EXECUTIVE PERSPECTIVE · AI & DIGITAL
The AI Business Case Comes Before the AI Use Case
Start with the decision, not the model.
Most AI portfolios fail the same way: a collection of interesting pilots, no shared definition of value, and no path from experiment to funded operating system. The missing discipline is not technical. It is the business case.
A use case without a business case is a science project. A business case without a use case is a strategy slide. The work is to connect them in that order.
Why the order matters
When teams start with models, they optimize for technical feasibility and novelty. When they start with the business decision—what outcome must improve, by how much, by when—they optimize for value, adoption, and funding. The second path is the only one that survives budget cycles.
What a real AI business case contains
• The priority it serves (growth, margin, risk, experience, or cost).
• The measurable outcome and the baseline it must beat.
• Unit economics: cost to build, cost to run, expected return, payback.
• Data and operating requirements that make the model usable.
• Adoption path: who must change behavior, and what enables that change.
• Governance and risk controls proportional to the decision’s stakes.
Common failure modes
• Pilot proliferation without prioritization.
• Success defined as model accuracy rather than business impact.
• No owner for post-pilot commercialization.
• Underestimated cost of data, integration, and change.
• Governance treated as a later compliance task rather than a design constraint.
A practical test
Before approving the next AI initiative, ask: If this model works exactly as designed, what business metric moves, who is accountable for that movement, and what stops this from becoming another unused pilot? If those answers are vague, the business case is not ready—regardless of how promising the use case appears.
Closing
AI creates durable value only when it is funded, governed, and measured like any other enterprise investment. Start with the business case. Let the use case follow.