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AI Intelligence

Understand how
your AI sees meaning

Visualize and explore your embedding space. Understand semantic relationships and clustering patterns.

Embeddings
Interactive preview

Semantic visualization

See your embeddings in 2D or 3D. Understand how concepts cluster and relate.

Quality insights

Detect embedding issues—outliers, clusters that should be separate, concepts that should be closer.

Retrieval debugging

Understand why certain documents are retrieved. Visualize similarity relationships.

Embedding visualization

Project your embeddings into 2D or 3D space. Explore clusters, outliers, and semantic relationships.

  • UMAP/t-SNE projection
  • Interactive exploration
  • Cluster detection
TREND
12h agoNow

Similarity analysis

Understand similarity scores. See which documents are close together and why.

  • Similarity matrices
  • Nearest neighbors
  • Distance distributions
OVERVIEW

How it works

1

Index

Send embeddings to Empress or connect your vector DB

2

Project

Embeddings are projected for visualization

3

Explore

Navigate the semantic space interactively

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See semantic space

Understand what embeddings mean.

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