E210: How Startups Can Avoid Being Disrupted by OpenAI w/Eric Olson
How I Invest with David Weisburd
How I Invest with David Weisburd is a podcast that interviews the world's leading institutional investors. Previous guests include The Ford Foundation, Northwestern University Endowment, CalPERS, Stepstone, and other top limited partners.
David Weisburd
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E210: How Startups Can Avoid Being Disrupted by OpenAI w/Eric Olson

E210 • Sep 8, 2025 • 27 mins

What does it take to build an AI-native search engine for science? In this episode, I spoke with Eric Olson, Co-founder & CEO of Consensus, the platform making peer-reviewed research accessible through AI. We covered the company’s journey from Series A to millions of users, the realities of competing with tech giants, and what truly creates defensibility for AI startups. Eric shared his perspective on the “AI talent wars,” building products at hyperspeed, and what truly creates a moat for AI applications. If you allocate to or invest in AI, you’ll want to hear Eric’s frameworks for product strategy, market sizing, and execution speed.

Highlights:

  • Consensus as “Google Scholar powered by AI”
  • 5M users, ~20-person team, scaling toward Series B
  • Funded by USV, Nat Friedman, and Daniel Gross
  • Why vertical focus beats horizontal platforms
  • The 70/30 framework for product development
  • Execution speed as the real moat in AI

Guest Bio:

Eric Olson is the Co-founder & CEO of Consensus, an AI search engine for scientific research founded in 2021 with Christian Salem. Before Consensus, Eric worked in data science at DraftKings and was a Division I football player at Northwestern University. Under his leadership, Consensus raised an $11.5M Series A in 2024 led by Union Square Ventures with participation from Nat Friedman and Daniel Gross.

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LinkedIn: David Weisburd: https://www.linkedin.com/in/dweisburd/ Eric Olson: https://www.linkedin.com/in/eric-olson-1822a7a6/

Links Consensus: https://www.linkedin.com/company/consensus-nlp/

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