tokenledge · savings analyzer
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What would your bill look like with the noise compressed out?

Upload a usage export from OpenAI, Anthropic, GitHub Copilot, or Cursor — or just type your monthly spend — and see estimated savings in tokens and dollars, before and after.

Runs entirely in your browser. Your usage data is never uploaded anywhere.

Drop your usage file here or click to browse — CSV or JSON

OpenAI usage/cost exports · Anthropic Console usage · Claude Admin API usage report (JSON) · Copilot premium-request report · Cursor usage · any CSV with token or cost columns

Estimated savings

$0 saved / month, typical

Conservative to optimistic: $0 – $0 per month · per year at the typical rate

Like these numbers? Early access makes them real.

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Tokens / month today
Tokens / month after
typical estimate
Token reduction
Bill reduction

Tokens per month, before and after

Typical estimate; hover a bar for the range.

TodayWith tokenledge
Today
After

Monthly cost, before and after

Typical estimate; hover a bar for the range.

TodayWith tokenledge
Today
After
How this estimate works

Compression applies to the input side of your traffic — tool output, file reads, logs, search results — which is where coding-agent bills concentrate. We assume ~85% of input traffic is compressible and apply the measured 60–90% reduction to that slice (60% conservative, 75% typical, 90% optimistic). Output tokens are never touched.

That’s why the whole-bill number here is lower than the headline 60–90%: the headline is what happens to compressible tool-call traffic; this page shows the honest blended effect on everything you pay for.

Want these numbers for real, not estimated?

Join the waitlist and we’ll measure your actual traffic during early access — same agent, same answers, smaller bill.

No spam, just an early-access invite when your spot opens.

You’re on the list. Check your email for a note from us.