| Page 14 | Kisaco Research

 LLMs on bad data hallucinate with confidence. We unpack what "AI-ready" really means for UBO, sanctions, PEP and adverse-media data. Data structured for machines, not humans. Ten years of building this layer before the hype — and why the data, not the model, is the real differentiator in compliance AI.

Author:

Gagik Sargsyan

CEO & Founder
Polixis SA

Gagik Sargsyan

CEO & Founder
Polixis SA
 

Laura Ramsey

Partner
Kilburn & Strode

Laura Ramsey

Partner
Kilburn & Strode

Laura Ramsey

Partner
Kilburn & Strode
 

Steve Yurjevich

CEO, Optum Insight Payer Market
Optum

Steve Yurjevich

CEO, Optum Insight Payer Market
Optum

Steve Yurjevich

CEO, Optum Insight Payer Market
Optum
 

Tabitha Ramminger

Deputy Inspector General
Wisconsin DHS

Tabitha Ramminger

Deputy Inspector General
Wisconsin DHS

Tabitha Ramminger

Deputy Inspector General
Wisconsin DHS

This interactive roundtable explores how L&D leaders can responsibly implement AI in compliance training while balancing innovation, risk and workforce readiness.

Through practical discussion and peer insight, attendees will explore where AI adds value, how to maintain accuracy and accountability, and how to build confidence without driving risk.

Author:

Simon Truckle

Director of Learning Solutions
Skillcast

Simon Truckle

Director of Learning Solutions
Skillcast

Author:

Erica Farmer

Professional Speaker- AI & Future Skills
EricaFarmer. AI

Erica Farmer

Professional Speaker- AI & Future Skills
EricaFarmer. AI
 

Suyash Choudhary

Senior Analyst
Everest Group

Suyash Choudhary

Senior Analyst
Everest Group

Suyash Choudhary

Senior Analyst
Everest Group
 

Suyash Choudhary

Senior Analyst
Everest Group

Suyash Choudhary

Senior Analyst
Everest Group

Suyash Choudhary

Senior Analyst
Everest Group
 

Suyash Choudhary

Senior Analyst
Everest Group

Suyash Choudhary

Senior Analyst
Everest Group

Suyash Choudhary

Senior Analyst
Everest Group