Why AI Profitability Belongs To Enterprise, Not Consumer Scale

InnovationAIWhy AI Profitability Belongs To Enterprise, Not Consumer ScaleByPaulo Carvão,Contributor.Forbes contributors publish independent expert analyses and insights. Paulo Carvão is a Senior Fellow at HarvardFollow AuthorMay 21, 2026, 12:32pm EDT--:-- / --:--This voice experience is generated by AI. Learn more.This voice experience is generated by AI. Learn more.As OpenAI and Anthropic race toward public listings, their financials tell opposite stories. One company has found AI profitability through enterprise discipline. The other is still asking markets to believe it will. NYSE in New York - Photographer: Michael Nagle/Bloomberg© 2025 Bloomberg Finance LPThis week, the two world’s most valuable private AI companies moved toward public markets within days of each other. OpenAI filed confidentially for its IPO, working with Goldman Sachs and Morgan Stanley toward a listing as early as September 2026 at a valuation above $1 trillion. Simultaneously, Anthropic, as part of its latest funding round, disclosed to investors that it projects $10.9 billion in revenue for the second quarter of 2026, more than doubling Q1’s $4.8 billion, and expects its first-ever operating profit of $559 million for that period. That one-two punch frames the debate about AI profitability with one company asking public markets to fund additional years of mounting losses, while the other is arriving with a profitable quarter already in hand. Investors keep reaching for Amazon as a point of comparison. The company lost billions for years before becoming one of the most profitable in history and its template of spending aggressively, capturing the platform shift and harvesting the returns is used as the basis for the AI bull case. The analogy is misleading and the numbers behind it show where AI profitability will come from. Amazon accumulated roughly $3 billion in cumulative losses over six years before turning its first annual profit in 2003. OpenAI is on course to accumulate hundreds of...