Behind every value creation plan, there's a data problem nobody wants to talk about. In this episode, I sat down with Ben Banks to get into why the vast majority of enterprise AI deployments are delivering no measurable P&L impact, and what AI readiness actually means beneath the slogan. Ben brings 30 years of operational experience, with 18 of those leading global transformations and exit readiness programs across complex PE-backed platforms. The conversation gets real fast. We went deep on business coherence as the actual gating factor holding companies back, not technology. The Zillow Offers story alone is worth the listen. $881 million in losses, 2,000 jobs gone, and every single layer of the transformation stack implicated. We also got into why most AI pilots are structured to fail, what PE firms are missing when they rush to deploy, and how the companies getting AI-ready right now will be the ones buying their collapsed competitors for pennies on the pound by 2027. Timestamps Behind every value creation plan, there's a data problem nobody wants to talk about. In this episode, I sat down with Ben Banks to get into why the vast majority of enterprise AI deployments are delivering no measurable P&L impact, and what AI readiness actually means beneath the slogan. Ben brings 30 years of operational experience, with 18 of those leading global transformations and exit readiness programs across complex PE-backed platforms. The conversation gets real fast. We went deep on business coherence as the actual gating factor holding companies back, not technology. The Zillow Offers story alone is worth the listen. $881 million in losses, 2,000 jobs gone, and every single layer of the transformation stack implicated. We also got into why most AI pilots are structured to fail, what PE firms are missing when they rush to deploy, and how the companies getting AI-ready right now will be the ones buying their collapsed competitors for pennies on the pound by 2027. Timestamps [00:04:27] | AI pilots missing the foundation [00:07:45] | Transformation theater and AI hype [00:09:45] | Workflows vs. replacing humans [00:21:25] | Zillow's $881M AI failure [00:31:50] | Business coherence explained [00:36:36] | Dirty data starts at the top [00:43:37] | AI readiness and exit valuation [00:46:47] | 60-second diagnostic tool Guest Information Ben Banks has spent 30 years inside complex operational systems, with 18 leading global integrations, transformations, and exit readiness programs across tier-one PE funds in the upper middle to large cap market. He built the Growth Engine, an operating framework designed to reduce acquisition lifecycle cost, improve integration velocity, and build cleaner exit stories from day one. He works with PE operating partners and portfolio companies preparing for liquidity events. Companies Mentioned Zillow IBM Capital One McKinsey Forrester MIT OpenAI Anthropic Nvidia Amazon Websites Mentioned https://www.linkedin.com/in/ben-banks https://www.zillow.com https://www.forrester.com https://www.mckinsey.com Takeaways 90%+ of AI pilots are failing to deliver measurable P&L impact. Getting business coherence right, not technology, is the thing that determines whether enterprise AI works or wrecks a company. PE portfolio companies that are not AI-ready going into a sale in the next 12 months are facing real valuation discounts from buyers who will price in the remediation work. Guest Information Ben Banks has spent 30 years inside complex operational systems, with 18 leading global integrations, transformations, and exit readiness programs across tier-one PE funds in the upper middle to large cap market. He built the Growth Engine, an operating framework designed to reduce acquisition lifecycle cost, improve integration velocity, and build cleaner exit stories from day one. He works with PE operating partners and portfolio companies preparing for liquidity events. Companies Mentioned Zillow IBM Capital One McKinsey Forrester MIT OpenAI Anthropic Nvidia Amazon Websites Mentioned https://www.linkedin.com/in/ben-banks https://www.zillow.com https://www.forrester.com https://www.mckinsey.com Takeaways 90%+ of AI pilots are failing to deliver measurable P&L impact. Getting business coherence right, not technology, is the thing that determines whether enterprise AI works or wrecks a company. PE portfolio companies that are not AI-ready going into a sale in the next 12 months are facing real valuation discounts from buyers who will price in the remediation work.
