[ MITM LLC · 2025 ]

Moogle in the Machine: research tools, built with AI

A suite of UX research tools for other practitioners. I specified the product and directed the whole build with AI as the engineering resource, with no prior shipping experience.

The Moogle in the Machine home page, listing its research tools

What it is

Moogle in the Machine is a set of tools for UX researchers that I started building in April 2025: a sample size calculator, a bias checker for research questions, a significance calculator, and interactive explainers for p-values and chi-square tests.

How it was built

I wrote the product spec and directed the entire build using AI as the engineering resource, with no prior shipping experience. The tools themselves aren’t AI-powered; AI was how I built them.

Skycritter and WhisperPad followed.

← All work