NCCI executives were on hand for many of the most important fall business conferences this year, with a particular focus on shows dedicated to loan servicing, default servicing, and collections. After compiling key takeaways from the events, one topic dominated most conversations.

Artificial Intelligence was included in nearly every session at the conferences we attended, with one session even featuring a live demonstration of an AI–powered customer service agent fielding a borrower’s call. Attendees remarked that the synthetic voice handled the dialogue so naturally that it was difficult to tell it wasn’t a human.

The appetite for automation makes sense: a recent industry report found that 43% of contact centers already use AI technologies, driving a 30 percent reduction in operating costs.

AI promises to automate repetitive workflows, sort accounts by risk, and improve recovery rates while letting agents spend more time on complex cases. Many industry observers have been writing about it for some time. But the excitement also comes with questions.

AI vendors have pointed out that these technologies do not absolve the lender, servicer or collector from abiding by the law. Debt collection is one of the most heavily regulated segments of the financial services industry. Successful AI deployments must respect rules like the Fair Debt Collection Practices Act and the Telephone Consumer Protection Act.

Still, emerging tools promise they can help. For instance, one modern platform says it can monitor 100 percent of a collector’s communications for missed disclosures or prohibited language. They can also predict which debtors are most likely to pay.

However, experts caution that AI should be implemented with clear business goals. Deployments done “for novelty” often result in poor integration and heightened regulatory exposure. From the outset, compliance, IT, and legal teams must collaborate to define metrics and set guardrails.

Balancing automation with human judgement

Although AI systems are becoming more sophisticated, the consensus at the fall conferences was that human judgment remains essential. If for no other reason than the research shows that 75 percent of consumers still prefer to engage with human agents when dealing with complex issues.

AI excels at handling high‑volume, predictable interactions but struggles with empathy, negotiation, and nuanced problem‑solving. Even sophisticated systems need human oversight to intervene when a conversation goes off script or when a borrower is distressed.

Many leading vendors now provide model cards that document how an AI model was trained, its intended use case, data sources, and fairness metrics.

These disclosures help lenders and regulators assess the ethical and legal implications of AI systems. Still, compliance officers at the conferences stressed the importance of starting with small pilots, measuring results carefully, and documenting every decision.

AI‑driven predictive scoring and outreach tools may improve right‑party contact rates and reduce delinquency, but they can also amplify biases if not audited. Consumer expectations for fairness and transparency underscore why lenders cannot fully abandon human touchpoints.

Regular fairness audits that test outcomes across protected classes-age, gender, ethnicity, and income are essential. When unexpected anomalies appear, field agents equipped with local context can restore trust through personalized engagement.

At NCCI, we understand that AI can empower collectors by handling repetitive work so that collectors can focus on negotiation and relationship‑building. But it won’t replace humans anytime soon. Despite the excitement around AI, most presenters agreed that collections is still a people business.

Charting the path forward

At NCCI, we view AI as an ally in our mission to help lenders mitigate risk and maintain compliance. Our field contact and inspection services provide the verified, real‑world insights that even the most sophisticated AI platform cannot replicate. We see a perfect partnership between our national network of professionals and new AI-powered technologies.

Change is coming quickly, and financial services leaders appear ready. By combining AI‑driven efficiency with rigorous compliance and human expertise, lenders can navigate the coming shifts with confidence.

NCCI is helping its clients embrace innovation responsibly, leveraging technology where it shines and leaning on trusted human judgment where it matters most. To find out how our team can support your collection efforts, reach out to us today.