AdaCoach: A Virtual Coach for Training Customer Service Agents

TL;DR

AdaCoach is an innovative virtual training system that uses NLP to simulate customer interactions, helping new customer service agents improve their skills through automated evaluation and real-time feedback.

Contribution

This paper introduces the first human-computer interaction based system for training customer service agents, integrating NLP for simulation and performance assessment.

Findings

Supported over 500,000 training sessions.

Cultivated more than 1,000 qualified agents.

Demonstrated effectiveness of automated dialogue evaluation.

Abstract

With the development of online business, customer service agents gradually play a crucial role as an interface between the companies and their customers. Most companies spend a lot of time and effort on hiring and training customer service agents. To this end, we propose AdaCoach: A Virtual Coach for Training Customer Service Agents, to promote the ability of newly hired service agents before they get to work. AdaCoach is designed to simulate real customers who seek help and actively initiate the dialogue with the customer service agents. Besides, AdaCoach uses an automated dialogue evaluation model to score the performance of the customer agent in the training process, which can provide necessary assistance when the newly hired customer service agent encounters problems. We apply recent NLP technologies to ensure efficient run-time performance in the deployed system. To the best of our knowledge, this is the first system that trains the customer service agent through human-computer interaction. Until now, the system has already supported more than 500,000 simulation training and cultivated over 1000 qualified customer service agents.