Outcome Distribution Kit

About Outcome Distribution Kit

Outcome Distribution Kit is a small plain-Python command-line tool for operators, founders, PMs and ops leads who need to answer questions like when a project will ship or what revenue is likely. Instead of a single date or figure, it models the inputs as uncertain ranges and runs many simulated scenarios to show a spread of likely outcomes.

You describe your assumptions in editable JSON, choosing distributions such as triangular, normal, lognormal or uniform, and grouping risks into weighted scenarios like smooth, typical or rocky paths. The output reports medians, percentiles and the probability of clearing a threshold, so a plan can be discussed as a range rather than a promise.

The kit is sold as a one-time purchase, with a free sample to try first. The Operator Decision Pack bundles it with other Outcome Labs tools and a commercial-use license, while the kit alone covers just the Monte Carlo CLI. It is built on the Python standard library and is explicitly not meant for financial markets or wagering.