Thursday, April 23, 2026
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The Mathematician Billionaire Who Built an AI Trading Empire from Scratch

Alex Gerko, a mathematician and billionaire, has transformed his trading firm XTX Markets into a highly profitable force in algorithmic trading. The company relies heavily on artificial intelligence to make rapid, data-driven financial decisions.

XTX Markets operates in an opaque sector where speed and secrecy are critical. The firm uses machine learning models to analyze vast amounts of market data and execute trades in milliseconds. This approach has generated substantial returns.

Gerko’s background in mathematics and coding laid the foundation for the firm’s technology. He founded XTX Markets in 2015, focusing on currency and stock trading. The company has since grown into one of the largest liquidity providers in the world.

The firm’s success hinges on its ability to develop and refine AI systems. These systems learn from market patterns and adapt to changing conditions without human intervention. Gerko has described the work as solving complex puzzles.

XTX Markets does not rely on traditional trading strategies. Instead, it uses a proprietary platform that integrates AI models directly into trading workflows. This allows the firm to capture small price discrepancies across different markets.

The firm’s profitability has drawn attention from regulators and competitors. Despite its low public profile, XTX Markets has challenged established banks and hedge funds. The company’s rise reflects a broader shift toward AI-driven finance.

Gerko’s personal wealth has grown alongside his firm’s success. He appears on global billionaire lists, but he maintains a low public profile. His focus remains on advancing AI technology for trading applications.

XTX Markets continues to hire top-tier talent in mathematics, physics, and computer science. The firm’s research-oriented culture prioritizes innovation over traditional financial conventions. This approach may influence how other trading firms adopt AI tools.

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