Both. Some are public-facing demos to help you quickly grasp the logic; others are prototypes from my own actual work systems. In a real engagement, we don’t hand over a screen — we rebuild based on your data sources, your update rhythm, and your decision needs.

The difference is that I don’t just ask AI to generate content. I connect data sources, update cadence, summarization rules, page output, and follow-up action — end to end. The goal isn’t one-time generation; it’s making information continuously organized, tracked, readable, and usable.

Usually three things to nail down first: where your data currently lives, who needs to see it, and what format the output needs to be in. In many cases, you don’t need a deeply integrated system from the start — a first version can be built from Excel, recurring websites, existing reports, or content sources you already have.