The Full Ratchet (TFR): Venture Capital and Startup Investing Demystified

496. How Model Progress Shifts the Goalposts, Why The Death of Software Is Overstated, and How to Diligence Hypergrowth Without Getting Burned (Jacob Effron)

Nov 17, 2025
Jacob Effron, Managing Director at Redpoint, dives into the dynamic world of AI and software investments. He discusses how advancements in model layers are shifting industry benchmarks. Effron argues against the notion that software is dying, highlighting robust opportunities in AI-driven sectors like healthcare and legal. He also shares insights on evaluating hypergrowth startups, emphasizing the importance of team velocity and real product-market fit. The conversation wraps up with thoughts on managing AI's impact on jobs and the future of robotics and material sciences.
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ANECDOTE

Jacob's Path To Venture Capital

  • Jacob joined Redpoint after startup roles including product at Flatiron Health and meeting the Redpoint team.
  • He moved to Redpoint five and a half years ago and now focuses on early growth investments.
INSIGHT

Data Strategy Beats Data Hoarding

  • Owning massive proprietary data isn't a guaranteed moat; small fine-tuning datasets can suffice for improvements.
  • Smart evaluation strategies and product-focused data orchestration drive success more than hoarding raw data.
INSIGHT

Early Verticals With Real PMF

  • Verticals showing real product-market fit include coding tools, customer support, healthcare, legal, voice, and logistics.
  • Some areas like go-to-market software still need further model improvements to unlock big value.
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