When Your Boss Is an AI Bot: Exploring Opportunities and Risks of Manager Clone Agents in the Future Workplace

Paper Title

When Your Boss Is an AI Bot: Exploring Opportunities and Risks of Manager Clone Agents in the Future Workplace

Publication Info

• Topic area: The integration of AI-powered Manager Clone Agents in workplace management and its implications.
• Keywords: Manager Clone Agents, AI in management, workplace automation, relational authority, design fiction, organizational dynamics, human-AI collaboration, algorithmic management, worker agency, speculative design.

Background and Problem

• Problem / challenge: Existing AI systems in management focus on optimizing workflows and decisions but fail to address the relational, symbolic, and interpersonal aspects of managerial work. This gap raises concerns about trust, fairness, and accountability when delegating managerial authority to AI.
• Significance: Managerial roles shape decision-making, resource distribution, and workplace culture. Introducing AI agents into these roles could transform collaboration and authority in organizations, with implications for productivity, relationships, and organizational identity.
• Motivation and related work: Prior research has explored algorithmic management and collaborative AI but has not adequately addressed personalized AI systems that replicate managerial presence and authority. The paper builds on this gap by investigating how Manager Clone Agents might reshape teamwork and leadership.

Solution

• Proposed approach: The study explores the potential roles, risks, and design considerations of Manager Clone Agents through six design fiction workshops with managers and workers.
• Novelty:
  1. Identifies four supportive roles for Manager Clone Agents: proxy presence, informational conveyor, productivity engine, and leadership amplifier.
  2. Highlights risks at individual, interpersonal, and organizational levels, including accountability, trust, and cultural erosion.
  3. Proposes design principles for responsible integration, emphasizing relational awareness and worker-oriented safeguards.
  4. Introduces speculative futures that challenge traditional managerial hierarchies and explore worker resistance and counter-control.
• Procedure and key techniques:
  • Conducted design fiction workshops with 23 participants from diverse industries.
  • Participants created speculative scenarios imagining the use of Manager Clone Agents in their workplaces.
  • Data were analyzed using reflexive thematic analysis to identify themes related to opportunities, risks, and design considerations.

Results

• Concrete findings:
  • Manager Clone Agents could serve as proxy presences, streamline communication, automate routine tasks, and amplify leadership.
  • Risks include accountability ambiguity, skill erosion, trust fragility, and cultural weakening.
  • Workers and managers envision different priorities for these agents, reflecting their distinct stakes in organizational dynamics.
• Advantage over baselines: Unlike generic algorithmic management systems, Manager Clone Agents personalize authority and extend managerial presence, addressing relational and symbolic dimensions of leadership.
• Experiments / evaluation:
  • Six workshops with 23 participants (13 managers, 10 workers) from varied industries.
  • Activities included scenario brainstorming, design fiction writing, and role-play discussions.
  • Data included written narratives, group discussions, and thematic analysis.
• Limitations and future work:
  • Limited sample size and scope; findings are speculative rather than based on real-world deployments.
  • Excludes perspectives from HR professionals, policymakers, and AI developers.
  • Future work should explore workers-only sessions and participatory design for contestation and control mechanisms.

Summary

This study investigates the emerging role of Manager Clone Agents in workplaces, identifying their potential to enhance productivity and relational dynamics while raising concerns about trust, accountability, and cultural erosion. Through design fiction workshops, the paper surfaces opportunities for these agents to act as proxies, conveyors, productivity engines, and amplifiers of leadership, while highlighting risks across individual, interpersonal, and organizational levels. The findings emphasize the need for relationally aware design and governance to ensure that Manager Clone Agents enhance rather than replace the symbolic and interpersonal practices of managerial work. Speculative futures challenge traditional hierarchies, envisioning both worker resistance and transformative organizational possibilities.