Proof of Work: AI Value Creation

Kris Krisco - Synopsis | Why 97% of AI Projects Fail in the Middle Market (And How to Fix It in 1 Week)

Stuart Willson

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0:00 | 38:57

Kris Krisco, Co-founder of Synopsis, is building AI-native data infrastructure designed specifically for the middle market. After scaling and selling a company under private equity, he saw firsthand why most AI initiatives fail — not because of ambition, but because of broken data foundations. In this episode, he explains how to move from fragmented systems and unreliable dashboards to real-time, operational AI that actually drives EBITDA.

You’ll Learn

Why 97% of middle-market AI projects fail — and the hidden infrastructure gap most companies ignore

The critical role of master data management (MDM) and entity resolution in making AI outputs trustworthy

How AI agents can replace months of traditional data engineering work with one-week iteration cycles

Real examples of workflow automation that reduce operational waste and improve field execution in real time

How private equity-backed companies are using AI in live board meetings to answer strategic questions instantly

Chapters

00:00 Intro
01:00 Why Most AI Initiatives Fail
04:40 The Synopsys Approach to Data Infrastructure
10:40 The MDM Problem No One Talks About
17:15 How Much of Your Data Are You Actually Using?
20:45 Workflow Automation & Real-World Use Cases
25:15 Disaster Recovery Case Study
33:00 AI Inside Private Equity Board Meetings
36:30 The Future: Rule of 40 Becomes Rule of 70+

Links

  • Explore more expert interviews: https://checkpluris.com/expert-interviews
  • Watch on YouTube: https://youtu.be/a6H8SxJTsOc
  • Connect with Kris Krisco: https://www.linkedin.com/in/kris-krisco/


Proof of Work is the podcast of Pluris, a platform connecting investors and operators with the world's leading applied AI experts. Each episode features the builders, operators, and investors who've actually put AI into production, turning it from buzzword to bottom line through sharp case studies and practical conversations. We explore how AI is used to grow revenue, expand margins, improve operations, and create measurable value inside real businesses.

Learn more at checkpluris.com

Explore more interviews and connect with experts at https://www.checkpluris.com

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