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What Is Vibe Coding and Why It Will Lead to a Flood of Multifamily AI Software

What Is Vibe Coding and Why It Will Lead to a Flood of Multifamily AI Software

There's new technology that makes software development very easy, and it's about to hit the multifamily industry hard (and IMO, in a controversial way). It's called vibe coding, and it's making it easier than ever to build and launch new software tools. But while the code might come easy, the real barriers to success in the multifamily industry haven't changed, and that's why I predict that many new platforms will fail. 

What Is Vibe Coding?

 "Vibe coding" is a term used to describe how today's developers use LLMs and AI-assisted tools like Cursor, Replit, and Base44 to write software. Instead of building from detailed product plans or specs, they create by "vibe", prompting a coding assistant to bring a sketched idea to life. It's intuitive, fast, and increasingly common.

Right now, many vibe-coded applications are small internal tools or side projects. But the multifamily space is likely the next target. Think AI chatbots or tour schedulers, tools that can be spun up quickly and wrapped in slick, AI-generated marketing.

But Here's the Catch: Most Won't Have the Integrations You Need

Many of these vibe-coded tools will skip one of the most critical and costly steps: integrating with property management software.

And without integrations, it's impossible to: 
  • Access real-time property or resident data
  • Trigger workflows based on resident behavior
  • Update systems without double entry
  • Deliver a seamless experience for your teams

These integrations are complex, costly, and often require being a sponsoring company to access APIs from PMS providers. Most startups simply won't have the resources or relationships to make them happen.

Why Most New Tools Won't Make It

The barrier to launching a tool has never been lower. But the barrier to surviving in multifamily is still high. Operators, marketers, and asset managers should prepare for a wave of new vendor emails, but proceed with caution.

Many of these tools will lack:

  • Reliable integrations with your core systems
  • A support team to train and guide your staff
  • Funding to survive multifamily's long sales cycles
  • A clear understanding of how on-site teams actually work

A Framework for Evaluating New Software 

Before adding any new tool to your tech stack, consider this five-point litmus test:

1. Integration Readiness
Are they already integrated with your PMS? If not, are you prepared to sponsor or troubleshoot?

2. Proven Use Cases
Is this solution live on communities like yours? Ask for a real reference, not just a polished demo.

3. Financial & Operational Stability
How big is their team? Who's backing them? Can they operate for 12+ months without new funding?

4. Support Structure
What does onboarding look like? Can you call or email someone for help?

5. Strategic Fit
Will it solve a real problem and provide measurable ROI, or just add to the noise? 

Final Thoughts 

Vibe coding is accelerating and helpful innovation, but in multifamily, sleek design isn't enough. What matters most is execution. The winners won't just be the fastest to market, they'll be the ones who integrate, support, and understand multifamily from the inside out.

Be open to new tools, but ask the hard questions. Because the best solutions aren't just functional. They're thoughtfully integrated, operationally supported, and built by partners who know your world. 

 

Comments 2

Philip Meyer on Tuesday, 01 July 2025 15:36

Great insights. One potential solution to the integration hurdle is using MCP servers as middleware between LLM tools and PMS systems. Our CTO gave me access to an MCP playground the other day, and I was blown away by what it could do. I could ask a complex natural language query—and it would orchestrate a series of tasks or queries to deliver the answer. I asked something like ...

Find a floorplan that has the most available units as of today and return a 2d image and any unit amenities that would help market it.


And it worked!

Great insights. One potential solution to the integration hurdle is using [b]MCP servers[/b] as middleware between LLM tools and PMS systems. Our CTO gave me access to an MCP playground the other day, and I was blown away by what it could do. I could ask a complex natural language query—and it would orchestrate a series of tasks or queries to deliver the answer. I asked something like ... [quote]Find a floorplan that has the most available units as of today and return a 2d image and any unit amenities that would help market it. [/quote] And it worked!
Ellen Thompson on Tuesday, 01 July 2025 20:46

Thanks for your interesting comment. We set up an MCP server to access data in Respage for internal use. What we can do with it is quite mind-blowing. It totally changed our development strategy overnight.

The problem for us not so much integration tech, but the cost to license the integrations. We are relatively small compared to many and pay a very large amount annually to the 7 PMS companies we integrate with just for the right to access our clients' data. Also right now, Claude's context window is relatively small. We've hit that wall a few time already trying to look at larger data sets.

It's going to be an interesting ride. Can't wait to see where we go!

Thanks for your interesting comment. We set up an MCP server to access data in Respage for internal use. What we can do with it is quite mind-blowing. It totally changed our development strategy overnight. The problem for us not so much integration tech, but the cost to license the integrations. We are relatively small compared to many and pay a very large amount annually to the 7 PMS companies we integrate with just for the right to access our clients' data. Also right now, Claude's context window is relatively small. We've hit that wall a few time already trying to look at larger data sets. It's going to be an interesting ride. Can't wait to see where we go!
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