AI in Finance: Cutting Through the Hype to What Actually Works
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Thea Dudley

Thea Dudley

Credit & Cashflow Specialist, Pocket Protectors LLC

Episode Summary: In today’s rapidly evolving finance landscape, AI is everywhere—but separating meaningful innovation from noise remains a challenge for many organizations.

In this episode of the Emagia AI for Finance Podcast, Host Brian Shappell speaks with Thea Dudley, a long-time credit and collections practitioner, author, and industry thought leader, about the realities of AI adoption in finance. Drawing on decades of experience across construction, distribution, and back-office operations, Thea provides a grounded perspective on where AI is delivering real value—and where it’s still falling short with her trademark candor.

From overcoming resistance to change to identifying practical use cases in credit, collections, and cash application, this discussion focuses on what finance leaders need to know to move from curiosity to capability.

What You’ll Learn

  • Why many AI initiatives fail to move beyond experimentation
  • The importance of defining clear business outcomes before adopting AI
  • Way Generative AI and Agentic AI can be used today for analysis, forecasting, and operational insights
  • Why data quality (“garbage in, garbage out”) is critical to AI success
  • How to drive adoption among teams resistant to change
  • Where AI is delivering immediate value in credit, collections, and back-office finance

Speaker highlights: Thea Dudley has spent 35+ years leading credit and collections in the construction industry, helping companies sharpen processes, strengthen back‑office operations, and turn credit into a real competitive advantage. Thea has studied manufacturers, dealers, GCs, and subs from every angle.

Thea wrote the book “The Credit Overlord,” among others and hosts the industry podcast “LBM Talks Credit.” She is a frequent speaker on AR including at events hosted by the Credit Management Association and the National Contractors’ Exchange.

Unafraid to take controversial positions, she notes “If you want credit strategy without the fluff — and a voice that tells it like it is — you’re in the right place.”

Episode Summary:

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