AI-native services firms fail to scale economics

The author argues that while AI-native services companies often generate immediate revenue and high customer demand, early cash flow does not guarantee scalable venture-level economics. True product-market fit requires proving that automation can reduce delivery costs and human effort as the business grows, rather than merely substituting traditional labor-intensive workflows with AI. Startups and incumbents alike must carefully track metrics such as human review time, gross margins, and repeat volume to determine if they can achieve software-like scale without sacrificing quality. Open article →