In this episode of EM360Tech's Don't Panic! It's Just Data Podcast, Christina Stathopoulos speaks with Mindfuel CEO and co-founder Nadiem von Heydebrand about a problem he's seen play out across dozens of enterprises: teams point to usage numbers as proof of success, then can't explain what actually changed in the business.
Nadiem's argument comes down to a line he keeps repeating: no use case, no value. A dashboard, a model, an agent, none of it generates value on its own. Value sits in the business use case behind it, which is why he thinks so many teams get this wrong from the start. Good use case management, in his view, means understanding the real business problem before anyone touches a solution, defining what value would actually look like if the problem got solved, and tracking that value for the life of the use case, not just at launch. He also gets into why output and outcome aren't the same thing, and what has to change for a data team to stop being seen as a cost center and start being seen as the thing that drives the number up.
It's a practical conversation about honest value estimation, getting business and data teams into the same room earlier, and what it actually takes to prove a data or AI investment paid off.
