Personal Information Management and User BehaviorSpreadsheets and End-User ComputingAI in Service Interactions

Shoma Hino, Takuya Nakata, Sinan Chen, S. Saiki, Masahide Nakamura

2026.6.5International Journal of Software Innovation

DOI: 10.4018/ijsi.411903

Abstract

Recent advancements in generative artificial intelligence have enabled its use for problem-solving across various fields. However, its effectiveness heavily depends on users' prompting ability, often limiting its potential. Additionally, valuable dialogue logs are frequently left unused. This study proposes a service that scores dialogue logs with generative artificial intelligence, accumulating and sharing them as contextualized problem-solving cases. The service was deployed within an organization for evaluation. Results revealed that the proposed service contributes to operational efficiency and promotes knowledge sharing. In a one-year experiment, 24 members accumulated 90 cases, and survey results indicated high satisfaction with the problem-solving support provided.

Citation format

HINO, Shoma, et al. Fostering organizational collective intelligence from human-generative AI interaction. International Journal of Software Innovation, 2026, 14(1): 1–26.