Most teams do not have an AI model problem. They have a visibility problem.
By the time your billing page updates, the damage is already done:
- retry loops keep running
- fallback models spike cost
- a bad prompt burns tokens for hours
What changed for me was tracking usage in real time, while requests are still running.
If you are building with LLMs daily, this is the stack I use:
- TokenBar for live token and spend visibility in macOS menu bar: https://www.tokenbar.site/
- Monk Mode to block feed distractions and stay in flow: https://mac.monk-mode.lifestyle
You can ship faster when you see cost as it happens, not at month end.
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