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Cost, latency and capacity operations

AI SLOs and alarmsTracing agent runsLogs and audit trailsIncidents and runbooksOn-call for AI systemsCost and capacity
Development

Cost, latency and capacity operations

  • Comparing Reserved Capacity Across Two Vendors
  • Keeping Model Calls Warm: Reserved Capacity
  • Negotiating a Reserved Capacity Contract: Terms That Bite
  • A Commitment Review: What to Bring and When to Renegotiate
  • A Customer-Facing Statement for Agent Spend: Line Items
  • A Spill Plan: What to Shed When Reserved Capacity Fills
  • Forecasting Model Spend from Traffic Percentiles
  • Keeping Two Model Versions Warm Without Doubling Spend
  • Measuring Time to First Token Against Your Reservation
  • Model Usage Chargeback: Attributing Spend to Teams and Customers
  • Reading a Reserved Capacity Invoice Line by Line
  • Reconciling a Spend Cap Against the Vendor Invoice
  • Should You Prepay for Model Capacity or Pay as You Go
  • Splitting a Capacity Bill Across Teams and Customers
  • The Burst Charge on a Single Night: Reconstructing It from Traces
  • Turning a Capacity Forecast into a Commitment Size
  • Warming a Cold Pool: Pre-Opening Connections to a Model Gateway
  • What Happens When You Outgrow a Reserved Capacity Contract
Operating AI in production

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