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Chat Filters | Precise Control With Context Driven Filters

Chat Filters | Precise Control With Context Driven Filters

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Chat Filters | Precise Control With Context Driven Filters

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Control Analysis Scope with Chat Filters in Lumi

At Lumi, we are excited to introduce Chat Filters, a new capability that gives you fine tuned control over how Lumi queries your database directly within a single conversation. This new set of light weight filters make it easy to refine that scope in real time without rewriting prompts, modifying the data model, or creating permanent filters. Chat Filters allow constraints to be applied directly to an analysis so results stay contextualized and focused as the analysis evolves.

What’s New

  • Fine Tuned Filtering in Chat: Chat Filters allow you to select fields directly from your knowledge base and apply specific values as constraints. These filters are injected directly into the SQL that Lumi generates, ensuring the analysis is scoped exactly as intended.
  • Conversation Scoped Control: Filters apply only within the active conversation. This provides precise control over how data is queried without changing the underlying schema or creating persistent filters that affect other analyses.
  • Visible and Verifiable SQL: After running an analysis, you can examine the generated SQL to see exactly where and how filters were applied. This maintains transparency and trust while allowing teams to validate results.

Lightweight, Flexible Conversation Filters

Chat Filters are designed to be lightweight and flexible. You can add, adjust, or remove filters as the conversation evolves, keeping the analysis focused while preserving the surrounding context. This makes it easy to refine results on the fly and explore different cuts of the data without added overhead.

Why It Matters

Chat Filters make it easier to:

  • Scope analysis precisely without rewriting queries
  • Move from broad exploration to targeted investigation
  • Preserve analytical context as the analysis evolve

By keeping filters flexible and conversation scoped, Lumi enables faster analysis, cleaner exploration, and workflows that better match how real analytical questions are answered.

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2026-01-27
2026-01-27