Find which AI customers lose you money
Find out which customers your AI product loses money on, with gross margin per customer and month. It puts revenue next to LLM cost and allocated hosting and other cost of revenue, flags negative and below-target customers, names the task driving their cost, and gives the price each would need to hit your target margin.
- Activity
- New: be the first to try it
Will this work for me?
- Effort
- Needs about 10 minutes of setupOur guess from what the kit says it needs.
- Works in
- Claude Code, claude.ai and the desktop app
- You need
Anthropic account: setup steps
- What it is
- This kit works with your own Anthropic account.
- Where to get it
- Sign in to Anthropic, or make a free account if it offers one. Go to Anthropic
OpenAI account: setup steps
How this works
- It is a skill: written instructions Claude reads when your request matches what the skill is for. You do not call it by name; just ask for the task.
- While it works, it reads and changes files in the places it lists, nowhere else.
- It runs these commands on your computer: node scripts/margin.mjs.
- Nothing runs until you choose to use it, and you can remove it any time.
What it can access
What this kit says it will touch, the same list you see before you add it. These are its Permissions: What a kit is allowed to touch on your computer or accounts, such as reading a folder or using the internet. You see them before you add it.. In Claude Code they become rules, so Claude stops anything not on the list.
Command
Runs the command: node scripts/margin.mjs (with any arguments, without asking)
Reads
Reads files in ./data/**

