AI Management
Why Is My OpenAI Bill So High? A CFO's Diagnostic Checklist
A finance leader does not need to understand token sampling to get to the bottom of a high AI bill.
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AI Management
AI Management
AI Unit Economics: Measuring Cost per Outcome, Not per Token
AI unit economics is the practice of measuring what a unit of business value costs to produce with AI, rather
AI Management
Chargeback vs Showback: Two Models for Managing AI Spend
AI chargeback and showback are the two governing models for pushing AI cost toward the teams that create it, and
AI Management
AI Cost Allocation: How to Charge AI Spend Back to Teams
AI cost allocation is the discipline of tracing every dollar of model, inference, and tooling spend back to the team
AI Management
AI Spend Forecasting for the 2026 Planning Cycle
AI spend forecasting for the 2026 planning cycle asks finance to project a number in a category where prices are
AI Management
Building an AI Budget That Survives the Next Model Release
AI budget planning has a problem that traditional budgeting never faced: the ground moves under it. A new model release
AI Management
Multi-Model Strategy: Routing Each Task to the Right Model
Multi-model routing is the recognition that no single model is the right tool for every job. A frontier model
AI Management
LLM Cost Optimization Without Sacrificing Output Quality
LLM cost optimization has become a line item that finance teams now read closely, and for good reason. The bill
AI Management
Agent Reliability: Setting SLOs for Autonomous Workflows
An AI agent SLO is the reliability target that separates an autonomous workflow you can trust with revenue from a
AI Management
AI Vendor Consolidation: When Fewer Tools Save More
AI vendor consolidation is what happens after the experimentation phase, when an organization looks up and counts the tools it
AI Management
AI Total Cost of Ownership Beyond the API Bill
AI total cost of ownership is the number most organizations do not have, because the API bill is the only
AI Management
AI Procurement: What to Ask Before You Sign a Vendor
AI procurement is where a lot of avoidable cost gets locked in. The pitch is compelling, the demo works, and