Do you want to know the one thing nobody talks about when they talk about AI making everyone better at their jobs? It doesn't. AI doesn’t make you better.  It makes the output look better. That's not the same thing.

I've been thinking about this since I wrote my column for MediaPost this past week, and I keep coming back to the same uncomfortable place. We spend a lot of time debating whether AI will replace people. I think we might be asking the wrong question. The right question to ask is: what happens when AI removes every excuse a mediocre person ever had?  Said a different way, will QI expose mediocrity in the people who’ve been hiding in plain sight?

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Before all of this, people could hide, especially in large organizations. They couldn’t hide forever, but they could hide long enough to get paid and make a good living. This was especially true for executives who worked their way into leadership positions and then started to coast, hiring people to do their work for them. They could staff around their weaknesses, delegate the hard stuff, and let the team carry them through moments that might have revealed their limitations. They stopped learning and got fat and happy in their positions.  Corporate organizations were practically designed to absorb that kind of person. Layers of process, layers of people, layers of approval, all of it creating enough cover that the person who stopped growing and learning could survive indefinitely by managing the machinery around them.  I worked with some of those people.  It was frustrating.

Teams are getting leaner. AI is doing the work that once required layers of human execution, so organizations no longer need those layers. When you strip away the bureaucracy, you strip away the fat, and you start to see what those leaders can no longer do. What's left is clarity that the role passed them by, and smarter people who know the role and how to use the tools will shine. The differentiator is no longer who manages the biggest team or who has the most direct reports. It's who has genuine judgment about what the work should actually be and can understand how to use the tools to get there.

If you were hiding before, you are about to become very visible.

AI is going to signal an era of true accountability. AI will produce whatever you ask it to produce, and then it will wait. Quietly. For you to decide if it's good.  If you lack the experience overlay to direct the AI to do what needs to be done, then your output will be bland, and you will be exposed.

AI is the ultimate example of “garbage in, garbage out”.  It can do a lot, but if 10 people use it with slightly different prompts, it will eventually converge on the same output.  If you take one extremely intelligent, thoughtful, and experienced person to drive the inputs, the output will be different, and their continued involvement with the tool will make the output better.  If that person managed a team of superstars, the work looks like superstar output.  In this case, if you manage a team of mediocre employees, the work will be mediocre.  It's that simple.

Another way to think about it.  If you don’t have the insight to review and edit the output, you will think it's good enough.  You will accept it and move on. You've just created something that looks like marketing and functions like noise.

This is what I mean when I say AI is an accountability tool. Not in some abstract sense. Literally. The way you used to be accountable to your team, pushing back on the brief that wasn't tight enough, or the deck that buried the idea, or the plan that was technically defensible but strategically lazy, you now have to hold yourself to that same standard. Alone. With a cursor blinking at you.

And then there's the room: who you are engaging with, pitching to, and presenting to.

This is the part that doesn't show up in any AI output, no matter how good the prompt. Don Draper didn't win clients because he had the best research or the most efficient process. He walked into a room with an idea that was unmistakably his, delivered it with conviction, and made people feel something. The idea had a point of view. It had an author.

AI can generate a hundred ideas. It cannot own one.

The ability to stand in front of people- a client, a board, a team- and carry an idea through the room on the strength of your thinking and your presence is not something you learn from a tool. It's something you develop over years of doing it badly, then adequately, then well. It requires being in the room when the idea failed and understanding exactly why. It requires the accumulated instinct of knowing when to push and when to pull back, when the room is with you and when you've lost them.

That is the craft. The craft is not transferable to a model.

So what happens to the people who never developed it? They'll produce plenty. The output will be polished. Eventually, someone will ask them to be in the room, to own the idea, to defend it without a script, and the mirror will show exactly what's there.

The tools may level the output itself, but experience layered over it can create something of true value.  Without that experience, the output is just too bland.   Don't think you can rely on the tools to make you a success.  You will need to put in the work and make the mistakes.  Then you will know how to use the tools.