One of the panel discussions at this year’s Venture NY explored what separates truly investable AI companies from those simply riding the hype cycle. Moderated by Kate Polozie, Partner at Woods Oviatt Gilman, and featuring Somak Chattopadhyay, Managing Director at Armory Square Ventures, the panel “What Makes an AI Company Investable? Data Strategy, Risk & Valuation” examined how investors and advisors are evaluating AI-driven businesses in today’s rapidly evolving market.
Panelists emphasized that strong AI companies are built on more than just innovative models — they require defensible data strategies, clear governance, scalable infrastructure and a thoughtful approach to compliance, security and intellectual property. The conversation also highlighted the growing importance of founder adaptability, customer retention and responsible risk management as companies scale.
From early-stage diligence to long-term valuation, the panel offered practical insights into what it takes to build AI companies positioned for sustainable growth and successful exits.