Blog

FinOps for AI, in practice

Practical guides for FinOps, finance and IT teams on budgets, forecasting, allocation, security and savings for AI spend.

Follow KeepAir on LinkedIn

ForecastingForecasting AI Spend: Why Last Month's Bill Is a Bad GuideAI spend rarely grows in a straight line. What a useful AI cost forecast actually needs. · Read →BudgetsWho Owns the AI Budget? A Practical Model for Team-Level AllocationIT bought the licenses, engineering holds the API keys, finance pays the bill. An allocation model from one company budget down to every team. · Read →AI agentsThe Weekend an AI Agent Burned a Month's BudgetAn AI agent stuck in a loop doesn't stop on its own. Four controls that keep a weekend glitch from becoming a month's budget. · Read →Security“Do You See Our Prompts?” How KeepAir Handles Your DataThe first question every CISO asks about an AI cost tool. For KeepAir, the answer is no. Here's how it works. · Read →SavingsFive Ways to Cut LLM Costs Without Changing a Line of CodeBatch pricing, prompt caching, model selection, idle seats and unit cost tracking. Five levers every FinOps team should check first. · Read →VisibilityWhy Your Cloud FinOps Tool Can't See Your AI SpendYour cloud FinOps tool sees an invoice line, not the team, user or model behind it. What AI spend visibility actually requires. · Read →