On a recent Coffee with Digital Trailblazers, Isaac Sacolick asked the panel about AI infrastructure debt: the gap between what companies expect from AI and what their data foundations can actually support. Near the end, he turned to me with the hardest question of the morning: you've got one minute to convince the board to fund the modernization. What do you say?
I didn't talk about technology. I talked about buildings. You've may recall the news story of a partial building collapse in New York City. The lesson is an old one in engineering. You can't add ten more stories on top of an existing building unless the supporting infrastructure underneath will carry the weight. I spent sixteen years in the construction industry, so this one really hits home with me. Now, put ten 'AI stories' on top of a 'data' foundation that can't support them, and the technology building crumbles.Boards understand buildings. They don't understand vector databases, and they shouldn't have to. The most important thing is to know your industry and know where the board's head is at, then put the argument into the parlance they already speak. They'll get it.
Liam Yu from Hitachi Vantara, our special guest, made the companion point from the vendor side of the table. "Modernization is a business acceleration strategy," he said. "It should not be positioned as a technology refresh. Avoid that. In fact, put that in red."He's right, and it's the same lesson. Nobody ever funded a technology refresh with enthusiasm. Boards fund acceleration: speed to market, better margins, faster decisions. If your pitch sounds like an IT shopping list, you've already lost the room.
Liam cited a real-life example. He described a large UK retailer that cut its data preparation time from 24 hours to less than two hours, not by buying fancier AI models, but by restructuring the data foundation underneath them. Fix the foundation first, and everything on top of it gets cheaper and faster. The building holds.
It occurred to me listening to all this that the discipline hasn't changed in thirty years. The capacity conversation I was having a decade ago about racks and storage is the same conversation today about GPUs and power bills. What changed is only the vocabulary, and vocabulary is exactly what the board doesn't need from you.
Your job as a technology leader is translation. Speak in the language they understand, show them the weight the foundation has to carry, and sell them on the business acceleration, not the equipment.
Captain Joe
Follow me on X @JPuglisiLLC






