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Home Webinar Highlights

QA for an AI Workforce: Monitoring Bots, Setting Pass Standards, and Auditing External AI Agents

Kristine Manjares by Kristine Manjares
July 30, 2026
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In the recent webinar, sponsored by CSS Impact, experts discussed how AI is moving from pilot projects into frontline debt collection, raising urgent questions about compliance, monitoring, and performance standards.

Panelists emphasized that QA for bots must focus on both inputs (data handling, security, compliance) and outputs (accuracy, hallucinations, and consumer safety). Heath Morgan warned that chatbot errors could trigger regulatory backlash: “If a chatbot tells a consumer to eliminate themselves, we will have a wrath of legislation.” Kyle Huff highlighted the importance of “golden examples” to calibrate models and ensure consistent outputs, while Rob Grafrath stressed that bots must meet far stricter QA thresholds than humans: “A bot needs to be nearly perfect because when a bot screws up, that’s a much bigger problem.”

The panel also explored vendor transparency, adversarial testing, and the evolving role of bots in collections—from triage and customer service to direct negotiations. Concerns were raised about consumer-deployed bots, which may impersonate humans, requiring new verification protocols such as multi-factor authentication.

🧠 Key Takeaways:

  • Raise QA Standards for Bots: Unlike human agents, bots must achieve near-perfect accuracy to avoid reputational and legal risks.
  • Audit and Test Regularly: Conduct adversarial and regression testing on vendor bots instead of relying solely on marketing claims.
  • Define Bot Use Cases Clearly: Decide whether bots will handle triage, customer service, or direct collections, and tailor QA frameworks accordingly.

This webinar underscored that AI in collections is no longer experimental—it is operational. Agencies must proactively set guardrails, enforce higher QA standards, and prepare for new compliance challenges as bots become integral to consumer interactions.

Watch the full episode here.

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