Enterprise Framework for Agentic AI Organization

This white paper introduces an enterprise AI framework for deploying agentic AI at scale, addressing challenges in AI governance, regulatory compliance, and MLOps observability. The framework defines 25 specialized operational roles across executive leadership, Strategic Portfolio Management (SPM), and technical domains, ensuring robust data quality, ethical oversight, and human-in-the-loop (HITL) controls. By aligning AI initiatives with measurable business value and supporting organizational transformation, the model enables enterprises to achieve resilient, compliant, and value-driven AI operations. Real-world case studies illustrate improvements in efficiency, compliance, and strategic alignment, making this framework a blueprint for unified, autonomous, and ethical AI-driven enterprises.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-09
DOI
https://doi.org/10.5281/zenodo.22670596
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Enterprise Framework for Agentic AI Organization

Maqsood Ahmed Shaikh
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Enterprise Framework for Agentic AI Organization

Maqsood Ahmed Shaikh
article en

Abstract

This white paper introduces an enterprise AI framework for deploying agentic AI at scale, addressing challenges in AI governance, regulatory compliance, and MLOps observability. The framework defines 25 specialized operational roles across executive leadership, Strategic Portfolio Management (SPM), and technical domains, ensuring robust data quality, ethical oversight, and human-in-the-loop (HITL) controls. By aligning AI initiatives with measurable business value and supporting organizational transformation, the model enables enterprises to achieve resilient, compliant, and value-driven AI operations. Real-world case studies illustrate improvements in efficiency, compliance, and strategic alignment, making this framework a blueprint for unified, autonomous, and ethical AI-driven enterprises.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 6%
Ethics and Social Impacts of AI
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