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Home Webinar Highlights

The 98% You Never Hear: Why Manual QA Sampling Is Now a Liability

Kristine Manjares by Kristine Manjares
June 17, 2026
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The webinar, hosted by Mike Gibb of AccountsRecovery.net and sponsored by CSS Impact, explored the risks of relying on manual QA sampling in debt collection operations. Traditionally, firms review only 2% of calls, leaving 98% of compliance exposure unchecked. Panelists Brian Answeeney (CBE Companies), Tonia Brown (EverChain), and Bettina Hagey (Credit Control Corporation) discussed how AI-powered speech analytics now enable 100% coverage, surfacing systemic issues and reducing liability. While automation identifies patterns and compliance risks, human reviewers remain essential for coaching, calibration, and interpreting complex account dispositions. The discussion emphasized that QA programs must evolve to balance compliance, operational effectiveness, and customer experience.

🧠 Key Takeaways:

  • Adopt AI for full coverage: Manual sampling misses systemic failures. AI-driven analytics can monitor all calls, texts, and emails, ensuring compliance risks are flagged before they escalate.
  • Maintain human oversight: As Bettina noted, “Until AI can coach your agents, you still need a human being to transfer that knowledge.” Human QA ensures credibility, accurate coaching, and proper account disposition.
  • Focus on systemic improvement: Tonia stressed the importance of identifying trends and quality improvement rates. QA should measure whether retraining and coaching efforts actually improve collector performance over time.

This session underscored that manual QA sampling is no longer sufficient. The future lies in AI-human collaboration, where technology surfaces insights and humans drive meaningful change.

Watch the full episode here.

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