Taste Is Not a Prompt: Why the Generative Era Rewards People Who Notice

Last spring I sat in on a portfolio review at an art school. A second-year student had brought three hundred images, all generated and all striking: neon cities, melancholy robots, gardens made of glass. The tutor scrolled for a long time, then asked a single question: "Which one is yours?"

The student didn't understand. "They're all mine. I made them."

"No," the tutor said gently. "Which one? If you could keep only one, which would it be, and why?"

The student couldn't choose. That, I think, is the defining creative problem of this moment.

Abundance moves the bottleneck

For most of history, making an image was slow and expensive. The scarce skill was execution: drawing the hand correctly, mixing the right green, getting the perspective to hold. Taste mattered, but it was often hidden behind craft.

Generative tools have made execution abundant. Anyone can make a technically polished image in seconds. When something becomes abundant, the bottleneck moves, and the new one is exactly what that student lacked: the ability to look at three hundred images, know which one matters, and say why.

That's taste. I don't mean a fixed preference for minimalism or a love of one palette. I mean the trained ability to notice, to see the difference between an image that's merely impressive and one that's alive.

You can't prompt your way to it

A popular belief holds that taste can be encoded in a clever prompt. Add "in the style of" this or that, string together the right adjectives, and the machine will deliver good taste on demand.

It can't, for a simple reason. A prompt describes what you want before you see it. Taste is what happens afterwards, when you look at the result and feel that something is off, or that something unexpected is better than what you asked for. A prompt is a request and taste is a judgement, and one doesn't replace the other.

Generative tools are a gym for taste, not a taxi. They give you more practice at choosing than any artist in history has had, but only if you do the choosing.

How to train your eye

Taste isn't mystical. It's a muscle, and it grows with deliberate exercise. These are the practices I've seen work, for students and for me:

1. Copy by hand. Spend an afternoon slowly copying a painting you love. You'll notice decisions you never saw while just looking.
2. Keep a "why" journal. When an image stops you, write one sentence about why. After a month, read the sentences back. Your taste will be written there.
3. Try the three-second test. Flick through your own work and note which pieces you'd stop for within three seconds. Be ruthless, because those are your strengths.
4. Curate with captions. A reference folder full of images teaches nothing. A folder where every image has a note, like "the way the shadow eats the doorway," teaches a lot.
5. Choose one. From every generated batch, keep exactly one, delete the rest, and write down why it won. This is the exercise that student was missing, and it's the most important one on the list.

The good news

This isn't a lament. Because generative tools let people see and compare more images than anyone before them, they could produce the most visually literate generation in history. Every batch of forty images is forty chances to practise choosing.

But the practice only counts if you treat each batch as a set of choices, not as a slot machine. Someone who generates three hundred images and posts them all has learned very little. Someone who generates three hundred, keeps one and can explain why has had a better art lesson than most of us got in a year.

A few weeks after the review, the student emailed the tutor a single image: a glass garden, slightly out of focus, with one cracked pane catching the light. Underneath was one sentence: "This one, because the crack is the only thing that looks like it happened."

That's taste. You can't download it. You can only practise it.