Use Case

In AI transformation, a use case is a specific application of AI to a defined business problem with measurable outcomes, identifiable stakeholders, and quantifiable resource requirements. Examples include demand forecasting for inventory optimization, customer churn prediction for retention...

Detailed Explanation

In AI transformation, a use case is a specific application of AI to a defined business problem with measurable outcomes, identifiable stakeholders, and quantifiable resource requirements. Examples include demand forecasting for inventory optimization, customer churn prediction for retention campaigns, or document processing automation for invoice handling. Use cases are the unit of AI value delivery -- they are identified, prioritized, built, deployed, and measured. The COMPEL framework treats use cases as a portfolio rather than a project list, deliberately balancing foundation builders (capability infrastructure), value demonstrators (visible business impact), and capability stretchers (pushing organizational boundaries). Use case prioritization considers strategic alignment, feasibility, data readiness, organizational readiness, value measurability, and risk proportionality.

Why It Matters

Understanding Use Case 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, organizations risk creating governance gaps that undermine trust, compliance, and long-term value realization. For AI leaders and practitioners, Use Case 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 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 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 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