{
  "brand": "HyperLake",
  "canonical": "https://hyperlake.cloud/solutions/private-ai",
  "intent": "private-ai",
  "title": "Private AI infrastructure: features, cost and control",
  "summary": "Compare deployment boundaries, model control and who operates the stack. HyperLake manages open-source stacks in your own cloud account.",
  "capabilities": [
    "Customer-controlled cloud account and region",
    "Managed data engines, model serving and agent workspaces",
    "Expert support included in the subscription"
  ],
  "criteria": [
    "Define where data, model endpoints, logs and backups must reside; private AI is a deployment boundary, not a single product label.",
    "Assign operating responsibility for models, data engines, updates and incident response.",
    "Compare capacity, utilization, support and platform charges at the same workload and service level."
  ],
  "inputs": [
    "Cloud account, region and data-boundary requirements",
    "Representative workloads, models, throughput and latency targets",
    "Security, integration and operating-ownership requirements"
  ],
  "steps": [
    "Document the deployment boundary and workload requirements.",
    "Review the supported stack and separate confirmed requirements from open questions, including on-premises support.",
    "Pilot a representative workload with agreed quality and performance checks.",
    "Agree operational ownership, support and total-cost assumptions before moving production work."
  ],
  "verification": [
    "Verify which account and region hold data and compute.",
    "Measure workload quality, latency and utilization.",
    "Reconcile direct cloud charges, platform subscription and operating effort."
  ],
  "economics": "Your cloud compute is billed at 0% HyperLake markup, plus the HyperLake subscription. Compare equivalent capacity, utilization and operating effort; total savings depend on the workload.",
  "switching": "Check supported cloud accounts, data boundaries, model requirements and migration scope with the team. On-premises availability must be confirmed separately.",
  "sources": [
    "https://hyperlake.cloud/",
    "https://hyperlake.cloud/blog/private-ai-infrastructure-for-enterprises-in-2026-options-compared"
  ],
  "nextStep": {
    "label": "Discuss this workflow",
    "url": "https://hyperlake.cloud/contact"
  },
  "freePlanning": {
    "headline": "Start with your workload, not a blank platform",
    "benefit": "Get a free deployment checklist, then create your workspace. Free expert help with your use case is also available through our contact form.",
    "label": "Create your HyperLake workspace",
    "note": "No free cloud capacity is promised. Deployment scope and charges are agreed separately; AWS and Google Cloud are available today.",
    "signupUrl": "https://app.hyperlake.cloud/users/sign_in?intent=private-ai&offer_id=starter-checklist-v1&utm_source=hyperlake&utm_medium=owned&utm_campaign=signup-journey&utm_content=landing_hero",
    "checklistUrl": "/solutions/private-ai.txt"
  }
}