How we built an open-source platform that tells you whether your business process is ready for AI automation — with deterministic scoring, gamified UX, and optional LLM inference.
The Problem
Every week, someone asks: "Can we automate this workflow?" The answer is never simple. It depends on data quality, process stability, regulatory exposure, exception rates, integration readiness, decision complexity, and ROI potential — seven dimensions that interact in non-obvious ways.
Most automation decisions are made on gut feel. Teams spend months building automation only to discover the process changes too frequently, the data is too messy, or the compliance team blocks it.
We wanted to build a tool that makes this evaluation systematic, data-driven, and interactive — something a team can open in a browser, describe their workflow, and get a defensible answer in seconds.
