You Can’t Learn Difficult Conversations from a Slide Deck
By Michelle Collins, Chief Operating Officer, CodeBaby
Think about the last difficult conversation you had at work. Maybe you were giving a direct report some feedback they didn’t want to hear, or pitching a prospect who clearly wasn’t convinced, or trying to calm a customer who had every right to be frustrated. Now think about how you actually prepared for that moment. If you’re like most people, the honest answer is some combination of a training video, a handbook, maybe a workshop with one slightly awkward role-play thrown in for good measure. And then the real conversation happened, and that’s about where the preparation ran out.
We spend enormous amounts of time and money teaching people what to say in these moments. We spend almost nothing giving them the chance to actually practice saying it.
Knowledge Isn’t the Same as Confidence
There’s a reason athletes don’t prepare for game day by reading about their sport, and pilots don’t earn their wings by watching videos of other people flying. In fields where performance genuinely matters, we take it as a given that people need to practice, make mistakes, get feedback, and try again long before the stakes are real. But when it comes to some of the most consequential interpersonal skills in the workplace, the hard conversations with employees, customers, patients, vendors, and prospects, we hand people a slide deck and wish them luck.
That gap between knowing and doing has always nagged at me, because it’s not a knowledge problem. Most people walking into a tough conversation can tell you what they’re supposed to do. They’ve read the frameworks. What they haven’t had is a safe place to rehearse, which means the first time they’re navigating that conversation for real, it’s also the first time they’re navigating it at all.
A Safe Place to Get It Wrong
One of the most useful applications of conversational AI I’ve seen isn’t answering questions at all. It’s creating realistic practice environments where people can build confidence before a conversation actually counts.
Unlike the scripted role-play most of us have suffered through at some point in our careers, conversational AI responds to what you actually say. It asks follow-up questions, pushes back on your assumptions, and shifts tone when the conversation shifts. Because the exchange unfolds naturally rather than marching through a script, it behaves much more like a real person, and that gets you a lot closer to real-world experience than any training module can.
From Learning to Doing
Picture a sales professional running the same product pitch against five different buyers: one analytical, one fixated on price, one openly skeptical, one pressed for time, and one already loyal to a competitor. Instead of rehearsing a single polished presentation, that salesperson is learning to adapt in the moment, and adaptation is a skill, not something you memorize.
The same principle holds just about everywhere people have to talk to other people. A new manager can work through a performance review before ever sitting across from an actual employee. A customer service rep can practice de-escalating a frustrated caller, building the empathy and active listening that no script can fully capture. A care team can rehearse delivering a difficult diagnosis in a setting built for improvement rather than risk. In every case, the person gets to stumble, recover, and try again without anyone on the other end of the conversation paying the price for their learning curve.
What This Looks Like in Practice
Our collaboration with ADR International is one of the clearest examples I can point to. Together we built Sophie, an AI-powered procurement tutor on our Geppetto platform. Sophie doesn’t just answer procurement questions. She gives procurement professionals an always-available space to apply what they’ve learned to realistic sourcing, negotiation, and supplier management scenarios. Instead of recalling facts from a course, learners work through situations that mirror what they’ll actually face on the job.
That’s the bridge between knowing and doing, and in my experience, it’s where the real learning happens.
The Question I Always Get
Whenever I talk about this, someone asks whether conversational AI is going to replace instructors. It won’t, and honestly, that misses the point. The best learning experiences have always combined expert instruction with genuine opportunities to practice. What’s been missing is the practice half of that equation, because it’s expensive, hard to schedule, and awkward to recreate authentically. Conversational AI is what finally makes it available at scale: unlimited rehearsal, consistent experiences, immediate feedback, and the freedom to make mistakes without real consequences attached.
Every learner deserves that. Most have never gotten it.
Where This Leaves Us
Workplace conversations aren’t getting simpler. They’re getting more nuanced, more emotionally loaded, and higher stakes, and telling people what to say was never going to be enough. People need somewhere to practice how to think, how to respond, and how to adapt when the conversation doesn’t go the way the handbook promised it would.
What strikes me most about this work is that the technology isn’t really the story. The story is what happens to a person’s confidence when they’ve already had the hard conversation ten times before it ever counts. AI doesn’t replace the people doing this work. It helps them get better at working with people, and that, more than anything, is the point.
