Pattern Group made its $2.38 billion Nasdaq debut under ticker PTRN, offering 21.4 million shares priced between $13-15. The Utah-based e-commerce acceleration company leverages AI through its EXP platform, which processes 46 trillion data points to optimize marketplace operations across 60+ global marketplaces. Despite strong financial performance ($1.8 billion revenue in 2024, up from $1.37 billion in 2023), Pattern faces significant risk from its 94% revenue dependency on Amazon. The company maintains healthy financials with 43-44% gross margins, $87 million operating income, and 116-118% net revenue retention rates. Concerns include founder-heavy voting control (86.5%) through dual-class shares. Pattern's growth potential is tied to its ability to diversify beyond Amazon while continuing AI innovation amid a growing global e-commerce market projected to reach $4.8 trillion by 2025.