{
  "brand": "HyperLake",
  "canonical": "https://hyperlake.cloud/solutions/private-model-serving",
  "intent": "private-model-serving",
  "title": "Private model serving and fine-tuning: plan quality and capacity",
  "summary": "Enclave runs open or custom models on GPUs in your cloud. Compare model quality, workload utilization and operational responsibility before replacing a hosted endpoint.",
  "capabilities": [
    "Model serving and fine-tuning on customer GPUs",
    "pgvector retrieval and governed data access",
    "Eligible endpoints can scale down when idle"
  ],
  "criteria": [
    "Does the chosen model meet the actual quality and safety requirements?",
    "What capacity and cold-start trade-offs suit the traffic?",
    "Which data, models and licenses can run in the selected region?"
  ],
  "inputs": [
    "Model and representative evaluation set",
    "Traffic, context length and latency profile",
    "Region, licenses and available GPU capacity"
  ],
  "steps": [
    "Define the quality and latency acceptance bar.",
    "Pilot one endpoint with representative traffic and retrieval needs.",
    "Compare utilization and total cost, then agree the production operating model."
  ],
  "verification": [
    "Evaluate answer quality on the agreed cases.",
    "Measure startup, latency and capacity under load.",
    "Include idle compute, storage and support in cost comparisons."
  ],
  "economics": "Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.",
  "switching": "AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.",
  "sources": [
    "https://hyperlake.cloud/stacks",
    "https://hyperlake.cloud/faq",
    "https://hyperlake.cloud/get-started"
  ],
  "nextStep": {
    "label": "Discuss this workload",
    "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-model-serving&offer_id=starter-checklist-v1&utm_source=hyperlake&utm_medium=owned&utm_campaign=signup-journey&utm_content=landing_hero",
    "checklistUrl": "/solutions/private-model-serving.txt"
  }
}