AI design isn’t bad. Your prompts are. The framework I use to write prompts that produce elevated visuals, plus 50 free Nano Banana Pro prompts from a designer who did branding for Warner Music and Spotify.
The image tools are great now. A generic prompt still gives you a polished image that screams AI, because you asked for the average.
Below is the brief prompt I paste before making any visual, then where to grab 50 proven prompts and how to build your own library from them.
Give an image model "a modern app screen" or "a beautiful logo" and it lands on the middle of everything it has seen. Technically clean, creatively dead.
Good designers never brief that way. They ask for a specific thing in a specific style, with references and constraints. Do the same with AI.
The Litmus Test
If your prompt could describe 10,000 different images, you’ll get all of them mashed together. Write one that could only describe about ten.
Paste this into Claude or ChatGPT before you open any image tool. It interviews you, then hands back a prompt specific enough to escape the average.
Why Two References
Zero references gets you the average. Ten confuses the model. Two strong ones put it in a specific corner of the design world.
Amir Mushich is a designer and creative director who says he did branding and ads for Warner Music, PepsiCo and Spotify. In February 2026 he posted 50 of his design prompts for Nano Banana Pro, free, as an article on X. Comment BANANA on my video and I’ll send it, or open it here.
Don’t only copy them. Study how they’re built: how specific each one gets, which references they lean on and what constraints they set. Then write your own in the same shape.
They’re written for Nano Banana Pro, but they work as a strong starting point in other tools too. In the Gemini app, Nano Banana 2 is now the default image model. (Thurrott) On a Google AI Pro or Ultra plan you can still switch an image to Pro by regenerating it from the three-dot menu. In ChatGPT Images or Midjourney, expect to tweak a few words.
01
Save every prompt that works
When an image comes out right, save the exact prompt in a Claude Project or a doc called "Visual Prompts That Worked."
02
Tag it by use
Social, ad, deck, illustration, product shot. Over time it becomes your own version of Amir’s list, already tuned to your brand.
03
Start from a winner
Next time you need a visual, open a prompt that already worked and tweak it instead of starting blank. You get speed and a consistent look.
After a month of this, you’ll spot generic AI design in other people’s work instantly. That eye for the difference is the real skill.