What’s a framework for identifying high-impact AI use cases?
90% of executives identify lack of clarity on ROI-driving use cases as their top challenge
Frameworks for identifying high-impact AI use cases
Here are 3 frameworks to consider:
- Strategic initiative alignment framework
Align AI use cases to existing strategic initiatives rather than creating standalone AI projects.
Strategic initiatives typically already have:
- Clear goals and KPIs
- Dedicated owners and resources
- Executive visibility and budget
- Timeline commitments
This dramatically increases adoption likelihood because you’re enhancing existing priorities rather than competing for attention.
- The 90-day MVP (minimal viable product) + strategic build approach
A dual track method may be most advantageous:
- 90-day sprint: Pick a focused use case with clean data to prove AI can work and demonstrate quick value.
- Strategic build: Simultaneously develop the 6–9 month data foundation needed for long-term AI success.
This balances the need for quick wins with sustainable infrastructure.
Three-pillar prioritization method
Successful companies use three approaches to identify high-impact use cases:
- Cost reduction focus: Target manual, repetitive tasks where time savings can be quantified and reinvested.
- Revenue enhancement: Focus on customer-facing improvements that drive purchase frequency, basket size, or category expansion.
- Leverage trailblazers: Identify your internal AI champions who’ve already created successful use cases and scale their innovations.
- Business outcome measurement framework
When we participated in a session with Tractor Supply, an enterprise company, they showed how to tie AI directly to business metrics:
- Customer engagement: Are customers shopping more frequently?
- Revenue growth: Are they buying more items or exploring new categories?
- Experience enhancement: Does AI help customers live their lifestyle more conveniently?
The key insight is that high-impact use cases aren’t just about AI capabilities; rather, they’re about organizational readiness, strategic alignment, and measurable business outcomes. Start where you have executive support, clean data, and clear success metrics.