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Wintermute Commits $1 Billion to Build HFT and AI Platform to Enter Traditional Markets

The firm says the spending will reduce reliance on crypto by using its trading data with retained earnings to compete in U.S. equities, ETFs and other regulated markets.

Overview

  • Wintermute announced on Wednesday that it will invest roughly $1 billion over five years to build high-frequency trading systems and AI-ready data centers.
  • The company’s U.S. affiliate has registered as an SEC broker-dealer and joined FINRA, which allows it to trade U.S. equities, options and to act as an authorized participant for ETFs.
  • Wintermute will fund the expansion from retained earnings and plans to double its New York team from 17 people while increasing global headcount by about 40% over the next year.
  • The push is driven by weaker crypto activity — average daily crypto volumes fell from about $15 billion last year to about $10 billion this year — and a goal to raise non-crypto revenue from ~10% today to over 50% by the end of 2027.
  • The firm plans to use its large trading datasets, reported at roughly $3.5 trillion in annual volume across 70+ venues, to train models and try to compete with established low-latency market makers while some roles will still need further exchange approvals.