Privacy-first AI email agent for HR and patient data by Justin PlagisPrivacy-first AI email agent for HR and patient data by Justin Plagis

Privacy-first AI email agent for HR and patient data

Justin Plagis

Justin Plagis

An email workflow that answers up to 95% of HR and patient emails while the AI only ever sees anonymised data.
Two Dutch organisations, an HR and payroll provider and a healthcare provider, ran support inboxes full of data that cannot leak. A 10-person team answered them by hand. I designed and built one workflow for both. Every email is anonymised before any model reads it, routed by a small model, then answered by a multi-agent system from a knowledge base and live HR-system lookups. A person reviews and sends every draft.
Anonymiser: checksum-validated patterns for Dutch IDs and bank numbers, plus named-entity detection for names
Knowledge base built from past answers and reviewed by the HR team
DPIAs, ISO 27001, EU hosting, 330+ automated tests
10k+ emails a month, up to 95% answered, support team 10 → 2 at the same customer satisfaction
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Posted Oct 22, 2026

Answers up to 95% of 10k+ monthly HR and patient emails while the AI only sees anonymised data. Support team went from 10 people to 2, same satisfaction.

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Timeline

Mar 1, 2026 - Ongoing