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Limni

Your institution's own frontier model

We build a Limni for each client: a model system trained on your data, running inside your perimeter, owned by you, weights, improvements and all. It governs how every model in your environment runs, and gives your people a plain-language interface to the results. It drafts; people decide.

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Your Own Frontier Model

Limni is purpose-built for organizations whose needs extend beyond generic AI platforms. The models you fine-tune are yours — you keep the trained weights and every improvement derived from your data.

  • Train, fine-tune, and deploy models shaped by your data
  • Run models inside your own infrastructure
  • Orchestrate multiple models within a unified environment
  • Maintain governance, auditability, and control

What this gives your institution:

  • Models tailored to institutional data and workflows
  • Full control over how AI is developed and deployed
  • AI systems aligned to governance and regulatory needs

Governs AI Deployment

Limni allows you to manage how AI enters and operates within your institution.

  • Orchestrate multiple models within your environment
  • Define data flow between models and systems
  • Apply policy across workflows
  • Maintain visibility across the full lifecycle

What this gives your operations team:

  • Controlled execution at scale
  • Deploy AI without re-architecting systems
  • Expand usage without losing oversight
  • Coordinate models and workflows across the organization

Translates Analysis Into Action

Limni turns AI analysis into outputs institutions can use.

  • Convert Kundi's reasoning into reports, documents, and structured outputs
  • Generate graphs, infographics, and operational materials
  • Deliver results in formats aligned with institutional workflows

What this gives your reporting teams:

  • Decision-ready outputs
  • Institutional reporting materials
  • Reports and briefings in the formats your teams already use

Inside Institutional Environments

Limni runs where AI must operate reliably.

  • Financial Services Infrastructure
  • Government Systems
  • Healthcare Environments
  • Regulated Enterprise Platforms

Supports:

  • Continuous operation
  • Deterministic execution
  • End-to-end security

Quantum-Resilient by Design

Limni ships post-quantum cryptography as standard across the governance layer.

  • PQC-native key establishment and signatures
  • Crypto-agile — algorithms rotate as NIST standards evolve
  • Protects data against harvest-now, decrypt-later

What this means for your institution:

  • Post-quantum cryptography is standard
  • See Security & Compliance for algorithms and verification
  • Sovereign, on-prem, and quantum-resilient by default

Limni in Production

Banking (AML & Financial Crime)

How a major financial institution automated 80% of analyst hands-on AML time by deploying AI inside its own secure infrastructure.

Read the Case Study
80%

AML analyst hands-on time automated

Governance meets intelligence.

Limni

Limni: your own frontier model and the interface people use.

Kundi

Kundi: the deterministic analysis.

A person makes the decision, with the evidence and the record in front of them.

Resources · Model Risk

SR 26-2 validation pack

Scope analysis, inventory template, conceptual soundness, reproducibility, outcomes monitoring and audit-trail evidence. Available under NDA.

See what's in the pack →
Product Walkthrough

See it inside your environment.

Live Limni walkthroughs in your environment are available under NDA. Request a briefing to see the actual workspace, governance controls, and audit trail running against your data, infrastructure, and compliance posture.

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