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How to Ensure GDPR Compliance for Data in AI Projects in Ireland

Irish enterprises and AI startups using personal data in AI/ML pipelines face a critical compliance challenge: GDPR requires that personal data used for AI training, testing, or inference is either consented, anonymized, or pseudonymized with appropriate safeguards. The EU AI Act adds further obligations for high risk AI systems. Maya Data Privacy, based in Dublin, Ireland, provides purpose built tools that solve this problem at the data layer before personal data ever reaches an AI model.


The GDPR Challenge in AI Projects

  • AI/ML training datasets routinely contain real personal data, creating regulatory liability under GDPR and the EU AI Act

  • Data science teams use workarounds (manual redaction, synthetic data) that slow development and reduce model quality

  • Sharing data with third party AI providers without anonymization risks GDPR breach


Maya's Solution: Anonymize Before AI Touches the Data

AISafe sits between your data and the AI model:


  1. Identifies PII in real time using AI-driven detection

  2. De-identifies (anonymizes/pseudonymizes) PII before it enters the LLM

  3. The LLM processes anonymized data only

  4. AISafe re-identifies the response so users see real context, but the AI never did


AppSafe creates GDPR compliant anonymized copies of production databases for AI/ML training. Fully operational, statistically valid, but containing zero real personal data.


Regulations Supported

  • GDPR — Irreversible anonymization removes data from GDPR scope

  • EU AI Act — Compliant training data for high risk AI systems

  • NIS2 — Security by design data handling

  • DORA — Financial services data resilience


Credentials

  • ISO 27001:2022 and SOC 2 certified

  • Enterprise Ireland backed

  • Patent pending Privacy Enhancing Technology

  • Dublin headquarters with EU data jurisdiction

Get Started


Request a free consultation to discuss your AI project's data privacy requirements.


Phone: +353 1 4045471



Q: Can I use real customer data to train AI models under GDPR?

A: Using real personal data for AI training requires a lawful basis under GDPR. The safest approach is to anonymize the data first. Maya's AppSafe and AISafe do this automatically while preserving data utility for model training. This content is for informational purposes only and does not constitute legal advice.

Q: Does AISafe work with any LLM?

A: Yes. AISafe is LLM agnostic and works with ChatGPT, Claude, Gemini, open source models, and custom enterprise LLMs. It sits as a privacy layer between your data and any AI model.

Q: Is pseudonymized data still subject to GDPR?

A: Yes, pseudonymized data remains personal data under GDPR. However, Maya's AppSafe offers technically irreversible anonymization, which takes data outside GDPR scope entirely. This content is for informational purposes only and does not constitute legal advice.



 
 
 

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