The New Best Practices of Sales Coaching in the Age of AI

As artificial intelligence transforms sales analytics, sales leaders must learn new coaching strategies to help their teams interpret AI insights, challenge assumptions, and turn data into action.

If you haven’t heard the news yet, AI has changed everything.

Historians may eventually look back on this moment as one of the great pivot points in human productivity.

From a business perspective, I see it as a major pivot point in business acumen.

For decades, leaders have been trying to get their sales teams to become more data-driven—using customer insights, prescription trends, territory analytics, and performance dashboards to make smarter decisions.

Now something new has entered the equation.

AI.

In a world driven by data, data analytics, and now artificial intelligence layered on top of it, entirely new challenges are emerging for sales leaders and the way they coach their teams.

Whether companies have formal policies about AI or not, their sales teams are already using it.

Last week, I was immersed in a fascinating project focused on building sales leaders' business acumen in the pharmaceutical industry.

A major part of the program focuses on how sales leaders coach their teams using sales data, helping them interpret prescribing patterns, identify opportunities, and take the best actions to grow new prescriptions and revenue.

Many readers of this blog tell me their favorite posts are the ones that feel very real, very practical, and that “hit home.”

I think this one will do exactly that.

Before getting into a very interesting story, let me start with a few questions that leaders ask me all the time:

• “I need my team to make better business decisions—what can I do?”
• “I manage a team with very different personalities—how do I get everyone working together effectively?”
• “How do you rebuild a strong culture after a difficult situation on a team?”

These are not theoretical leadership questions. They are real-world challenges that leaders face every day. And interestingly, they all came together during a recent conversation I had with a sales leader while conducting subject matter expert interviews for a new business acumen simulation we are building.

There was an old saying in Sales: The moment you win a new customer is the moment you start losing that customer.

The job of the account team was simple, deliver great products and services, deepen trust, and retain the relationship for 5–10 years… at least until your champion got promoted.

That world is gone.

In today’s volatile business environment, turnover is constant. Restructuring. Layoffs. M&A. PE ownership. “Strategic realignment.”

In many industries, 70–90% of your direct customer contacts may change within 2–3 years.

As part of a Commercial Leadership program I’m building for a pharmaceutical client, a sales manager told me:

“You spend years building trust, winning the business, growing the account. Then one day, you find out your customer was escorted out of the building. And now every competitor is flooding the zone, discounting, and trying to reset the narrative with their ‘latest and greatest’ product.”

That’s not bad luck. That’s the new normal.

So the question isn’t if your direct customer will leave.

The question is:

Are you proactively preparing for it?

Here are five ways to do exactly that.

Some of my best blogs come directly from interviews with subject-matter experts while we are designing business acumen simulations.

Recently, I interviewed a senior line manager at a high-tech company. He shared a story that was equally hilarious and horrifying.

They were launching a major AI-enabled services initiative to support their core hardware platform. Big opportunity. Big revenue potential. Big margin expansion if executed well.

The marketing team was already a little chaotic. Eight people. Project managers. Event planners. Administrators. Everyone busy. No one is quite sure who owned what.

And then…

Corporate procurement stepped in.

“We were told we had to route every vendor, every venue contract, every service agreement through corporate procurement,” he said. “It turned managed chaos into mismanaged chaos.”

Procurement didn’t understand the product. They didn’t understand the launch strategy. They didn’t understand the revenue objectives. They didn’t understand the margin profile of the new services.

But they absolutely understood how to slow things down.

The tipping point?

Today’s blog takes me back to one of my favorite sources of insight: real executives wrestling with very real leadership dilemmas, the kind that eventually become powerful leadership simulations.

This person was crushing his numbers. He was innovative, decisive, and charismatic.

He forged loyal followership. He moved fast. He broke things. He got results.

He was, in the executive’s words, a “bull in a China shop who went to President’s Club every year for great performance.”

And here was the problem:

“In every role he’s had, he’s essentially planned for and executed a coup. But he never sees himself as leading the coup. He always feels like he’s just adjacent to it. Like the organization is dysfunctional and he’s simply stepping in to fix it.”

That phrase stuck with me.

Coup-adjacent leadership.

Not openly rebellious. Not formally insubordinate. But constantly destabilizing the system in the name of results.

The executive’s question to me was simple and profound:

“How do we develop leaders who can recognize this pattern, and neutralize it, without killing innovation?”

That’s a serious leadership challenge.

Here are five lessons in business acumen and leadership created from understanding the dynamics of the “coup-adjacent” environment.