COMPEL Glossary / ai-demand-review-board
AI Demand Review Board
An AI Demand Review Board is a governance body responsible for evaluating, prioritizing, and approving incoming AI project requests from across the organization, ensuring each initiative aligns with the enterprise AI strategy and that limited technical resources are allocated to the highest-value opportunities.
What this means in practice
The board typically includes representatives from IT, business units, governance, and the AI Capability Center. Without a demand review process, organizations often suffer from initiative fragmentation where dozens of small AI projects compete for the same data scientists and infrastructure without delivering strategic impact. In COMPEL, the AI Demand Review Board is part of the operating model design covered in Module 4.4, Article 6, and is operationalized during the Organize stage as part of governance structure establishment.
Why it matters
Without a structured demand review process, organizations suffer from initiative fragmentation where dozens of small AI projects compete for the same resources without delivering strategic impact. The Demand Review Board ensures that limited technical resources are allocated to the highest-value opportunities aligned with enterprise AI strategy. This governance mechanism prevents the common pattern of spreading resources too thinly across too many projects to achieve meaningful results anywhere.
How COMPEL uses it
The AI Demand Review Board is part of the operating model designed during the Organize stage as a governance structure for managing AI project intake. During Model, the board's charter, evaluation criteria, and decision authority are formalized. The Process pillar (D5-D9) assesses demand management maturity, and the Evaluate stage monitors whether the board is effectively prioritizing initiatives that advance the transformation roadmap established during earlier COMPEL stages.
Related Terms
Other glossary terms mentioned in this entry's definition and context.