How building an AI chapter generator taught me to stop reaching for a vector database first.

When I started building my AI chapter generator, I spent hours researching vector databases. I was convinced I needed one.

I didn't.

The idea

The project was simple on paper. A user uploads a long lecture video, the app transcribes it, figures out where the instructor moves from one topic to the next, and spits out timestamped chapters.