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DPIA for AI

aka Data Protection Impact Assessment for AI, AI DPIA, Article 35 DPIA

A documented assessment under GDPR Article 35 that an Irish controller must complete before deploying an AI tool likely to result in high risk to data subjects. The DPC treats most AI deployments as triggering this obligation.

Last reviewed May 2026

Definition

GDPR Article 35 requires a Data Protection Impact Assessment (DPIA) whenever a controller plans processing that is 'likely to result in a high risk to the rights and freedoms of natural persons', and the regulation specifically lists three triggers that catch most AI deployments: systematic and extensive automated evaluation, large-scale processing of special category data, and systematic monitoring. The Data Protection Commission publishes a List of Processing Operations Requiring a DPIA which includes use of AI, machine learning, and deep learning techniques where personal data is involved, and where decisions or profiles affect individuals. For an Irish SME, a DPIA for AI is not a five-page checklist - it is a structured document that names the AI system and vendor, describes the processing purpose and lawful basis, lists data categories and subjects, identifies risks to those subjects (re-identification, model bias, data leakage into model training, cross-border transfer under Schrems II, automated decision under Article 22), and documents mitigations (enterprise tier with DPA, EU data residency where available, prompt hygiene policy, human review of AI output, opt-out from model training). The DPO or appointed responsible person signs it off. The DPIA must be reviewed when the AI system, vendor, or use case changes - upgrading to a new model version or expanding to a new department typically requires a refresh, not a full rewrite. Failure to complete a required DPIA is a standalone GDPR infringement under Article 83(4) with administrative fines up to EUR 10 million or 2% of worldwide annual turnover.

Why it matters for software choice

An Irish controller deploying AI without a documented DPIA is exposed twice: to the risk the AI tool causes (data subject complaints, breaches, regulatory action) and to the standalone procedural breach of skipping Article 35. The DPC has issued multi-million-euro fines on procedural Article 35 failings alone. The DPIA is cheap insurance and the artefact regulators ask for first.

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