Sapien’s Trevor Koverko Says AI Needs Better Data, Not Just More of It
AI-summarised brief · reviewed before publication
Trevor Koverko, co-founder and chief strategy officer of Sapien, argues that the artificial intelligence industry must prioritize data quality over sheer volume as systems evolve from simple chatbots to autonomous agents. With Gartner predicting that 40 percent of enterprise applications will integrate task-specific AI agents by the end of 2026, the focus is shifting toward verification and trust. Koverko emphasizes that while scale drove early progress, it is insufficient for the next phase where AI takes operational actions. Sapien is developing a Proof of Quality protocol to help enterprises verify data reliability without replacing existing infrastructure. This approach addresses growing security concerns, as recent surveys indicate that 88.4 percent of organizations have experienced AI agent-related security breaches. Koverko’s strategy mirrors his previous work in regulated digital assets, aiming to establish necessary standards and partnerships for safe enterprise adoption.
💡 Why It Matters
- · As AI agents gain authority to execute financial transactions and modify databases, the cost of error shifts from minor inaccuracies to severe operational risks.
- · This transition forces enterprises to treat data verification as a critical security infrastructure rather than a secondary development concern.
