Level 1: SVK Primitives

Cross-Modal Search

Search works because products, images, and other signals are represented inside a shared aesthetic space.

Shared Aesthetic Space

This layer allows for the representation of any product, image, or sound as a collection of these aesthetic genes.

What It Encodes

  • Universal aesthetic axes
  • Brand, retailer, and style relationships
  • Coherent regional structure inside embedding space

What It Enables

  • Retrieval
  • Clustering
  • Similarity search
  • Everything downstream that builds on shared geometry