Insights on AI cost & margin
Practical guidance for founders who want to understand what their AI is actually costing them.
AI Cost Per Customer: What's Normal in 2026 (and When to Worry)
What's a normal AI cost per customer in 2026? Benchmark ranges by use case, the cost distribution most founders miss.
September 12, 2026
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 to Tell a Customer Their AI Usage Is Costing You (Without Losing Them)
One customer's AI usage can quietly wreck your margin. Here's how to raise it with them, the right way, at the right time, without losing them.
September 6, 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
Tracking AI Costs Across OpenAI, Anthropic, and Gemini for One Customer
Your product uses multiple AI providers. Here's how to turn three separate bills into one accurate cost number 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
Langfuse vs. AI Observly: Which One Do You Actually Need?
Langfuse and AI Observly both show you data about your AI product, but they answer completely different questions.
August 15, 2026
Helicone Vs AI Observly: Which One Do You Actually Need?
Helicone and AI Observly both show you data about your AI product, but they answer completely different questions.
August 15, 2026
How to Calculate Your AI Margin Per Customer (With a Simple Formula)
A simple formula for calculating AI margin per customer, plus a worked example, so you can spot margin-negative accounts before they cost you a full quarter.
August 14, 2026