In this episode of The Edge, we sit down with Eric Siegel, a 30-year machine learning veteran and founder of Gooder AI, to discuss the critical challenges enterprises face in deploying predictive AI models.
Episode Highlights:
The Deployment Problem
<ul>
<li>Introduction to the “Value Translation Gap” in enterprise AI</li>
<li>Why only 15-20% of predictive models reach production</li>
<li>The four critical predictions businesses rely on: who will click, buy, lie, or die</li>
</ul>
Why Models Fail
<ul>
<li>The “metrics mirage” problem in AI deployment</li>
<li>Understanding the workflow-reality gap</li>
<li>Scale challenges in moving from pilot to production</li>
<li>Implementation costs (26%) and ROI translation (18%) as key barriers</li>
</ul>
BizML Framework
<ul>
<li>Three essential concepts for business stakeholders:
<ul>
<li>What's being predicted</li>
<li>How well it predicts</li>
<li>What actions those predictions drive</li>
</ul>
</li>
<li>Translating technical metrics into business outcomes</li>
</ul>
The Future of AI Products
<ul>
<li>Evolution from consulting to product-based solutions</li>
<li>The importance of domain-specific architectures</li>
<li>How successful companies embed business logic into ML pipelines</li>
</ul>
Investment Opportunities
<ul>
<li>Value Translation Tools</li>
<li>Vertical Solutions</li>
<li>Deployment Frameworks</li>
<li>The shift from model development to value realization</li>
</ul>
Featured Guest: Eric Siegel, Founder of Gooder AI and machine learning veteran

Lutz Finger

The Value Translation Gap: AI's Deployment Problem

In this episode of The Edge, we sit down with Eric Siegel, a 30-year machine learning veteran and founder of Gooder AI, to discuss the critical challenges enterprises face in deploying predictive AI models. Episode Highlights: The Deployment Problem Introduction to the “Value Translation Gap” in enterprise AI Why only 15-20% of predictive models reach [&hellip;]

Lutz and Jasper powered by Cherry Ventures Episode #9

The Value Translation Gap: AI's Deployment Problem