About this tool

Outcome Distribution Kit is a plain-Python Monte Carlo CLI that helps founders, PMs, and ops leads model delivery timelines, revenue envelopes, and hiring fill time as distributions rather than single-point estimates. It provides editable JSON scenarios, multiple probability distributions, and clear percentile outputs including P(threshold) to support better decision-making. A free sample is available, with one-time pricing for the kit and an operator pack.