The MLS Was Built to Protect Your Data. AI Is Its Hardest Test Yet.
For 50 years, the cooperative kept listing data inside a black box. The internet opened the door. AI walked through it. Here is the roadmap back to control.
Your Listing Data Is Copyrighted. Start Acting Like It.
Nobody disputes that the raw facts of a transaction are not copyrightable. A house exists at an address. It sold for a price on a date. Those are facts, and facts belong to everyone. But an MLS listing is not a pile of facts. It is a curated work. An agent writes a property description that frames the home, chooses which features to emphasize, and crafts language designed to attract buyers. A photographer composes shots, selects angles, edits for light. The MLS compiles all of this into an organized database with fields, taxonomies, and search structures that took decades to build. That is editorial labor, the same kind of labor the court protected in Westlaw's headnotes.
eXp’s “MCP First, AI of Choice”
Here's the idea in one sentence: instead of building another AI assistant that agents try once and forget, eXp is opening standardized connections between its platform and the AI assistants agents already use.
How REMAX Victory Broker Created His Own AI Operating System
Tyler Morton runs REMAX Victory + Affiliates, just under 200 agents across Ohio, Kentucky, and Indiana. When we talked at the RISMedia CEO & Leadership Exchange, he described an AI strategy I have not heard from any other broker in America. He did not buy an AI platform. He built one.
The Indexing Problem: Why Only the Listing Broker Should Decide What Gets Indexed
The question brokers keep asking me. In my work advising MLSs and brokerages on data strategy, the question I hear more than any other right now is some version of: how do I keep my listings out of AI? I have written about the liability brokers carry when their agents use unsanctioned AI tools. Here is the same liability running in the other direction. Your listing data is already inside everyone else's AI, and you still carry the liability for it.
Let the Dots Do the Follow-Ups: What Transaction Management Providers Should Build Next
OpenAI's DevDay announcement this week was easy to get excited about. ChatGPT Space: shared workspaces where people, files, and AI agents work in the same place, with living documents everyone can edit and always-on agents that keep working in the background. It is a compelling vision.
AI, Copyright, and Real Estate: What NYT v. OpenAI Means for Listing Data
The real estate industry is watching the legal battles over Artificial Intelligence closely. At the center of this conversation is The New York Times Co. v. Microsoft Corp. & OpenAI, a federal copyright lawsuit pending in the U.S. District Court for the Southern District of New York.
Stellar MLS Launches Clean Home Search Built Around the Agent Who Knows the Home Best
Stellar MLS launched Stellar MLS Home Search today at StellarMLS.com, powered by the Broker Public Portal's Cribio technology. With more than 75,000 customers across 20 associations in Florida and Puerto Rico, Stellar is one of the largest MLSs in the country, and its decision reflects a broader shift. MLSs across the country are independently reaching the same conclusion about how best to serve their customers.
AI Has Created the Biggest Broker-Supervision Risk in Real Estate History
Real estate brokers have never carried this much responsibility for technology they did not select, approve, or even know their agents were using.
Beyond Dues and Fees: The MLS Case for Non-Dues Revenue Done Right
Association Dues and MLS subscriptions will never fund the MLS you need to operate. MLSs and boards that keep treating non-dues revenue as a side hustle are leaving money on the table. The associations and MLSs winning this decade aren't the ones chasing the next shiny vendor deal. They're the ones building disciplined, recurring non-dues revenue programs that make membership more valuable without stepping on the one thing that keeps brokers writing checks to the MLS: their own product differentiation.
The Listing Is the Song. The Agent Is the DJ
Inventory stopped being a competitive advantage the day the internet showed up, and the industry is still pretending otherwise. MLS compliance guarantees every participating agent the same data feed. AI is about to guarantee every agent the same property description, the same market report, the same “Just Listed” graphic. The only asset left that a competitor cannot copy, scrape, or automate is an audience that already trusts you. Brokerages and MLSs that keep training agents to market listings instead of building audiences are optimizing for a commodity that is depreciating in real time.
One Brand, One Culture, One Operating System: Congratulations to TTR Sotheby’s and ONE Sotheby’s
The acquisition of TTR Sotheby's International Realty and ONE Sotheby's International Realty by Sotheby’s International Realty is the clearest example yet of the most important trend in brokerage M&A today: brand-on-brand rollups. Two strong affiliates flying the same flag, sharing the same culture and the same operating system, choosing to grow together under the corporate umbrella. That is the model, and this deal is the proof.