Source: International homepage (paywall)
OpenAI's reluctance to disclose detailed financial metrics—reported revenues without breakdowns by product, customer segment, or margin profile—mirrors the opacity that preceded previous tech bubbles, giving investors no real basis to stress-test valuations beyond headline growth rates. The company's ability to maintain secrecy while commanding an $80+ billion valuation suggests the IPO market may be priced for a narrative rather than a business, leaving underwriters and early public shareholders exposed to significant downside if actual unit economics or customer concentration prove less impressive than implied. This dynamic matters most for enterprise software and AI infrastructure investors accustomed to ruthless financial transparency from SaaS-era companies. Mega-cap AI firms operate under a different accountability regime than their predecessors.