The AI Agent Behind 4x Productivity in Collections Teams | Dave Ruda, VP Product (Billtrust)

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August 26th, 2025

28 mins 53 secs

Season 1

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About this Episode

How did an AI agent help 4x the productivity of collections teams? Dave Ruda, VP of Product at Billtrust, visits LaunchPod to share how his team built a collections AI that transformed drudgery work into high-impact outcomes.

Dave shares how his team:

  • Reduced average email handling time from 8 minutes to just 2.5 minutes
  • Built an AI agent that categorizes and prioritizes collector workflows to maximize efficiency
  • Designed a “human in the loop” system to ensure trust, personalization, and better customer outcomes
  • Developed a learning loop that adapts to each collector’s voice and scales across email and voice channels

Links

LinkedIn: https://www.linkedin.com/in/druda/
Billtrust: https://www.billtrust.com/

Chapters

00:00 Introduction
03:18 Billtrust's AI Journey
05:10 "Human in the Loop"
06:22 Billtrust's FinTech Solutions
09:54 Challenges in Collections
13:04 Agentic Email Functionality and Automating Email Processing
17:19 Building a Learning Loop To Better Understand Customers
19:05 Empowering Product Managers With AI
24:33 AI Governance and Future Prospects
27:39 Concluding Thoughts and Future Plans

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