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KlarvoEngine
8 min readUpdated 2026-04-15

How KlarvoEngine Classification Works

What KlarvoEngine is, how it classifies AI systems, and what outputs you get from a classification.

How KlarvoEngine Classification Works

KlarvoEngine is Klarvo's regulatory intelligence engine — a 3-pass classification pipeline that analyses your AI systems against the full text of the EU AI Act and produces article-cited compliance memos.

What KlarvoEngine Does

When you register an AI system in Klarvo, KlarvoEngine analyses it through three distinct passes:

  • Understand — extracts structured data from your description (what it does, who it affects, where it's deployed, how humans are involved)
  • Classify — maps the system against the full EU AI Act legal framework (risk level, applicable articles, transparency obligations, GPAI status)
  • Verify — cross-references against 70+ edge cases, checks for misclassification patterns, produces a confidence score
  • The entire process takes under 60 seconds.

    What You Get

    Every classification produces:

    OutputDescription
    Classification Memo2-3 page article-cited analysis with risk level, applicable articles, and reasoning
    Risk LevelProhibited, High-Risk, Limited, or Minimal — with confidence score
    Obligations6-15 specific obligations with deadlines, priority levels, and assignable owners
    Smart ControlsOnly the controls that apply to your system (typically 8-30 out of 40)
    Policy DraftsAI Acceptable Use, Worker Notification, and Training Curriculum — auto-generated from your classification data
    Disclosure TextArticle 50-compliant transparency text ready to deploy
    FRIA Pre-FillIf high-risk, the FRIA wizard starts pre-filled with your classification data

    How to Run a Classification

  • Navigate to AI SystemsAdd New
  • Enter 4 fields: system name, vendor, department, and a plain-English description
  • Click Classify with KlarvoEngine
  • Review the results (typically under 60 seconds)
  • Accept the classification or adjust and re-classify
  • Knowledge Base

    KlarvoEngine's classification is built on:

  • 42 regulatory sections covering every article, recital, and annex of the EU AI Act
  • 70+ classification scenarios covering edge cases and ambiguous systems
  • 8 industry frameworks for healthcare, financial services, employment, education, legal, government, retail, and manufacturing
  • All EU AI Office guidance from February 2025 to present (prohibited practices, GPAI Code of Practice, content marking code)
  • The knowledge base is updated whenever the EU AI Office publishes new guidance.

    What KlarvoEngine Is NOT

  • Not a chatbot — produces structured, deterministic outputs with article citations
  • Not a checklist — analyses your specific system, not a generic list of questions
  • Not a consultant replacement — handles classification, but legal interpretation should involve qualified counsel
  • 3-Pass Pipeline Explained — detailed walkthrough of each pass
  • Understanding Your Classification Memo — how to read the output
  • Adding Your First AI System — step-by-step intake guide