Local AI & Semantic Search

Zemoria leverages advanced on-device AI to understand the semantic meaning of your photos rather than relying on basic file tags.

Semantic Natural Language Search

You can search your photo library using natural, descriptive sentences:

• "a red sports car under the sunset"
• "dog playing on a snowy field"
• "happy family eating dinner"

Local Face Recognition

Zemoria runs a lightweight facial embedding model locally. It groups similar faces together in the “People” tab.

• No cloud uploads: All face encodings are saved in your local SQLite/DBreeze database.
• Rename and merge: You can name people and merge duplicate clusters.

Under the Hood

We utilize a combination of a light multi-modal representation model (SigLIP) and a compact language model to interpret search queries.

• DirectML acceleration: On Windows, Zemoria uses DirectML to leverage your GPU (NVIDIA, AMD, or Intel) for sub-second search times.