How to avoid generic AI design in v0

Context, references, and constraints that make the result feel like your product.

I use it for prototypes and interfaces when validating an idea quickly matters more than perfect first-pass code.

What works in practice

• Define typography, density, and rhythm early.
• Describe character, not just components.
• Name the visual clichés to avoid.
• Evaluate the system rather than one impressive screen.

Where the boundary is

Without constraints, the model predictably chooses a safe average interface: polished, but anonymous.