Scaling Collections Automation With a Human + Digital Hybrid Model

A Latin American telecommunications leader needed to scale collections operations across multiple markets while maintaining consistent customer engagement and payment outcomes.

At a glance

Success Highlights

Challenge

As the business expanded across Latin America, collections operations came under increasing pressure. Higher volumes, regional complexity, and varying customer behaviors made it difficult to scale efficiently while maintaining consistency.

Key challenges included:

  • Scaling collections capacity without increasing operational costs
  • Delivering consistent engagement across voice, messaging, and digital channels
  • Using customer data more effectively to influence payment behavior and improve recovery rates

The organization needed a way to combine automation with human oversight—ensuring efficiency gains without losing the personal engagement critical to collections performance.

Solution

Working across collections, operations, and technology teams, a hybrid operating model was introduced—balancing digital agents and human advisors in a 50/50 mix to manage interactions more effectively at scale.

Key elements included:

  • Data-driven engagement orchestration: Customer data was used to segment audiences and trigger channel-specific outreach based on behavior, risk profiles, and payment patterns.
  • Self-service and digital channels: Voice bots and omnichannel messaging capabilities enabled customers to manage payment plans and inquiries independently, reducing reliance on live interactions.
  • Operational performance management: Real-time monitoring of collections KPIs allowed teams to adjust strategies dynamically—optimizing contact rates, response times, and payment outcomes.

This approach embedded automation directly into day-to-day operations, rather than layering it on top of existing processes, enhancing efficiency while maintaining a high standard of customer care.

As the model scaled, digital and human workflows operated in parallel—allowing the organization to handle higher volumes while maintaining control over quality, compliance, and customer experience.

Concentrix developed a hybrid operation—50% human and 50% digital—to meet the client’s evolving needs.

Outcomes

The hybrid model delivered measurable improvements across collections performance and operational efficiency:

1,530 digital agents deployed and fully utilized across six partner vendors, integrated with more than 1,200 advisors

100,000+ omnichannel payment interactions managed across email, voice, and SMS

In a highly competitive LATAM collections market, this hybrid approach enabled the organization to scale operations, improve payment outcomes, and deliver more consistent customer engagement across channels—demonstrating how human and digital capabilities can work together effectively in real operational environments.

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