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AI Privacy Risk Assessment (APRA) — v1.0

An open methodology for assessing privacy risk across the AI lifecycle. Combines NIST Privacy Framework outcomes with LINDDUN threat modelling.

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1 February 2026 · Reseni Privacy Team

APRA is a structured assessment covering data sourcing, training, evaluation, deployment, and decommissioning.

Each phase is paired with NIST Privacy Framework outcomes, LINDDUN threats, and a control library mapped to ISO/IEC 27701 and the EU AI Act.

The deliverable is a risk register with severity, ownership, and mitigation timelines that can plug directly into a product team's planning rituals.

AI Privacy Risk Assessment (APRA) — v1.0 · Reseni Labs