The Real Economics of SaaS versus AI Companies
SaaS Metrics School · 2025-11-21 · 7 min
Episode notes
In episode #331, Ben breaks down the true financial and economic differences between a SaaS company and an AI company. Inspired by a tweet claiming that “SaaS metrics are broken” and that AI companies generate more absolute profit per customer, Ben puts the theory to the test using real financial modeling. This episode walks through detailed revenue, gross margin, EBITDA, pricing power, TAM dynamics, and unit economics scenarios to determine whether AI companies actually outperform SaaS businesses. What This Episode Covers Why investors are questioning traditional SaaS metrics when evaluating AI companies The importance of recurring revenue fundamentals, whether the company is SaaS or AI A side-by-side comparison of a $1M SaaS company versus a $1M AI company Gross margin profiles: 80 percent SaaS vs.