**99% compressed, 1% on the bill: I audited 1B tokens to find out why**

> A technical study auditing 1,026,804,861 tokens across two independent tracks — why real AI savings are not where the market measures them. Capsules 91.62% margin, Squeeze 80.8% effective. Late last year I went through this firsthand: massive token burn on my team. And a paradox you might recognize. The cheaper tokens got, the higher the bill came in. Better, faster models invite heavier use, and consumption grows fa...

**来源信息**
- **来源**：Hacker News：AI 热帖
- **分类**：ai-products
- **发布时间**：2026-06-24 01:56（北京时间）
- **原文**：[打开原文](https://nuxs.ai/study)