Kundi

Kundi is an ensemble reasoning engine that executes analytical work under regulatory constraints.

An Ensemble Reasoning Engine Executes Analytical Work Under Institutional Constraints

Kundi doesn’t just summarize information.

It reasons over it to generate forward-looking insight.

  • Coordinated system of 500+ distinct models and algorithms
  • Connects signals across documents, records, and datasets
  • Applies consistent logic across ambiguous inputs
  • Evaluates context, relationships, and implications to form clear conclusions

What this unlocks:

  • Applying the same reasoning across every case
  • Understanding nuance at scale
  • Trustworthy conclusions without manual interpretation

Kundi in production

Portfolio manager reviewing on-prem trading analytics
Asset Management & Hedge Funds

Reasoning Over Proprietary Data — How a leading hedge fund achieved a 40% Sharpe Ratio improvement by using Kundi to analyze proprietary trading signals without touching the cloud.

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40%

of investment outcomes improved

Governance meets intelligence.

Limni

Governs the environment and produces actionable outputs.

Kundi

Provides the analysis, reasoning, and insights.

Together they allow institutions to move from data → analysis → decision with control and traceability.