🎲Gacha Cumulative Probability Calculator

Calculate the cumulative probability of at least one success in n consecutive pulls

How to Use This Calculator

This calculator finds the cumulative probability of getting at least one success when pulling n times with a fixed per-pull rate p. It applies to gacha pulls, event drops, and any independent probability events.

The formula is 1 - (1 - p)^n. Even a low single-pull rate accumulates quickly over many attempts, but never quite reaches 100%.

Example: 1% Rate Cumulative Odds

PullsCumulative Odds
5039.5%
10063.4%
20086.6%
30095.0%

Frequently Asked Questions

Does pulling the expected average guarantee success?

No. Pulling the average (1/p times) gives only ~63.2% cumulative probability. Success is never guaranteed without a pity system.

How many pulls for 99% probability?

n = log(0.01) / log(1-p). For 1%, you need about 459 pulls.