Insights on AI cost & margin
Practical guidance for founders who want to understand what their AI is actually costing them.
Cost Attribution vs. LLM Observability: What's the Actual Difference?
Observability tools show what your AI is doing. Cost attribution tools show what it's costing you, by customer and feature. Here's the real difference.
September 9, 2026
How Often Should You Actually Check AI Cost Per Customer?
Monthly bills hide which customers are bleeding your margin. Here's a founder-friendly cadence, routine, and trigger-based, for checking AI cost per customer.
September 5, 2026
AI Cost Per Customer Dashboard: What to Track and Why
Most AI cost dashboards need a data engineer to build. Here's what to actually track, by customer, feature, and plan, without one.
September 1, 2026
Your AI Bill Went Up. Do You Know Which Customers Caused It?
Your AI bill went up, but the invoice won't show AI cost per customer. Here's how to find which customers are costing you, no engineer or code needed.
September 1, 2026
AI Cost Management for SaaS Founders (2026 Guide)
Learn how to track AI costs by customer, feature, and plan, and catch margin-negative customers before they quietly eat your runway.
August 27, 2026
How to Attribute LLM Cost to Customers
Learn how to attribute LLM cost to customers, understand AI cost per customer, and find which customers are actually profitable.
August 24, 2026