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He Raised $26M Betting on Probabilities, Not Guesses | Koah Labs, Nic Baird

Nic Baird was on track to become one of the best sailors in the world. He walked away to make a statistical bet on startups, and built Koah Labs, the ad monetization platform for AI tools, raising $26M along the way. In this interview, Nic opens up about: The decision framework he learned from competitive sailing: how to make the biggest bets of your life when you don't have all the information Why starting a company is a "high variability, low risk" move, even if you fail How self-doubt loses to your environment, not your willpower, and the community that finally made him believe he could build Why he bet on ads when every VC in 2024 was preaching that subscriptions were the only future for AI The real bottleneck for AI agents: not the technology, but how long human trust takes to catch up Watch to see how a world-class sailor used probability and expected value to walk away from going pro, and bet on building instead. 00:00 Intro 01:50 How a World-Class Sailor Decides Under Uncertainty 05:23 To Become a Builder, Be Around Builders 08:34 Subscriptions Killed AI Apps, Ads will Save Them 11:36 Can Ads Actually Be a Good Experience? 12:54 The Bottleneck is Now Humans, Not Tech EO stands for Entrepreneur& Opportunities. As we're looking to feature more inspiring stories of entrepreneurs all over the world, don't hesitate to contact us at partner@eoeoeo.net LinkedIn | @EO STUDIO X | @eostudi0

Jun 3, 202615mWatch on YouTube ↗

At a glance

WHAT IT’S REALLY ABOUT

Koah Labs bets on ads to monetize AI amid uncertainty

  1. Baird frames high-stakes business choices like sailing tactics: act with incomplete information by assigning probabilities, weighing downside risk, and sizing bets by confidence.
  2. He argues founding a startup is high-variability but not necessarily high-risk because the learning and career compounding can pay off even if the company fails.
  3. Koah Labs was built as “AdSense for AI” after seeing inference costs make subscription-first consumer AI apps financially unsustainable, pushing many engaged products into shutdowns.
  4. Koah’s contrarian thesis is that ads can improve—not degrade—AI app experiences when they are high-quality and frequency-capped intelligently, citing experiments where fewer ads increased churn.
  5. The team pivoted from an agentic professional social network because users weren’t yet comfortable granting agents deep access, underscoring that human trust/adoption trails technical capability.

IDEAS WORTH REMEMBERING

5 ideas

Make decisions as probability-weighted bets, not gut guesses.

Baird’s sailing analogy emphasizes you rarely have full information; assign likelihoods, consider what others might know, and choose the option with the best risk-adjusted expected outcome.

Size your commitment to match confidence and downside.

Like carrying an umbrella at 80% rain probability, invest more when confidence is high and the downside is tolerable; hedge when being wrong is catastrophic.

Expected value can beat certainty in career strategy.

He prefers a low-probability, high-upside path (e.g., startups) over a guaranteed but capped outcome, arguing the EV and learning compounding can dominate.

Starting a company can be “low risk” when learning is the fallback asset.

Even if the venture fails, the skills, network, and builder credibility increase future earning power—turning “variance” into an asymmetric bet.

Be around builders to reduce friction and dissolve self-doubt.

South Park Commons and fast-shipping peers provided both process knowledge and belief; a motivating environment can convert “can I do this?” into execution.

WORDS WORTH SAVING

5 quotes

We don't know how the market's gonna play out exactly. We don't know what all the different players are gonna do. We don't have all the information about whether or not a product is gonna be successful. But you have to make decisions in a market that is uncertain.

Nic Baird

That is a great proxy for how really the best decisions are made for your own career, for your own life, for a business, and you have to make a statistical bet.

Nic Baird

The ambition in me was saying, "Great, I could become the best sailor in the world. Is that as important as becoming the 100th best business person in the world? No, it is not."

Nic Baird

If there was a 1% chance that you could make a trillion dollars, 1% of a trillion dollars is still $10 billion.

Nic Baird

We actually ran a test last week where we basically showed fewer ads... and what we actually saw is when we capped the number of ads we were showing, the user engagement for organically on the app went down. People churned more often when we stopped showing ads.

Nic Baird

Probabilistic thinking under uncertainty (sailing → startups)Expected value vs certainty in career decisionsBuilder communities and talent-dense environments (South Park Commons)Inference costs and unit economics of consumer AI appsSubscriptions vs ads as AI monetization modelsAd quality, frequency capping, and engagement effectsAgent trust, privacy concerns, and adoption lag

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