Table 6

Chatbot-related solutions to service activity tensions

PhaseTensionCompany actionsResults of expansive learning
Phase 1: Questioning and analysis of current activity systems and customer care practices
  • Tension 1 - Contradictions between the service promised and its effective care practice

  • Tension 2 - Less efficient coordination of human and technical elements

  • Tension 3 - Fear and implications of possible noncompliance

Find new solutions to enhance relationships with customers. A new technology is introduced: the chatbot
  • Transition from traditional call center/email-based operations to innovative communication channels

  • Improved service alignment

  • Adherence to regulatory compliance

  • Risk mitigation

Phase 2: Modeling new chatbot-based solutions
  • Tension 1 - Issues due to training constraints

  • Tension 2 - High workload and stress levels of the employees

  • Tension 3 - New rules and work routines

  • Tension 4 - Inadequate collaboration across broader organizational settings

Adapt the technology to meet the needs of both employees and customers to ensure its effectiveness
  • Relief from energy and time expenditure

  • Enhanced customer–robot interactions

  • Reduced human intervention in conversations

  • Strengthened technology collaboration

Phase 3: Examining and testing multiple chatbots-based solutions
  • Tension 1 - Issues in operational limitations of specialized chatbots

  • Tension 2 - Increasing complexities in managing the solutions

  • Tension 3 - Lack of specialized expertise

Improve the technology to overcome operational limitations for addressing detailed requests. A multiple chatbot-based solution is introduced to accommodate specific tasks and increase HRC
  • Enhanced operational efficiency

  • Improved responsiveness

  • Shared workload with advanced technological solutions

Phase 4: Implementing and reflecting on AI-augmented, chatbot-based solutions
  • Tension 1 - Issue for a complete integration of the chatbot system across all company departments

  • Tension 2 - Overburdened employees, struggling with the huge volume of data

Enhance robotic technology to become autonomous and capable of actively collaborating with employees. Generative AI has augmented chatbot capabilities
  • Reduced employee burdens

  • Improved customers’ data analysis

  • Contextually appropriate responses

  • Streamlined operations

  • Enhanced decision-making

  • Improved productivity

Source(s): The above table was created by the authors

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