Unit Economics of AI Features — Cost per Completion and Margin per User
AI features have real variable costs that compress traditional SaaS margins in unexpected ways.
Priya Nambiar
Senior Correspondent, Infrastructure Economics
Priya Nambiar
Priya spent eight years as a cloud cost analyst at a mid-size fintech before pivoting to technology journalism in 2019; she now covers how engineering and finance teams negotiate the true cost of AI infrastructure. Her reporting draws heavily on interviews with MLOps leads and procurement officers at companies managing nine-figure cloud budgets.
4 stories
AI Spend Attribution in Multi-Tenant SaaS Products
Tagging AI requests at the gateway layer reveals spending by tenant, feature, and model.
Priya Nambiar
Batch Inference Pricing vs Real-Time API Pricing for Async Workloads
Batch costs half as much—if your workload can actually wait.
Priya Nambiar
Context Window Pricing in Extended Context Models
Flat-rate and tiered pricing create 71x cost gaps for identical extended-context workloads.
Priya Nambiar