Wintermute is pouring $1 billion into the synthesis of AI and high-frequency trading: a bet on transformation.
Crypto market maker Wintermute has announced an ambitious plan: over the next five years, the company will allocate about $1 billion to develop infrastructure for high-frequency trading and artificial intelligence systems. Funding will come exclusively from retained earnings, underscoring management's confidence in its own resilience and long-term strategy.
CEO Evgeny Gaevoy has directly outlined the motivation: entering traditional financial markets requires enormous resources, as the company will have to compete with players who have spent decades refining their algorithms and trading infrastructure. This is not just modernization—it is a fundamental shift in the business model.
The numbers confirm the seriousness of these intentions. Currently, non-digital-asset segments generate only about 10% of Wintermute's revenue. However, by the end of 2027, the company expects to increase this share to 50% or more. Notably, average daily trading volume in 2026 fell to $10 billion from $15 billion a year earlier—this likely served as an additional incentive for diversification. Gaevoy does not hide the ultimate goal: to turn Wintermute into a universal trading firm on par with Jane Street or Citadel Securities.
Investments in computing power and talent
A key area of spending will be data centers focused on training quantitative models and AI. Modern trading requires not only minimal order execution latency but also constant retraining of algorithms on vast arrays of market data. This demands serious computing resources, storage systems, and network infrastructure—this is where the main investments will go.
In parallel, Wintermute is strengthening its team. In 2027, the company plans to double the staff of its New York office (currently 17 people) and increase global headcount by approximately 40%. This signals that the company is preparing for large-scale expansion, not just targeted improvements.
Expanding beyond the crypto market
The process is already underway. In February, the market maker added tokenized gold (PAXG and XAUT) to its OTC platform, offering settlements in cryptocurrencies, stablecoins, and fiat. In March, the Asian division launched 24/7 trading of WTI oil CFDs, including weekends and holidays, demonstrating demand for using crypto infrastructure for traditional assets.
Company analysts also note an important trend: intensifying competition between stocks and digital assets for retail capital. Investors are increasingly reallocating funds between these classes rather than building positions in both simultaneously. This confirms the need for a hybrid approach. Recall that in August, Wintermute already entered the regulated U.S. securities market by registering Wintermute USA LLC with the SEC as a broker-dealer.
My analysis: This move is a natural evolution for a major market maker facing declining volumes in the spot crypto market. However, betting on AI and HFT in traditional assets means entering a far more competitive environment where Wintermute no longer holds its former first-mover advantage. Success will depend on how quickly the company can monetize its crypto competencies in a new paradigm where latencies are measured in nanoseconds rather than blockchain transactions.