The List Is the Problem
Every leadership team I talk to has a list. Fifty AI ideas — maybe more. Automate this, personalize that, build a chatbot, summarize the reports, score the leads. The list grows in every meeting. The results don't. That's not a technology problem. That's a prioritization problem — and it starts at the top.
The dirty secret of enterprise AI adoption is that most use cases are interesting but inert. They look good in a board deck. They do not move revenue, reduce churn, or compress the cost structure in any meaningful way. The companies pulling ahead aren't the ones with the longest list. They're the ones with the shortest.
How to Find Your Three
Here's the filter I use. For every AI idea on your list, ask three questions: Does it directly touch revenue, margin, or customer retention? Can you measure the outcome within 90 days? And if it works, does it create a capability your competitors can't easily replicate? If the answer to any of those is no, the idea goes on a parking lot — not the roadmap. Most of your list will land there. That's not failure. That's discipline.
"The CEO who kills forty-seven AI ideas isn't being conservative. They're being strategic."
What survives that filter almost always falls into one of three categories: revenue acceleration (AI that helps your team close faster or sell smarter), cost compression with quality intact (AI that removes friction without degrading the customer experience), and retention intelligence (AI that tells you which customers are about to leave before they do). Everything else is noise until these three are performing.
Why Focus Is the Real Competitive Advantage
Spreading AI investment across fifty experiments doesn't build momentum — it fragments it. Your data team is stretched. Your change management is shallow. Your results are inconclusive. And eighteen months from now, you're presenting another strategy deck explaining why the transformation is still in progress.
The real question isn't which AI tools to buy. It's which two or three outcomes, if achieved, would fundamentally change your business trajectory. Start there. Fund those deeply. Measure them ruthlessly. When they're working — and only then — expand the list. Most companies get this backwards. The ones who don't are the ones you'll be competing against in three years.