Defensible AI Decisions in Insurance: From Model Output to Exam-Ready Evidence - GDS Group

Defensible AI Decisions in Insurance: From Model Output to Exam-Ready Evidence

ROUNDTABLE
22 April 2026 11:30 am - 1:00 pm EST
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How can insurance leaders scale AI across underwriting, claims, and risk operations while ensuring decisions are explainable, compliant, and ready to withstand regulatory and legal scrutiny?

AI is gaining traction across underwriting, claims, and risk functions, but for insurance leaders, the real challenge is no longer experimentation, it’s defensibility.
With over 70% of enterprise data considered sensitive or regulated, many organizations struggle to scale AI without increasing compliance and legal risk. As scrutiny intensifies, insurers must ensure AI-driven decisions are explainable, reproducible, and grounded in trusted data. So how can organizations move forward while ensuring outcomes stand up to examination?
Leading organizations are moving beyond isolated use cases and building a foundation for defensible AI. This means connecting decisions to trusted data, maintaining clear lineage, and embedding governance into how AI is deployed and managed. It also requires aligning strategy, infrastructure, and talent to ensure AI is scalable, controlled, and transparent by design.
Join insurance peers and industry experts for a candid discussion on how to move from model output to exam-ready evidence, while delivering measurable business value across critical workflows.

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Speakers

Marco Carmona

Global Senior Director Solution Engineering
Marco Carmona is Senior Director of Solution Engineering for EMEA and APAC at Protegrity, where he leads find out more

Rameez Chatni

Global Director AI Solutions - Pharmaceutical and Life Sciences

About Protegrity

Protegrity: From AI pipelines to cross-border banking and safeguarding patient records, your teams need secure, compliant, and usable data. Protegrity keeps sensitive data protected at the source—giving security leaders peace of mind and data teams the freedom to move faster and innovate with confidence.

Cloudera:
Together: The Protegrity and Cloudera integration empowers organizations to securely manage and analyze sensitive data, bringing AI to data anywhere it lives—in data centers, public clouds, or at the edge. By combining Protegrity’s granular data protection with Cloudera’s data and AI platform customers can unlock the full potential of their data without compromise.

Discussion Topics

Building the governance, data, and oversight structures needed to make AI-driven decisions defensible in high-stakes insurance environments.

Securing how AI interacts with enterprise data, from natural language inputs toanalytics outputs by embedding guardrails, policy controls, and validationacross the decision lifecycle.

Creating the right foundation of strategy, infrastructure, and talent to move AIfrom isolated pilots to enterprise-scale, exam-ready deployment

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"Very engaging on the right topics and with the right people, I very much look forward to (attending more) in the future"
Alex Boehme, CTO, H&M Group
"Since the session I did have several of the attendees reach out to me. We were able to grow our networks, connect together, share experiences, and I look forward to continuing those dialogs into the future"
Jeffrey Johnson, Vice President, Chief Information Security Officer and Chief Security Officer, Siemens Health Affairs for North America
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