Attribute AI spend to teams and features with a self-hosted tool
0set0set built a self-hosted AI spend attribution dashboard that breaks down where model costs go.
Source
0set0set on Hacker News · 2026-10-20 · Project link
Written in our own words. Credit to the original author. Link checked 2026-10-24.
What they did
0set0set built a self-hosted AI spend attribution dashboard that breaks down where model costs go.
Result (as claimed)
Clear view of who and what drives AI bills.
Tools they used
Cost: Pricing depends on the tools you pick; check each official pricing page.
Set it up
Pick a contained repo or task
Start on a branch or side project where mistakes are cheap.
Install and configure
Set up Costura. Read what it can run on your machine and limit permissions where possible.
Run it on a real task
Give it a well-scoped issue and let it work. Review the diff like any pull request.
Add guardrails
Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.
Copy the full setup prompt
Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.
You are helping me set up this AI use case end to end in Claude Code. Goal: Attribute AI spend to teams and features with a self-hosted tool What the original author did: 0set0set built a self-hosted AI spend attribution dashboard that breaks down where model costs go. Reported result (as claimed by the author): Clear view of who and what drives AI bills. Source: https://news.ycombinator.com/item?id=50160102 Tools they used: Costura Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Codex. Goal: Attribute AI spend to teams and features with a self-hosted tool What the original author did: 0set0set built a self-hosted AI spend attribution dashboard that breaks down where model costs go. Reported result (as claimed by the author): Clear view of who and what drives AI bills. Source: https://news.ycombinator.com/item?id=50160102 Tools they used: Costura Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Grok Bot. Goal: Attribute AI spend to teams and features with a self-hosted tool What the original author did: 0set0set built a self-hosted AI spend attribution dashboard that breaks down where model costs go. Reported result (as claimed by the author): Clear view of who and what drives AI bills. Source: https://news.ycombinator.com/item?id=50160102 Tools they used: Costura Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
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Guides for this use case
How to build a dashboard with AI agents · How to self-host AI agents on a Raspberry Pi, Mac mini or homelab · How to use AI agents for Linux, servers and homelabs
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