Governance Concepts

What is AI re-screening?

AI re-screening is the structured process of reassessing an AI system's compliance status when something material has changed: the regulation has been updated, a delegated act has been published, the system has been modified, the use case has shifted, or the actor role has changed.

Re-screening is not a repeat of the original screening. It is a governed event that references the prior decision, identifies what changed, and produces a new versioned record that preserves the full governance history.

Key points

  • Re-screening is triggered by change: legal changes, system changes, use-case changes, or actor-role changes. Each trigger type requires different review scope.
  • The re-screening result is a new versioned record, not an edit to the original. Both the original and the re-screening record must be preserved for audit trail integrity.
  • Re-screening must reference what changed: the specific legal update, the system modification, or the operational shift that triggered the re-assessment.
  • Re-screening may confirm the original decision, modify it, or overturn it. All three outcomes are valid governance events.
  • An organisation that does not re-screen when conditions change has a governance record that may no longer reflect reality — creating hidden compliance risk.

Why it matters

The EU AI Act is not static. It will be supplemented by delegated acts, harmonised standards, and regulatory guidance over years. AI systems change through updates, new deployments, and evolving use cases. Re-screening is the governance mechanism that keeps the compliance state current. Without it, the original screening decision becomes a historical artefact that may not reflect the current regulatory or operational reality.

How EAB approaches this

EAB's Re-Screening Queue monitors change events and flags affected AI systems. Each re-screening produces a new versioned record linked to its predecessor and the trigger. Legal Source Mapping identifies which decisions were made under prior legal versions. The governance chain of custody preserves the complete re-screening history.

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