Enterprise Wide Search

Enterprise Wide Search 26: Ruud Kuil - The Exact ROI of Data Quality

Enterprise Wide Search

Show Notes

In this episode, co-hosts Emma McGrattan and Ole Olesen-Bagneux sit down with Ruud Kuil, longtime data quality expert and now co-founder of MAD-Quality, to discuss what really breaks in organizations when data is wrong and why fixing it requires rethinking both tooling and incentives.

After 15+ years advising enterprises on data quality, Ruud took the plunge into startup life to build a platform that shows the real cost of bad data. In conversation, he explains why the “AI will fix data” myth persists and what it takes to make data quality everyone’s responsibility.

Together, they explore: Why most data quality tools miss the point — and how to flip the model

The challenge of selling long-term value in short-term cultures

Why AI only works when your foundations do (and what happens when they don’t)

How to calculate and communicate the business impact of poor data

The case for a new kind of KPI: delayed bonuses tied to durable data practices

🎧 Tune in for a conversation about the economics of data quality, the illusions of automation, and what it really means to build trust in an AI-first world.

Hosted on Ausha. See ausha.co/privacy-policy for more information.

More from Enterprise Wide Search

Oct 16, 2026

In this episode, co-hosts Emma McGrattan and Ole Olesen-Bagneux sit down with Dia Adams, Chief Data & AI Officer, former Principal Data Consultant at the White House, and Board Chair of The AI Table, to explore how AI policy is evolving in the United States and what it means for enterprises.

Oct 2, 2026

In this episode, Ole Olesen-Bagneux sits down with Vanessa Andersson, Senior Data Engineer and founder of Data & AI Stockholm, to explore what the rapid evolution of AI looks like from the perspective of a practitioner working directly with it.

Sep 18, 2026

In this episode, co-hosts Emma McGrattan and Ole Olesen-Bagneux sit down with Ben Mathew, General Manager of Business Intelligence at Actian and former GM of Jaspersoft, to explore how business intelligence is evolving in the age of AI.

Sep 4, 2026

In this episode, co-hosts Emma McGrattan and Ole Olesen-Bagneux sit down with Mariana Hebborn, Global Head of HR AI & Data Governance at Merck, to explore what it really takes to move AI from experimentation into the enterprise.

Jul 10, 2026

In this episode, Ole Olesen-Bagneux sits down with Lulit Tesfaye, Joseph Hilger, and Zach Wahl from Enterprise Knowledge to explore why the future of enterprise AI depends on connecting knowledge, data, and semantics.

See all episodes →