According to a Bloomberg interview with CEO Evgeny Gaevoy, Wintermute Trading Ltd. will deploy roughly $1 billion over the next five years into high-frequency trading (HFT) infrastructure and AI-focused data centers.
The crypto-native firm aims to take the fight directly to traditional stock, commodity, and foreign exchange giants.
Invading Wall Street's turf
Gaevoy noted that Wintermute is positioning itself to go toe-to-toe with TradFi heavyweights like Jane Street Group and Citadel Securities.
"We are now going up against firms that have spent decades optimizing their technology and infrastructure for these markets, so obviously the level of investment required is significant," Gaevoy stressed.
High-frequency trading relies on ultra-low latency algorithms and raw computing power to execute thousands of orders in fractions of a second, squeezing profits out of micro-second price gaps.
Wintermute plans to fund its massive infrastructure expansion purely out of retained earnings. The firm generated $582 million in profit during the 2021 bull run and remained profitable through 2025 and 2026, though management keeps exact figures close to the chest.
Volume slump forces the pivot
A prolonged crypto slump has chopped Bitcoin roughly in half from its October peak of over $126,000.

