Compliance Persona: CISO or AI Governance Lead

AI Inventory & Shadow AI Discovery

You cannot classify risk you do not know exists. VDF AI Compliance discovers AI systems across enterprise silos and produces a live, audit-backed AI System Register with risk pre-classification.

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The Challenge

Why This Workflow Breaks Down

Only 16% of job postings explicitly mention AI inventory, yet it is the prerequisite for every other compliance obligation. Lenovo (2026) found 70% of employees using AI weekly with 33% beyond IT oversight; BlackFog found 49% using unauthorized tools. EU AI Act compliance is impossible without a baseline inventory.

How VDF AI Handles It

Governed Agents for Repeatable Execution

VDF AI Compliance connects to code repositories, document stores, project tools, and collaboration platforms. An automated discovery sweep finds ML usage, model files, third-party AI services, and employee-declared tools — then classifies each system against EU AI Act criteria in a central dashboard.

Agent Workflow

How the Agent Network Works

1

Discovery Sweep

Scans connected enterprise sources for AI usage, model artifacts, and vendor API calls.

2

Shadow AI Detection

Identifies systems and tools operating beyond IT oversight.

3

Risk Pre-Classification

Categorizes each discovered system against EU AI Act Annex III criteria.

4

Register Publication

Publishes a live AI System Register with owners, use cases, and risk tiers.

Outcomes

Measurable Benefits

  • Automated AI System Register (live, queryable, audit-backed)
  • Shadow AI Discovery Report for systems beyond IT oversight
  • Annex III risk pre-classification for every discovered system
  • Gap report for systems lacking documentation or oversight
Governance Fit

Security, Auditability, and Control

Aligns with EU AI Act Art. 49 (AI Register), Art. 4 (AI Literacy prerequisite), ISO 42001 Clause 6.1, and NIST AI RMF GOVERN 1.1.

Typical Integrations

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Related Use Cases

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FAQ

Common Questions

What is AI Inventory & Shadow AI Discovery?

It is a VDF AI Compliance use case that builds a complete inventory of AI systems across your enterprise — including shadow AI tools employees use without IT approval — and pre-classifies each against EU AI Act risk tiers.

Who is this use case for?

CISOs, AI governance leads, and compliance officers who need a defensible AI System Register before classification, documentation, or audit work can begin.

Why is inventory the first compliance step?

EU AI Act obligations apply to specific systems. Without knowing what AI exists — and who owns it — classification, training, documentation, and monitoring cannot be scoped correctly.

What deliverables does this produce?

A live AI System Register, Shadow AI Discovery Report, Annex III pre-classification per system, and a gap report highlighting missing documentation or oversight.

Build This Use Case with VDF AI

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