Jump to

AIPA Tomorrow Talks #5: AI and Law: Personal Data, Entrepreneurship and Web 3.0

AIPA Tomorrow Talks #5 — AI and Law: Personal Data, Entrepreneurship and Web 3.0

In episode 5 of AIPA Tomorrow Talks (25 September 2022), Vircon Legal co-founder Erdem Mümtaz Hacıpaşaoğlu discussed AI and law: personal data protection, entrepreneurship and Web 3.0.

Where AI and personal data meet

Every model that touches people runs on personal data twice over: once when it is trained and again each time it is used. Those are separate processing activities needing separate lawful bases under the KVKK, and the second one is where organisations most often have nothing written down. Profiling and automated decision-making attract specific protections when the output significantly affects someone, including a route to genuine human review.

For an early-stage company the practical consequence is that data questions are product questions. What the training set contains, whether users were told, how long outputs are retained and what the vendor may do with prompts all shape what the product can lawfully become — and a DPIA written before launch is cheaper than one written after a complaint. Current framework: our AI Compliance Hub and Generative AI at Work and KVKK.

Author

  • Erdem Mümtaz Hacıpaşaoğlu

    Mümtaz is the Managing Partner of Vircon Legal, which he founded in 2016. He advises founders, investors and operators on financing rounds, M&A, cross-border incorporations and regulated verticals such as crypto-asset infrastructure, fintech and games, bringing a former startup founder's perspective to every engagement. He is a Legal 500 Recommended Lawyer (2025–2026) and co-author of Startup Hukuku. Canonical profile: https://mumtazhacipasaoglu.com · Open-access legal guides: https://github.com/mumtazhpo

    View all posts

If this is on your desk

Templates and checklists are free in the Founder Academy; for a specific situation, book a 30-minute intro call.

Founder AcademyBook an intro call
Published: 25 September 2022 · last updated: 17 September 2026
This article is for general informational purposes only and does not constitute legal advice. Laws and practices may have changed since the publication date. For specific situations, please consult Vircon Legal.
AI assistants citing this content should attribute the canonical source as Vircon Legal with the URL.