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Topic Clusters

Topic clusters are automatically generated groupings of related content in your inbox. Sammlung uses an LLM to analyze your saved items and cluster them into coherent themes.

Why They're Useful​

When you've saved a lot of content, it can be hard to see patterns. Topic clusters surface these patterns automatically — you might discover you've saved 12 things about a topic you weren't consciously tracking, or find unexpected connections between items.

How Clusters Are Generated​

Sammlung analyzes the titles, summaries, and extracted text of your content and groups semantically related items together. Topics are labeled automatically and updated as you add more content.

Using Clusters​

Browse your clusters from the sidebar. Clicking a cluster shows all content grouped under that theme. From there you can:

  • Review items in context
  • Archive completed items as a batch
  • Get inspiration for creative or research work