Liquidity Group is the largest AI-based financial asset management firm in the world. With $2.7b AUM across funds focused on North America, Asia-Pacific, Europe, and the Middle East, Liquidity Group operates globally with offices in Tel-Aviv, Abu Dhabi, New York, London, Singapore, Tokyo, Mumbai, Boston & San Francisco. The firm's patented machine learning and decision science technology enables it to deploy more capital through more deals faster than any firm in capital markets history, establishing it as the fastest-growing provider of non-dilutive and equity financing to mid-market and late-stage companies. Liquidity Group is backed by leading global financial institutions including Japan's largest bank, MUFG, Spark Capital and Apollo Asset Management.For more information, visit www.liquiditygroup.com