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LLM-Powered NPCs

Evaluating the Impact of Large Language Models on NPC Design

  • 2026
  • OriginalPaper
  • Chapter
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Abstract

This chapter delves into the transformative potential of large language models (LLMs) in enhancing non-player character (NPC) interactions within video games, using the Mantella mod for Skyrim as a case study. The research explores how LLM-powered NPCs impact immersion, believability, and player experience compared to traditional scripted NPCs. Through a case study involving interviews and observations, the study captures the nuances of player interactions with LLM-powered NPCs, highlighting both the advantages and challenges. Key findings include the increased naturalness of conversations, the emergence of unique NPC personalities, and the enhanced sense of agency and replayability. However, the study also identifies technical and design constraints, such as response delays, coherence issues, and the need for clear guardrails to maintain narrative consistency. The chapter concludes that while LLM-powered NPCs offer significant improvements in NPC design, addressing these challenges will require both technical advancements in LLMs and innovative game design solutions.

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Title
LLM-Powered NPCs
Authors
Rufus Trukhin
Jens F. Isaksson
Mirjam Palosaari Eladhari
Copyright Year
2026
DOI
https://doi.org/10.1007/978-3-032-12405-0_10
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