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PREreview of No AI Without PI! Object-Centric Process Mining as the Enabler for Generative, Predictive, and Prescriptive Artificial Intelligence

Published
DOI
10.5281/zenodo.17925055
License
CC BY 4.0

Summary

Organizations need to base their AI implementation of generative predictive and prescriptive systems on Process Intelligence (PI) which Object-Centric Process Mining (OCPM) enables. The text shows why process data differs from unstructured data and how AI requires process understanding to achieve operational advantages.

Contribution

The research shows that OCPM serves as the core connection which enables business operations to interface with artificial intelligence systems. The research combines previous findings to create one unified framework which avoids adding any new computational methods.

Relevance

The current subject matter holds immediate value because it solves a widespread problem which exists between artificial intelligence system functionality and their ability to create meaningful business effects in corporate settings.

Approach

The research design follows a conceptual and perspective-driven method which suits the paper's objectives. The arguments use logical structures which base their reasoning on established process mining principles.

Strengths

The presentation follows an organized structure which enables the audience to understand the information that is presented.

The solution matches all existing workplace problems which organizations currently face.

The system reaches its highest performance through the integration of process mining with artificial intelligence (AI).

Limitations

Students would understand how to use their acquired knowledge through the addition of particular examples which demonstrate real-world applications. The research lacks empirical evidence because it follows a conceptual framework which the authors presented in their paper.

Overall assessment

The research provides outstanding guidance to researchers and practitioners who need to implement AI effectively in process-based systems.

Competing interests

The author declares that they have no competing interests.

Use of Artificial Intelligence (AI)

The author declares that they did not use generative AI to come up with new ideas for their review.

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