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Jamie
Jamie

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I Tracked My AI Rate Limits for 30 Days. Here Are the Numbers.

If you use multiple AI coding tools, you're probably getting rate-limited more than you think.

I spent the last month tracking every single rate limit hit across my AI stack: Claude Pro, ChatGPT Plus, Cursor Pro, GitHub Copilot, and Gemini Advanced. Here are the raw numbers.

The Setup

I kept a simple log every time an AI tool either:

  • Explicitly told me I hit a limit
  • Silently degraded (slower responses, worse completions)
  • Refused to process a request

The Numbers

Tool Hits/Month Avg Recovery Time Worst Moment
Claude Pro 8 45 min Middle of a 500-line refactor
ChatGPT Plus 6 20 min Debugging a production issue
Cursor Pro 5 15 min Pair programming session
Gemini Advanced 3 10 min Research deep-dive
GitHub Copilot 1 5 min Just autocomplete lag

Total: 23 interruptions. ~7 hours of lost flow state.

That's almost a full work day per month just... waiting.

What I Learned

1. Claude hits hardest because I use it for the hardest tasks.
When Claude rate-limits you mid-refactor, you can't just switch to ChatGPT. The context is gone. You're starting over.

2. The "silent degradation" is worse than hard limits.
Copilot and Cursor don't always tell you they're throttling. You just notice completions getting dumber. I probably missed tracking 5-10 more incidents.

3. Timing matters more than total usage.
I wasn't hitting limits because I used too much overall. I was hitting them because I'd burn through 70% of my allocation in a 2-hour sprint, then get locked out for the remaining 6 hours of the reset window.

My Fix

I started using TokenBar — a macOS menu bar app that tracks usage across all these providers in real-time. The game-changer is the pace tracking: it shows whether your current burn rate will last through the reset window.

Now I check it before deep work sessions. If Claude is running hot, I front-load Cursor/Copilot work and save Claude for when I actually need the reasoning power.

Result: Zero surprise rate limits in the last 3 weeks.

The app is $4.99 one-time, local-only, no telemetry. Supports 20+ providers including Codex, OpenRouter, Vertex AI, JetBrains AI, and more.

The Meta Point

We're all building our workflows around AI tools that can disappear mid-task with zero warning. That's insane when you think about it. Imagine if your IDE just stopped working randomly for 45 minutes — you'd lose your mind. But we accept it from AI tools because we don't track it.

Track it. The numbers will surprise you.


Has anyone else tracked their rate limit hits? Curious if my numbers are typical or if I'm just a heavy user.

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