Where AI Actually Paid Off in China

Where is AI actually paying off?In this episode of Inside China AI, Gabrielle Chou, Associate Professor at NYU and based in Shanghai, speaks with AI analyst Lucy Tan about five industrial AI use cases drawn from confidential interviews with senior executives at large Chinese industrial groups.The episode looks beyond demos and pilots to ask where AI has produced measurable returns inside real operations: factories, supply chains, leasing platforms, logistics systems, and compliance infrastructure.The key finding: the first ROI often came from the least glamorous work.Predictive maintenance, inventory optimization, quality inspection, route optimization, asset utilization, and compliance systems produced some of the clearest returns. Frontier AI projects were often still in pilot, while operational AI was already showing up in the P&L.We discuss:* Why predictive maintenance delivered some of the fastest payback* How AI ROI compounds when one company owns more of the value chain* Why AI changed the business model in industrial leasing* How compliance AI became a market-access tool* Why China is not a monolith: some firms are early adopters, others are still cautious* Why the real split is not geography, but adoption stage* What CEOs should bring back to the boardroom when evaluating AI ROIThe episode’s central takeaway: the AI that pays first may not be the AI that gets the headline.Inside China AI is hosted by Gabrielle Chou. This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit insidechinaai.substack.com/subscribe