KubeCon + CloudNativeCon 2025

What AI Token Consumption Means for Your Pricing Model

Every SaaS company building with AI hits the same wall eventually. Your AI bills grow. Someone asks which customers, features, or teams are driving that spend, and no one has a clean answer. That’s not a tooling gap. It’s a data gap. And the companies feeling it most are the ones where AI isn’t a […]

How to Track Per-Customer Costs in a Multi-Tenant AWS Architecture

Most SaaS infrastructure is multi-tenant by default. One AWS account, one EKS cluster, one RDS instance, shared across hundreds or thousands of customers. It keeps utilization high, yet makes answering “what does it actually cost to run customer X?” nearly impossible. This question comes up constantly, and the answers usually range from “we tag what […]

The Complete Guide to Cloud and AI Cost Attribution

Most SaaS companies cannot explain why one enterprise customer costs 20x more to serve than another. The data exists. It is spread across a Kubernetes cluster, three shared databases, a message queue, an external AI API, and a NAT gateway with no ownership attached. By the time the billing export arrives, the cost has happened. […]