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Rebuilding Customer Support Around AI: Inside Lenovo's Sub 5% Transfer Rate | Jack Zhang, Lenovo

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Jack Zhang, Global Head of AI Transformation and Worldwide eSupport Strategy at Lenovo, joins The Winners' Circle to break down how Lenovo pushed its AI chat agent transfer rate below 5%, an industry leading number that covers every kind of customer issue. Jack shares the eight year journey behind that result, why he believes organizational structure matters more than model quality, and a surprising new signal that AI assistants are starting to act as customers themselves. Guest Info Jack Zhang, Global Head of AI Transformation and Worldwide eSupport Strategy, Lenovo LinkedIn: https://www.linkedin.com/in/jack-zhang-535b4733/ Website: https://support.lenovo.com/us/en Episode Chapters [00:00] Introduction: Jack Zhang joins the Winners' Circle [00:50] Jack's role at Lenovo: 17 years, eSupport across 180+ countries [01:49] How the Run AI initiative started three years ago [04:38] Rebuilding the workflow instead of copying it into AI [07:53] Managing AI with AI: alert, notification, and quality assurance agents [09:46] An eight year AI journey, not an overnight build [12:53] Why Lenovo still offers a human first option in premier support [16:59] The metric that matters: transfer rate under 5% [18:12] Inside a touchless service journey, from chat to dispatch [20:41] Touchless, partial touchless, and 80% total automation [27:06] What most companies still get wrong about AI adoption [29:45] Protecting a legacy brand through an AI transition [34:27] Closing thoughts Key Takeaways AI transformation is an organizational project as much as a technical one. Lenovo's leadership consolidated three separate product support teams into a single group on one knowledge platform before scaling its AI agent, and Jack argues that the people and structure of an organization are usually the real barrier to transformation, not the technology itself. The numbers behind Lenovo's AI support hold up under scrutiny. A sub 5% transfer rate, roughly 60% fully touchless resolution on hardware issues, and 80% combined automation only work because Lenovo built a chain of specialized sub agents, a knowledge agent, a fulfillment agent, and a dispatch step, rather than one general purpose chatbot, and because every new version is simulated and regression tested before it reaches a real customer. Customer service is starting to shift from person to company interactions toward AI to AI interactions. Jack shared that 3 to 5% of Lenovo's survey feedback now comes from customers' own AI assistants rather than the customers themselves, a signal that companies need to start optimizing content and building direct agent to agent connections now, not later. Resources Mentioned Lenovo eSupport: https://support.lenovo.com/us/en Jack Zhang on LinkedIn: https://www.linkedin.com/in/jack-zhang-535b4733/ Gartner: 40% of enterprise applications to feature task specific AI agents by 2026 Zendesk CX Trends 2026 Report on customer expectations for AI powered service Award Recognition Jack Zhang won Executive of the Year at the 2025 BIG Awards for Business. Learn more about the award program and see this year's open categories at BIG Awards for Business . Subscribe Never miss an episode of The Winners' Circle. Subscribe at bintelligence.com/podcast .
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