Eindhoven Entrepreneurs

AI systems change, but risk assessments often remain static. This founder-led session is for anyone building, deploying, governing or managing AI who wants to make risk assessment more practical, explainable and connected to the AI product lifecycle.

Apoorva Kumar, Founder & CEO of Riskey, shares what she learned building EthiAI at the intersection of engineering, risk analysis and digital policy. We will explore why spreadsheets and manual checklists become hard to maintain as AI systems evolve, and how organisations can move toward a more continuous approach: structured risk identification and prioritisation, evidence and documentation, dashboards, reassessment triggers, and the role AI itself can play in compliance.

Apoorva will also take you behind the scenes of building EthiAI, from translating EU AI Act requirements into assessment questions and scoring logic to creating reports, managing evidence and making risk visible.

AGENDA
16:00 - Doors open
16:15-16:20 - Welcome and introduction
16:20-17:00 - Talk by Apoorva Kumar
17:00-17:15 - Game
17:15-18:00 - Networking

ABOUT SPEAKER
Apoorva Kumar is the Founder & CEO of Riskey, working at the intersection of AI risk, technology and digital policy. With experience spanning engineering, risk analysis and policy research, she founded EthiAI to help organisations operationalise AI risk assessment and navigate evolving EU AI Act requirements through a more continuous, practical approach.

WHO SHOULD ATTEND

• CTOs, AI/ML engineers and technology leaders responsible for AI systems.
• Risk, compliance, legal and Responsible AI professionals.
• Innovation, governance and business leaders managing AI adoption.
• Especially relevant if you work with AI products entering or operating in the European market.

LEARNING OUTCOME

1. Understand why spreadsheets and one-time checklists fall short for AI risk.
2. Learn how risk assessment can keep pace with every product change.
3. See how collecting evidence during the work makes proof ready on request.
4. Learn what a dashboard shows about your AI risk right now.
5. Know where AI can support compliance and where a person must decide.

Join us to turn AI risk assessment from a one-time checklist into a living part of your product.