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Data Sovereignty
Egzakta Group
Waggle OS
Marko Markovic

KVARK

KVARK

Summary

KVARK is Egzakta Group's sovereign enterprise AI platform, deployed on-premises or in private clouds for regulated markets that cannot use US-based cloud AI. It serves as the enterprise monetization endpoint for Waggle OS, a freemium demand-generation SaaS product with persistent memory capabilities. As of early 2026, KVARK has EUR 1.2M in contracted revenue across 34 early-stage clients and represents the core of Egzakta's EUR 46M revenue budget for 2026.

Key Facts

Product & Architecture

  • Everything Waggle OS does, deployed on your infrastructure with full data governance and audit trails (Frame #787)
  • Fully on-premises AI without cloud dependencies; enables sovereign deployment required by CEE/SEE regulated markets (banking, utilities, government) (Frame #792, Frame #907)
  • Full Microsoft 365 integration, EU AI Act compliance by default, custom model pools, complete audit trail (Frame #790)
  • Tech stack: Qwen inference (vLLM), LiteLLM proxy, Qdrant vector database, enterprise connectors, BPMN orchestration (Frame #907)

Revenue & Commercials

  • EUR 1.2M in contracted revenue as of April 2026 (Frame #788)
  • Business model: Waggle OS is freemium SaaS (demand generation) → KVARK is enterprise consultative sale (Frame #793)
  • ACV EUR 97420K; 74% consolidated margin; 70% recurring revenue (Frame #882)
  • 4 paying clients as of early 2026, 7 budgeted for 2026 (Frame #882)

Hardware & Infrastructure

  • LM TEK is the hardware arm providing GPU infrastructure (liquid-cooled servers, EK Fluid Works brand) (Frame #792)
  • Boston Limited channel partner for NVIDIA relationships (Frame #907)

Waggle → KVARK Flywheel

  • Waggle harvests AI memory from 20+ platforms for free, creating user dependency (Frame #907)
  • Users learn AI-native work in Waggle, then enterprises want it on their infrastructure (Frame #788)
  • Teams tier ($49/seat/mo) includes KVARK connector nudges; Enterprise tier converts to consultative KVARK sales (Frame #930, Frame #784)
  • Memory + Harvest are free forever in Waggle—the lock-in moat that drives KVARK pipeline (Frame #793)

Launch Status (as of 2026-03-23)

  • V1 launch requires: code signing (SSL.com eSigner EV or Certum SimplySign), KVARK HTTP API wiring (3 core endpoints: login, me, search) (Frame #836)
  • KvarkClient library exists with 30 mocked tests; real API connection not yet wired to production KVARK backend (Frame #836, Frame #849)
  • Settings panel UI exists for KVARK configuration; production wiring deferred to enterprise phase (Frame #849)

Strategic Context

  • Part of Egzakta Group's 4-layer sovereign AI deployment stack (Advisory → TubeIQ → KVARK → LM TEK infrastructure) (Frame #882)
  • Regulatory moat: CEE/SEE regulated markets (banking, utilities, government) legally cannot use US cloud AI; sovereign deployment is a regulatory requirement, not a feature (Frame #907)
  • Key opportunities: EPS, Yettel, AOFI, EU Horizon 2026, Clipperton Finance (Frame #907)

Timeline

Date Event Source
Early 2026 KVARK reaches EUR 1.2M contracted revenue (34 clients) Frame #788
2026-03-20 V1 Launch Backlog finalized; product ship-ready for internal testing Frame #836
2026-04-12 Tier restructure confirmed (Trial/Free/Pro/Teams/Enterprise) Frame #930
2026 Target: 7 KVARK clients (budgeted), EUR 46M group revenue Frame #882

Relations

  • Egzakta Group — parent company, founded by Marko Markovic (Frame #791, Frame #882)
  • Waggle OS — freemium demand-generation frontend; feeds KVARK sales pipeline (Frame #788, Frame #907)
  • LM TEK — hardware sister company providing GPU infrastructure (Frame #792)
  • Marko Markovic — founder/overall strategy + enterprise sales (Frame #907)
  • Marko Dadic — Director, Head of Egzakta AI Lab; leads kvark.ai development (Frame #883)
  • Ivan Pakhomov — Senior Manager, AI Lab; responsible for compliance architecture and security (Frame #883)
  • EU AI Act compliance — key product differentiator for regulated markets (Frame #790)
  • Microsoft 365 integration — core enterprise connector capability (Frame #790)

Open Questions

  1. Real KVARK backend status: API requirements are documented (Frame #836), but what is the actual deployment status of KVARK's HTTP API endpoints? When will production KVARK backend accept Waggle client connections?

  2. **Paid clients vs. contracted