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Why Generalist AI Fails in Enterprise - Sandeep Ramesh (CalvinBall Technologies)
Why do billion-dollar consumer brands lose market share to small insurgents despite having access to more data? Discover how fusing human expertise with vertical AI solves the critical "data-to-decision" bottleneck.
As consumer behavior becomes exponentially complex, traditional generalist models like ChatGPT struggle with the accuracy required for enterprise financial decisions. Sandeep, Founder of CalvinBall Technologies and former Unilever/Google executive, explains why the future belongs to "Vertical AI" equipped with a dedicated expertise layer. We dive into the reality of AI adoption timelines, the risks of hallucinations in business, and why data security demands more than just a wrapper around an LLM.
Generalist vs. Vertical AI: Why generic models fail at specific enterprise tasks.
The "Expertise Layer": How to eliminate hallucinations in business data.
The Adoption Reality: Why full enterprise AI integration is a 15-20 year journey.
Global Strategy: Why a US-based founder is moving HQ to London.
Buy vs. Build: The challenges of building internal AI teams in non-tech companies.
About the Guest:Sandeep is the Founder of CalvinBall Technologies, an AI super-agent for consumer brands, bringing deep industry experience from his time at Unilever India and Google.
About Aulium:Aulium is a video show dedicated to Innovation and Private Capital. Hosts Thomas Viguier and Markus Perkumas interview industry leaders to uncover the mechanics of European tech ecosystems, M&A strategies, and the future of investing.
Connect with us:
Follow Aulium on LinkedIn: https://www.linkedin.com/company/aulium
Thomas Viguier: https://www.linkedin.com/in/tviguier/
Markus Perkumas: https://www.linkedin.com/in/markusperkumas/
#privatecapital #innovation #ArtificialIntelligence #aulium #VerticalAI
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By Thomas ViguierWhy do billion-dollar consumer brands lose market share to small insurgents despite having access to more data? Discover how fusing human expertise with vertical AI solves the critical "data-to-decision" bottleneck.
As consumer behavior becomes exponentially complex, traditional generalist models like ChatGPT struggle with the accuracy required for enterprise financial decisions. Sandeep, Founder of CalvinBall Technologies and former Unilever/Google executive, explains why the future belongs to "Vertical AI" equipped with a dedicated expertise layer. We dive into the reality of AI adoption timelines, the risks of hallucinations in business, and why data security demands more than just a wrapper around an LLM.
Generalist vs. Vertical AI: Why generic models fail at specific enterprise tasks.
The "Expertise Layer": How to eliminate hallucinations in business data.
The Adoption Reality: Why full enterprise AI integration is a 15-20 year journey.
Global Strategy: Why a US-based founder is moving HQ to London.
Buy vs. Build: The challenges of building internal AI teams in non-tech companies.
About the Guest:Sandeep is the Founder of CalvinBall Technologies, an AI super-agent for consumer brands, bringing deep industry experience from his time at Unilever India and Google.
About Aulium:Aulium is a video show dedicated to Innovation and Private Capital. Hosts Thomas Viguier and Markus Perkumas interview industry leaders to uncover the mechanics of European tech ecosystems, M&A strategies, and the future of investing.
Connect with us:
Follow Aulium on LinkedIn: https://www.linkedin.com/company/aulium
Thomas Viguier: https://www.linkedin.com/in/tviguier/
Markus Perkumas: https://www.linkedin.com/in/markusperkumas/
#privatecapital #innovation #ArtificialIntelligence #aulium #VerticalAI