SaaS Metrics School

The Real Economics of SaaS versus AI Companies


Listen Later

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. 55 percent AI
  • How EBITDA changes when OpEx is held constant
  • The revenue scale required for an AI company to match SaaS gross profit
  • The revenue scale required for an AI company to match SaaS EBITDA
  • Why AI companies need a TAM that is 6x larger
  • How pricing power tied to labor displacement can shift AI unit economics
  • Modeling ARPA increases to see when AI gross profit matches SaaS
  • Why the underlying P&L structure does not change, but the inputs do
  • How founders should think about forecasting and financial strategy when building AI-native products
  • Why This Matters

    • Founders embedding AI into SaaS products
    • AI-native startups modeling their financial future
    • CFOs and FP&A leaders forecasting revenue, cash, and margins
    • Investors evaluating early-stage AI companies
    • Operators building long-term company valuation strategies
    • Ben emphasizes that the P&L, revenue streams, cost structure, and core KPI’s still apply. What changes are the inputs—gross margin profile, pricing power, TAM, ACV, and scalability assumptions.

      Resources Mentioned

      • Full blog post with financial modeling examples: https://www.thesaascfo.com/the-real-economics-of-saas-versus-ai-companies
      • SaaS metrics course: https://www.thesaasacademy.com/the-saas-metrics-foundation
      • ...more
        View all episodesView all episodes
        Download on the App Store

        SaaS Metrics SchoolBy Ben Murray

        • 4.6
        • 4.6
        • 4.6
        • 4.6
        • 4.6

        4.6

        11 ratings


        More shows like SaaS Metrics School

        View all
        The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch by Harry Stebbings

        The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch

        536 Listeners

        The Official SaaStr Podcast: SaaS | Founders | Investors by SaaStr

        The Official SaaStr Podcast: SaaS | Founders | Investors

        176 Listeners

        WSJ What’s News by The Wall Street Journal

        WSJ What’s News

        4,366 Listeners

        a16z Podcast by Andreessen Horowitz

        a16z Podcast

        1,094 Listeners

        CFO THOUGHT LEADER by The Future of Finance is Listening

        CFO THOUGHT LEADER

        124 Listeners

        The SaaS Podcast: Build, Launch & Scale Your SaaS by Omer Khan

        The SaaS Podcast: Build, Launch & Scale Your SaaS

        187 Listeners

        Founders by David Senra

        Founders

        2,146 Listeners

        Equity by TechCrunch, Rebecca Bellan, Kirsten Korosec, Anthony Ha, Max Zeff, Theresa Loconsolo

        Equity

        338 Listeners

        Y Combinator Startup Podcast by Y Combinator

        Y Combinator Startup Podcast

        226 Listeners

        Wall Street Breakfast by Seeking Alpha

        Wall Street Breakfast

        1,038 Listeners

        Morning Brew Daily by Morning Brew

        Morning Brew Daily

        3,013 Listeners

        The Prof G Pod with Scott Galloway by Vox Media Podcast Network

        The Prof G Pod with Scott Galloway

        5,567 Listeners

        All-In with Chamath, Jason, Sacks & Friedberg by All-In Podcast, LLC

        All-In with Chamath, Jason, Sacks & Friedberg

        9,888 Listeners

        Prof G Markets by Vox Media Podcast Network

        Prof G Markets

        1,404 Listeners

        The SaaS CFO by Ben Murray

        The SaaS CFO

        3 Listeners