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Home » AI New King vs Old King: The Data Flywheel Battle

AI New King vs Old King: The Data Flywheel Battle

Seok Chen by Seok Chen
December 10, 2025
in AI
Reading Time: 2 mins read
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In the rapidly evolving landscape of artificial intelligence, a fierce battle is underway between the so-called “new king” and the “old king,” both vying for dominance in the realm of data-driven innovation. The core of this conflict revolves around the concept of the “data flywheel”—a powerful cycle where data collection, analysis, and application continuously feed into each other, driving relentless improvement and growth.

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The traditional giants of AI have long relied on massive datasets and extensive computational resources to maintain their market positions. These “old kings” possess established infrastructures, vast repositories of information, and decades of experience. However, their methods are increasingly challenged by emerging players who are redefining how data is harnessed. These newcomers are leveraging cutting-edge techniques—such as decentralized data collection and advanced machine learning—to accelerate their progress at a breakneck pace.

The battle is not solely about technological superiority; it also highlights differences in strategic philosophy. The established players emphasize maintaining control over data and infrastructure, fearing the risks associated with shifting paradigms. Meanwhile, disruptors prioritize openness, collaboration, and innovative data-sharing models, enabling faster iteration and adaptation.

As the AI ecosystem evolves, the significance of the data flywheel becomes ever clearer. A robust, well-maintained cycle of data collection and feedback can propel a company ahead of competitors, creating a self-reinforcing advantage. Conversely, companies unable to sustain this cycle risk falling behind in the race to develop smarter, more capable AI systems.

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In essence, the ongoing contest is a microcosm of broader technological shifts—highlighting how access to, and mastery over, data is becoming the defining factor of power in the digital age. Whether the old guard can adapt and leverage their assets or whether the new players will establish a new hierarchy remains to be seen. What is certain is the central role that the data flywheel plays in shaping the future of artificial intelligence.

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Seok Chen

Seok Chen

Seok Chen is a mass communication graduate from the City University of Hong Kong.

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