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Why Academics Make the Best Venture Builders

Updated
2 min read
Why Academics Make the Best Venture Builders
D
PhD in Computational Linguistics. I build the operating systems for responsible AI. Founder of First AI Movers, helping companies move from "experimentation" to "governance and scale." Writing about the intersection of code, policy (EU AI Act), and automation.

TL;DR: Academic rigor transforms venture building through systematic experimentation. Learn how the scientific method creates sustainable AI businesses.

Quick Take: Academic rigor transforms venture building through systematic experimentation rather than reckless speed. The scientific method creates sustainable AI businesses grounded in data and designed to last.

There is a stereotype in the startup world: "Move fast and break things." It implies that speed is the only metric that matters.

As someone who has transitioned from the slow, deliberate world of academic research to the fast-paced world of venture building with Core Ventures, I disagree. You don't need to break things to move fast. You need to experiment intelligently.

The Scientific Method in Business

During my PhD and my time researching at CISUC, I lived by the scientific method:

  1. Observe a phenomenon.
  2. Form a hypothesis.
  3. Test rigorously.
  4. Analyze data.
  5. Refine.

This is exactly how I run First AI Movers and how I built technology at Experdata.

  • The Hypothesis: A Dutch SME has an inefficiency in its customer service workflow.
  • The Experiment: We deploy a specific AI Agent to handle 10% of the load.
  • The Analysis: We measure accuracy, sentiment, and speed.

Governance is Peer Review

In academia, you cannot publish without peer review. In AI, you should not deploy without Governance. This is why I am so passionate about AI ethics and transparency. It is simply the "peer review" process applied to business automation.

The Scholar-Executive

My background as Dr. Hernani Costa, the researcher, ensures that Hernani Costa, the CEO, doesn't chase vaporware. We build ventures that are grounded in data, tested in reality, and designed to last.

About the Author: Dr. Hernani Costa is an AI Executive and Venture Builder based in the Netherlands. He leverages his background in Computer Science research (University of Malaga Universidade de Vigo Universidade de Coimbra) to lead First AI Movers and Core Ventures.


Originally published at First AI Movers. Written by Dr Hernani Costa, Founder and CEO of First AI Movers.

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