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IAPP Privacy. Security. Risk. + AI Governance Global 2026

Seattle

6-9 October

Conference

8-9 Oct.

Training

6-7 Oct.

Workshops

7 Oct.

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Establishing Trust in an Era of AI and Infinite Data: A Four-phased Approach

Thursday, 8 Oct.

14:15 - 15:15 PDT

Room 608, Level 6

Intermediate level

BREAKOUT SESSIONAI GOVERNANCEAI LITERACYAI AND MACHINE LEARNINGFRAMEWORKS AND STANDARDSPROGRAM MANAGEMENTSTRATEGY AND GOVERNANCETECHNOLOGY
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Artificial intelligence is not just changing technology. It is breaking the operating assumptions behind modern governance.

For years, privacy and compliance programs have relied on static inventories, manual reviews, fragmented controls and governance processes built for a slower world. But AI systems move continuously, act autonomously, and operate across data ecosystems far too large for traditional oversight models to manage.

What does trust look like in a world of infinite data and intelligent systems?


This session introduces a four-phased approach for building operational trust infrastructure in the AI era:

Visibility: You cannot govern what you cannot see.

Hygiene: Bad data governance becomes catastrophic at AI scale.

Controls: Policies are meaningless until they become enforceable.

Orchestration: Trust is not a workflow. It is a living system.   

 

It will also explore the next frontier most companies are not prepared for yet: resiliency. When autonomous systems inevitably fail, drift, hallucinate, overreach or take unintended action, companies will need the ability not only to detect and respond, but to recover.

This is not a session about theoretical AI principles. It is a practical blueprint for evolving privacy and governance programs into adaptive trust architectures capable of operating at the speed and scale of AI.

What you will learn:

  • Insight into the four foundational phases of AI trust maturity.
  • Real-world strategies for translating governance principles into enforceable technical controls and scalable operational processes.
  • Guidance for aligning privacy, security, data governance and AI governance into a unified trust strategy rather than isolated compliance functions.
  • Actionable ideas for preparing organizations to govern AI systems continuously, adaptively and at enterprise scale.

Sponsored by Securiti AI  

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Featured in this session

headshot of Arsen Kulyk

Arsen Kulyk

CIPP/E

Senior Privacy Counsel

Snowflake

headshot of Cassandra Maldini

Cassandra Maldini

FIP

Head of Privacy, Governance & AI Trust Strategy

Veeam

headshot of Shannon Ralich

Shannon Ralich

AIGP, CIPP/E, CIPP/US, CIPM, FIP, PLS

Vice President of Compliance and Chief Privacy Officer

Machinify