85% of your API spend is invisible waste. Here's how I cut $15–20/week down to under $1/week.

Nick Puruczky | Reprise AI | AI Accelerator Community

🧾 My Story: How I Found the Problem

I'd been running my Claudebot for about a week. A few messages a day through Telegram, some background monitoring — nothing crazy. Then I checked my Anthropic dashboard and the number made zero sense.

I was burning through $15–20 a week. And most of it was happening while I wasn't even using the agent.

So I did something most people never bother doing. I went through my API logs line by line and did a full cost audit. I tracked every single token — where it went, what triggered it, and whether it actually produced anything useful.

What I found: about 85% of my total spend had nothing to do with the work I was asking my agent to do. It was all background noise. Invisible overhead. Money disappearing into processes I never initiated.

Once I understood what was happening, I fixed it:

Same agent. Same tasks. Same capability. Just configured properly.

Below is the exact audit process and the three layers of fixes that brought my spend down.

🚀 Everything in this guide — config templates, audit checklist, lean file templates — is available for free inside the AI Accelerator community. 17,000+ people building with AI, running agencies, helping each other out. Link in the video description.

Part 1: The Audit

🎯 Before you fix anything, understand where your money is actually going.

This is the most valuable part of this entire guide. Until you run this audit, you're just guessing. And guessing is how you end up overpaying for months without knowing it.

Everyone's Claudebot configuration is different — different use cases, different messaging patterns, different automations. If you blindly copy someone else's optimization settings without understanding your own cost structure first, you'll fix the wrong thing.