Use Case Portfolio

COMPEL Stages

Detailed Explanation

A use case portfolio is a deliberately balanced collection of AI initiatives designed to achieve strategic outcomes while managing risk across a COMPEL cycle. Unlike a project list (independent initiatives), a portfolio evaluates use cases on their collective contribution to the target state. An effective portfolio balances three categories: foundation builders (modest direct ROI but critical infrastructure like feature stores or governance workflows), value demonstrators (visible, measurable wins that maintain executive confidence), and capability stretchers (initiatives that push the organization beyond its comfort zone). A portfolio composed entirely of one category will fail -- all foundation builders lose executive support, all demonstrators plateau, all stretchers create excessive risk. Portfolio design is a key Model stage activity.

Why It Matters

Understanding Use Case Portfolio is essential for organizations pursuing responsible AI transformation. In the context of enterprise AI governance, this concept directly impacts how organizations design, deploy, and oversee AI systems across all organizational dimensions. Without a clear grasp of Use Case Portfolio, organizations risk creating governance gaps that undermine trust, compliance, and long-term value realization. For AI leaders and practitioners, Use Case Portfolio provides the conceptual foundation needed to make informed decisions about AI strategy, risk management, and stakeholder engagement. As regulatory frameworks such as the EU AI Act and standards like ISO 42001 mature, proficiency in concepts like Use Case Portfolio becomes not merely advantageous but operationally necessary for any organization deploying AI at scale.

COMPEL-Specific Usage

This concept is central to the COMPEL operating cycle. It directly maps to one or more of the six transformation stages and is referenced across all four pillars (People, Process, Technology, Governance). Practitioners encounter this concept throughout the COMPEL Body of Knowledge, from foundational Level 1 certification through advanced Level 4 leadership modules. The concept of Use Case Portfolio is most directly applied during the Calibrate, Organize, Model, Produce, Evaluate, and Learn stages of the COMPEL operating cycle. Practitioners preparing for COMPEL certification will encounter Use Case Portfolio in coursework aligned with the People, Process, Technology, and Governance pillars, and should be prepared to demonstrate applied understanding during assessment activities.

Related Standards & Frameworks

ISO/IEC 42001:2023 (AI Management System)
NIST AI RMF 1.0
EU AI Act 2024/1689