Part 1: Exposure Isn’t Education

We Aren’t All Starting From the Same Place

I've spent seventeen years in the software industry, but only the last five-ish of them in organized real estate. I started my career in logistics software, an industry that was incredibly archaic at the time. From there, I moved across industries consulting on growth strategy, operations, and change management, always using software to solve problems for everyday people. I found my passion in that and it remains there.

I think that history gives me a slightly different perspective on real estate. I didn't grow up professionally in this industry, so some of the things that may feel normal here still stand out to me.

In these last five years, I've attended a lot of real estate conferences and sat through a lot of conversations about technology. This week at CMLS, I found myself noticing the same thing again.

On stage, we're talking about MCP servers, replication, AI governance, and new data licensing models. We're also hearing a much bigger message: AI isn't coming. It's already here. It's already changing everything. If you haven't figured out what you're doing with it, you're already behind.

It’s all true. AI is moving incredibly fast, and organizations need to understand what it means for them. Sometimes fear creates urgency. Sometimes it creates paralysis. I suspect we're seeing some of both.

The problem isn't that we're talking about sophisticated technology or creating urgency around it. We should be. The problem is what happens when we create that urgency without giving people the foundation they need to do something useful with it.

We Aren't All Starting From the Same Place

The MLS community isn't made up exclusively of large organizations with development teams, innovation budgets, and people whose job includes figuring out what comes next. It also includes leaders running MLSs with a few thousand members and a small staff. It includes board members who are brokers running small businesses themselves. Their technical resources, budgets, and ability to spend time researching what comes next can look completely different.

Someone on stage says "MCP server." Someone in the audience writes down "MCP server." Maybe they've heard the term before. Maybe they understand exactly what it is. Maybe they're planning to Google it when they get home.

We need to get much more comfortable assuming that last possibility.

That doesn't mean the person isn't sophisticated, isn't paying attention or is resistant to technology. They simply have a different job.

Their job includes managing a board of volunteer leaders, supporting thousands of members, understanding changing rules and regulations, negotiating vendor contracts, protecting a budget, dealing with legal threats, and making sure the organization actually operates every day. Learning the architecture behind the latest technology is one item on a very long list.

Meanwhile, the people presenting these topics have often had the time, resources or professional responsibility to become deeply knowledgeable about them. We need those people pushing the conversation forward. We also can't confuse our own familiarity with a topic with the audience's understanding of it.

Sometimes I think we're better at demonstrating what's possible than explaining why it matters to the person sitting in the audience.

We Keep Skipping the Why

Why should an MLS care about MCP?

That's the conversation I want before we start talking about MCP servers as a requirement to keep up with the demands of our industry.

More technically sophisticated brokers are already building their own software and working with technology companies that need access to MLS data. AI is creating new ways for software to find, interpret and interact with information.

Now we have a reason to keep listening.

AI itself is an enormous catch-all term for a lot of different technology. I work in AI every day, and I'm still learning constantly. There is too much changing too quickly for anyone to understand all of it.

Why would we assume that an MLS executive who also has to understand rules, compliance, lawsuits, data licensing, vendor contracts, member needs, board politics and the actual operation of an MLS should inherently understand every new piece of technology we put on a conference slide?

They shouldn't have to. That's what education is for.

Exposure isn't education.

Education starts with context. What is this? Why does it matter? What problem does it solve? Who actually needs it? What happens if I do nothing? What should I understand before making a decision? What is the first reasonable step for an organization like mine?

If we don't answer those questions, we're creating awareness. We're not necessarily creating understanding or action.

We can keep telling MLS leaders that technology is moving faster than they are. That may even be true. The harder question is whether we're giving them what they need to do something about it.