Use Case Intake

Organizational

Use case intake is the structured process of collecting, documenting, evaluating, and prioritizing proposed AI use cases from across the organization through a standardized submission and review workflow. The intake process typically captures the business problem, expected value, data...

Detailed Explanation

Use case intake is the structured process of collecting, documenting, evaluating, and prioritizing proposed AI use cases from across the organization through a standardized submission and review workflow. The intake process typically captures the business problem, expected value, data requirements, technical feasibility, risk profile, and resource needs for each proposal, enabling the AI Demand Review Board to make informed prioritization decisions. For organizations, a well-designed intake process prevents both the chaos of uncoordinated AI experimentation and the bottleneck of ad hoc request handling. In COMPEL, use case intake is part of the demand management function within the AI operating model, covered in Module 4.4, Article 6.

Why It Matters

Understanding Use Case Intake 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 particularly within the People pillar. Without a clear grasp of Use Case Intake, organizations risk creating governance gaps that undermine trust, compliance, and long-term value realization. For AI leaders and practitioners, Use Case Intake 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 Intake becomes not merely advantageous but operationally necessary for any organization deploying AI at scale.

COMPEL-Specific Usage

Organizational concepts are central to the People pillar of COMPEL. They are most relevant during the Calibrate stage (assessing organizational readiness and absorption capacity) and the Organize stage (designing the AI operating model, Center of Excellence, and role structures). COMPEL recognizes that technology adoption without organizational readiness leads to superficial implementation. The concept of Use Case Intake is most directly applied during the Calibrate and Organize stages of the COMPEL operating cycle. Practitioners preparing for COMPEL certification will encounter Use Case Intake in coursework aligned with the People pillar, and should be prepared to demonstrate applied understanding during assessment activities.

Related Standards & Frameworks

  • ISO/IEC 42001:2023 Clause 7 (Support)
  • NIST AI RMF GOVERN 1.1-1.7
  • EU AI Act Article 4 (AI Literacy)