SaaS Forms Systems may have seen their day
By Matt Fowler, CEO, Doorify MLS
For twenty years, real estate technology has worked like a restaurant with a fixed menu. Your MLS handed you a platform — Paragon, Matrix, Flexmls — and you learned to live with it. You adapted your workflow to the software, not the other way around. You clicked through the same forms, ran the same searches, and exported the same reports as every other agent in your market. The technology was uniform by design. That era is ending.
We are entering a period where the interfaces you use every day — the screens, the search forms, the dashboards — are about to become disposable. Not worthless. Disposable, the way a paper cup is disposable: useful for the moment, easily replaced by something better suited to the next moment. What endures is what’s underneath — the data, the APIs, the machine-readable connections that let systems talk to each other. The plumbing, not the faucet.
What changed? Artificial intelligence has made it possible for non-developers to build working software by simply describing what they want in plain English. The industry is calling this “vibe coding.” You don’t write traditional code. You tell an AI what you need — “show me a dashboard of my active listings with days on market and price-per-square-foot sorted by neighborhood” — and it builds it. Right now. In minutes. Tailored exactly to how you work. Not how a product manager in a corporate office imagined you might work three years ago when they specced out the next platform release.
This is not theoretical. It is happening today. Tools like Claude, Cursor, and Replit are enabling people with no formal engineering training — people like me — to create functioning applications by having a conversation with an AI. The barrier between “I wish the software did this” and “I built something that does this” has collapsed almost overnight.
And vibe coding is only one piece of the picture. A wave of AI-powered products purpose-built for real estate is already arriving. EasyDigz is putting cramming advanced features into an All-In-One Operating System for your real estate business for a few hundred $$/month. RealReports is generating rich, AI-driven property reports that make your listing presentations dramatically more compelling and producing leads with branded reports. Ocusell is transforming listing marketing with automated content creation and cross-posting across MLSs. Restb.ai uses computer vision to analyze listing photos and extract structured data from images at scale. Lundy and VoiceFlip are building AI assistants that help agents manage transactions and client communications. These are not science projects — they are shipping products, available now, designed to enrich and extend what a small brokerage can deliver without adding headcount. If you don’t have someone on your team who is deep into evaluating tools like these by now, it may be time to free up some resources and make it a priority. The brokerages that wait for their MLS or franchise to hand them an AI strategy will be playing catch-up against competitors who built their own.
So what does this mean for the MLS?
It means the value of an MLS is migrating. It is moving away from the front-end software platform we provide and toward the data infrastructure underneath it. The APIs — application programming interfaces — and a newer concept called MCP servers, which let AI tools interact directly with structured data, are becoming the foundation that matters. When any broker, any team, any entrepreneur can vibe-code a custom interface in an afternoon, the competitive advantage of a monolithic platform disappears. What becomes irreplaceable is the authoritative, licensed, standardized data that feeds those custom tools.
This is why Doorify MLS is developing a new AI Data License for Participants. Today, your MLS data license governs how listing data flows to websites, syndication partners, and IDX feeds — a framework built for the old web. It was never designed for a world where an AI agent queries live MLS data on behalf of a buyer, or where a broker vibe-codes a proprietary market analysis tool over their morning coffee. We need licensing that enables and governs this new reality — licensing that opens the door to innovation while protecting the accuracy, attribution, and consumer trust that make MLS data valuable in the first place.
The brokerages that thrive in the next decade will not be the ones with the best off-the-shelf software. They will be the ones that leverage authoritative data through tools custom-built for their clients, their markets, and their competitive strategies. The future of PropTech is not one-size-fits-all. The future is bespoke.
And the MLS, and Brokerage, that gets you there fastest wins.
