AI Sounds Smart Until Search Grounds It

AI models can write fluently, but they still can’t think without retrieval. Karl has seen this gap firsthand while building search systems and integrating LLMs into real products: the bottleneck isn’t generation-it’s grounding. Without fast, accurate, and fresh retrieval, AI outputs drift, mislead, or hallucinate. He explains why the future of AI hinges less on bigger models and more on smarter search infrastructure that keeps them tethered to truth.

About Karl-Gustav Kallasmaa

Karl-Gustav Kallasmaa, podcast guest

Engineer and Entrepreneur Turning Search Challenges into Scalable Products

100,000+ Model Diplomat users worldwideUnder 20 seconds Transfer-speed target on Wise’s Speed teamAge 13 Began investing & studying economicsAttensira Founder of GEO tools company

Karl-Gustav Kallasmaa is a builder at the intersection of search, AI, and diplomacy. Today, he is actively working with Model Diplomat, where he has rebuilt the platform’s technical core into a fast, reliable research tool used by tens of thousands of students worldwide. What began as a niche project for Model United Nations participants is quickly proving itself as a proving ground for something bigger: a scalable engine for policy research that could one day support NGOs, diplomats, and public sector organizations.

Karl’s path here threads together economics, computer science, and a long-standing fascination with politics. As a student in Estonia, he threw himself into both coding and international relations, organizing simulations of UN debates before going on to engineer search systems from scratch. Professionally, he has held engineering and leadership roles across Europe and the US, from building ML infrastructure at startups like Papercup to co-founding ventures in AI-powered law and compliance. He is now also founder of Attensira, a company developing Generative Engine Optimisation (GEO) tools to help brands surface in AI-driven answers, an effort that ties back to his lifelong obsession with how people and organizations get found.

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