AI Limitations and Opportunities in Treasury (Valorean Technologies)

In this episode, Craig Jeffery and Arjun Krishnan discuss five key limitations of enterprise AI in treasury: data quality, pattern-based reasoning without true understanding, difficulty handling novel situations, variable outputs, and limited explainability. They also explore the opportunities and solutions behind these constraints, including AI-assisted data cleanup, anomaly detection, stronger controls, human oversight, and safer agent-based system design. Enterprise AI for Treasury: A Guide to Agentic Implementation: https://amzn.to/4vTH8Fv AI: The Automation Spectrum and Examples in Treasury (Valorean Technologies) (2026): https://strategictreasurer.com/420-ai-automation-spectrum-and-examples-in-treasury/ Valorean Technologies: https://valorean.ai/ Timestamps: 00:00 Introduction 00:34 AI limitations and opportunities 02:05 Data quality shapes AI quality 05:35 AI correlates but does not understand 09:29 Arjun Krishnan's background 10:18 AI and genuinely novel situations 12:37 Why AI outputs can vary 16:29 Explainability and audit trails 19:14 The most critical limitations 20:32 Final thoughts and book 20:54 Outro ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT STRATEGIC TREASURER ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Download The Strategic Treasurer: A Partnership for Corporate Growth by Craig A. Jeffery in Kindle, or hardcover: https://amzn.to/4uqwFQq As an Amazon Associate, we earn from qualifying purchases. Strategic Treasurer is recognized as a top tier consulting firm in the area of treasury and risk management. Corporate clients, banks, and technology vendors all rely on their industry leading advisory services that are backed by a deep awareness of current needs, practices, and budgeting priorities of treasury professionals through Strategic Treasurer's annual industry surveys and decades of treasury experience. Strategic Treasurer utilizes a senior consultant model where every project is managed by senior consultants with actual practitioner experience in corporate and/or banking roles. Visit us today at http://strategictreasurer.com. Or join in the discussion at one of our leading LinkedIn groups: http://strategictreasurer.com/linkedin/