
Why I Built a Dashboard for SPM Chat
A dashboard changed how I make decisions for SPM Chat. Here’s what I track, why trends matter more than vanity metrics, and how it doubles as a control panel.

A dashboard changed how I make decisions for SPM Chat. Here’s what I track, why trends matter more than vanity metrics, and how it doubles as a control panel.

I built an AI chatbot for SPM students. Here’s what I learned about marketing, small language models, community, and fumbling a beta launch.