Using Five LLMs to Suggest Factors Related to the Extent of Success in IS Usage

This exploratory paper pursues a new direction in IS usage research. It starts with preliminary research that uses ChatGPT-4o in a four-phase “refining” process to produce an initial version of a new theory of IS/IT acceptance and IS success. The main section of the paper uses LLMs (ChatGPT-4o, Claude Sonnet 3.7, Grok 3, Llama 3.1, and Perplexity) to produce organized lists of success factors for IS usage. Each of the five LLMs responded to the same four prompts that requested increasing degrees of specificity in those success factors. An additional prompt instructed each of the five LLMs to refine results from the other four LLMs down to a new list of 15 or more success factors for IS usage. The conclusion summarizes methodological contributions and knowledge contributions.

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Publication Details

Journal
Journal of the Association for Information Systems
Published
2025-08-15
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
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article

Using Five LLMs to Suggest Factors Related to the Extent of Success in IS Usage

Journal of the Association for Information Systems
Artificial Intelligence in Healthcare and Education
article

Using Five LLMs to Suggest Factors Related to the Extent of Success in IS Usage

article en

Abstract

This exploratory paper pursues a new direction in IS usage research. It starts with preliminary research that uses ChatGPT-4o in a four-phase “refining” process to produce an initial version of a new theory of IS/IT acceptance and IS success. The main section of the paper uses LLMs (ChatGPT-4o, Claude Sonnet 3.7, Grok 3, Llama 3.1, and Perplexity) to produce organized lists of success factors for IS usage. Each of the five LLMs responded to the same four prompts that requested increasing degrees of specificity in those success factors. An additional prompt instructed each of the five LLMs to refine results from the other four LLMs down to a new list of 15 or more success factors for IS usage. The conclusion summarizes methodological contributions and knowledge contributions.

Journal of the Association for Information Systems
University of San Francisco (US)
Openalex Percentile: Top 54%
Artificial Intelligence in Healthcare and Education
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Using Five LLMs to Suggest Factors Related to the Extent of Success in IS Usage · Journal of the Association for Information Systems (2025) | TGRS Research Map | TGRS