Venter, AntheaDe Vries, Marne2026-03-052026-03-052026Anthea Venter & Marné de Vries (29 Dec 2025): A Functional Classification and Feature Repository for Participative Enterprise Modelling Tools: An AI-Complemented Multivocal Literature Review, International Journal of Human–Computer Interaction, DOI: 10.1080/10447318.2025.2595544.1044-7318 (print)1532-7590 (online)10.1080/10447318.2025.2595544http://hdl.handle.net/2263/108773DATA AVAILABILITY STATEMENT : Additional data supporting this study’s findings are available from the corresponding author, A. Venter, upon reasonable request.Selecting appropriate modeling tools for participative enterprise modeling (PEM) remains challenging in an era defined by digital collaboration and remote work, partly due to the absence of a comprehensive overview of tool features. To address this gap, we conducted a multivocal literature review (MLR) to develop a repository of PEM tool features. Thirteen primary publications were analyzed, sourced from four academic databases, complemented by searches in SciSpace, Elicit, and through forward and backward snowballing. Some tools identified in academic literature are no longer freely available, and many popular collaborative whiteboard tools were not extracted from our primary publications. To address this, features from grey literature were reviewed and used to enhance our repository. As a secondary contribution, we explore the potential of artificial intelligence (AI) to support the process. Future work should prioritize ongoing updates to the repository and the use of automated methods for literature screening and feature extraction.en© 2025 University of Pretoria. Published with license by Taylor & Francis Group, LLC. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/).Collaborative modelingTool selectionMultivocal literature reviewParticipative enterprise modelingArticle