Why all AI-built UI looks the same

I'm a frontend developer at a startup, and I've built UI with Claude for a long time. One thing kept bothering me: every screen, platform and component came out looking the same. The cause isn't one model. It's how all of them work, and how we use them.

So I turned a designer-style workflow into a skill: references first, several distinct directions, then my pick at every stage. The prototypes changed completely. As a non-designer, I was suddenly looking at ideas I'd never have come up with myself.

UI that doesn't look AI-made. A Claude Code plugin that makes AI-generated UI look designed.

See a full run: one brief for a fictional ceramic-studio app, built three ways (a one-line prompt, the full brief, and directionforge), with every direction, iteration and decision.

Ask an AI for a page and you get the usual: purple gradients, glossy blobs, rows of icons with three words each, rounded everything, Inter everywhere, every colour used at once. That's what happens when there's nothing to steer it.

directionforge gives it something to steer by: