The evolution from Windows-only MLS systems to mobile apps and now AI-powered conversations reveals a consistent lesson: the MLS succeeds when it meets members where they work. This strategic perspective examines why MCP, conversational AI, and governance platforms like NexusRE represent the next chapter in that evolution.
Don’t miss: Inside AI Episode 4: Drew Fabrikant, CEO and Founder of Scout, explains what real estate should be preparing for next About 18 months ago, Drew Fabrikant told me something I thought was completely insane. He predicted that his bot would eventually talk to my bot. They would have conversations, exchange information and then report back to us about what they had discussed. I told him it was never going to happen. I was wrong. Fabrikant is the founder and CEO of Scout, an AI-powered platform that helps real estate professionals find the right people, identify signals that they [...]
Inside Real Estate's Streams Studio positions the company as an AI infrastructure provider, delivering MCP-native workflows across brokerage technology stacks without requiring BoldTrail.
Inman's recognition of Project NexusRE underscores the growing importance of MLS infrastructure. Led by NorthstarMLS with WAV Group and REcore, the platform is helping reshape real estate technology.
The biggest AI mistake real estate companies are making has nothing to do with choosing the wrong technology. It happens earlier, when leaders decide they need AI before deciding what they actually need AI to do. That mistake becomes far more amplified with agentic AI: technology that can take actions on a user’s behalf. Give a person the wrong permission, and the damage may be limited by how quickly that person can act. Give an AI system the same permission, and it can move at lightning speed, touch thousands of records and multiply the risk before anyone realizes what happened. [...]
Learn how OneKey MLS and Broker Public Portal are redefining MLS consumer websites through Cribio's shared technology platform—combining AI-ready infrastructure, local branding, and continuous innovation into one scalable solution.
Artificial intelligence has opened a new distribution channel for MLS listing data—but the rules governing that data never anticipated ChatGPT, Gemini, or Perplexity. This article examines how AI integrations are challenging the cooperative framework that has protected broker-owned listings for decades and outlines immediate actions MLSs should take to regain control.
Artificial intelligence is transforming nearly every corner of real estate. But what happens when AI is used to rethink one of the industry's most familiar experiences: searching for a home? That's the focus of Episode 2 of Inside AI hosted by me, The REAL AI Guy, a new interview series that gives real estate professionals an insider's look at the people shaping AI across the industry. Through candid conversations with technology leaders, innovators and executives, this new one-on-one interview series cuts through the hype to explore what's working today, what's changing tomorrow and what agents, brokers, MLSs and associations need [...]
Brokerage acquisitions are about far more than valuation multiples. Buyers evaluate profitability, leadership, business model compatibility, and long-term sustainability. Here's what sellers need to know before entering the market.
Consumers are increasingly turning to AI platforms like ChatGPT, Gemini, Claude, and Perplexity for recommendations—including real estate agents. This article explores why many agents remain invisible to AI, how digital trust signals influence recommendations, and what professionals can do now to improve their AI visibility and future client opportunities.
Many brokerage owners are relying on AI-generated valuations, recycled market data, and outdated multiples when planning a sale or merger. This article explains why real brokerage valuations depend on buyer behavior, deal structure, financial performance, and current market conditions—not generic AI answers.
Project NexusRE is a new industry-led initiative designed to help MLSs navigate AI governance, data protection, and innovation. Learn how NorthstarMLS, REcore, and WAV Group are working together to create trusted infrastructure that empowers the real estate industry to shape its own AI future.
