141GB floor changes what fits on a single GPU, and how the NVL PCIe variant differs from the SXM5 for dedicated private infrastructure.

Databricks’ Standard tier is being retired, forcing Premium upgrades with higher DBU rates. This article covers how the DBU billing model works, what the open-source stack underneath Databricks looks like, what you give up by self-managing it, and when private cloud infrastructure changes the economics.

The RTX PRO 6000’s 96GB VRAM fits 70B models at FP8 on a single card with real KV cache headroom. This article covers what that unlocks, how dedicated fixed-cost GPU infrastructure compares structurally to cloud rental, and where the H200 is the better choice.

The control plane fee is the smallest part of your managed Kubernetes bill. This article breaks down what EKS, GKE, and AKS actually charge across egress, storage, cross-zone transfer, and multi-cluster overhead, and where self-managed on dedicated bare metal makes the math work better.

DORA has been in force since January 2025, and the third-party ICT risk requirements are where infrastructure decisions land hardest. This article breaks down what Articles 28–30 require, why hyperscaler concentration is now a documented regulatory problem, and how private cloud in the EU changes the risk picture.

Egress is the infrastructure cost most teams don’t model until it’s already on the bill. This article explains how per-GB and 95th percentile billing models work, why your 95th percentile figure isn’t your average usage, and how OpenMetal’s included allocation plus flat overage rate compares.