Futuristic urban development concept featuring Toronto Quayside waterfront, Saudi Arabia’s The Line desert megacity, and AI-generated neighborhood subdivision plan.

AI Is Designing Neighborhoods Now. Not Houses. Neighborhoods.

February 26, 20264 min read

AI Is Designing Neighborhoods Now. Not Houses. Neighborhoods.

It’s been a weird newsweek with respect to AI. We’ve reached the point where AI isn’t just writing emails or creating mildly terrifying headshots.

Anthropic recently posted their “Hit List”-- a list of industries that are already being wiped out by AI… and what they suspect will be next in 2026.

The Anthropic  Hit List

And I noticed something in the news that didn’t make the list… and maybe because the list was focused on 2026 and this may be a 2027 thing, but…

It’s designing neighborhoods.

Not decorating them. Not naming them. Designing the actual layout — streets, lot placement, density, traffic flow, drainage, green space.

And yes, this is happening in real life.

🇨🇦 Toronto: The Early Big Swing

Sidewalk Labs, a company backed by Alphabet (Google’s parent), released detailed plans for a Toronto waterfront community that used AI modeling to optimize:

  • Traffic patterns

  • Energy usage

  • Mixed-income housing density

  • Modular building systems

The project ultimately stalled over privacy and governance concerns — but full master plans were released. AI-driven neighborhood design had officially left the lab.

BEFORE:

The 12-acre site in Quayside is currently being developed following Sidewalk Labs' contract win

The 12-acre site in Quayside is currently being developed following Sidewalk Labs' contract win

PROPOSED AFTER:

The former dockland and industrial area of Toronto sits on the edge of Lake Ontario

The former dockland and industrial area of Toronto sits on the edge of Lake Ontario

🇸🇦 Saudi Arabia: The Line

I first read about “The Line” in Popular Science probably 10-15 years ago. It seemed fantastical. “The Line” is a proposed 170-kilometer linear city, proposed to home 9 million people, designed using AI simulations for:

  • Transit efficiency

  • Climate control

  • Energy optimization

  • Density stacking

Highly polished preliminary plans have been released. Whether it fully materializes as imagined is another question — but AI-driven modeling is central to the planning process.

polished preliminary plans have been released. Whether it fully materializes as imagined is another question — but AI-driven modeling is central to the planning process.

Courtesy: petapixel.com

You can view a video about The Line on YouTube.

🇺🇸 Closer to Home: Subdivisions in Texas & Arizona

Developers are quietly using platforms like TestFit to generate thousands of subdivision configurations in minutes.

The AI optimizes:

  • Lot yield under zoning constraints

  • Parking ratios

  • Building envelopes

  • Drainage and utility feasibility

To the naked eye, the finished plan looks like a normal subdivision.

You’d never know a machine drafted version 1.0.

So What Does This Mean?

Right now, AI isn’t deciding whether your shutters are black or navy.

It’s doing the heavy math:

  • Predicting traffic bottlenecks

  • Simulating stormwater flow

  • Modeling sunlight angles

  • Stress-testing density

  • Optimizing infrastructure cost

Instead of planners debating one concept at a time, AI can simulate thousands of versions and identify which layout performs best based on the goals you feed it.

More walkability? Less congestion? Higher affordability? Lower maintenance costs?

It can optimize for all of it simultaneously. That’s just not something we’ve been able to do at all.

The Real Estate Angle

If AI reduces planning mistakes — and planning mistakes are common and expensive — that could mean:

  • More resilient neighborhoods

  • Lower long-term infrastructure costs

  • Smarter density

  • Potentially stronger long-term property performance

But neighborhoods aren’t spreadsheets. Can an algorithm create charm? Could AI have created Beacon Hill? Or downtown Newport? Or Rockport, MA?

I don’t have that answer.

And while we may not be at “robot-designed cities” yet, we are absolutely at “AI-drafted master plans.”

I'm not an overly religious person, but I do hold certain beliefs and values instilled in me from youth. While I rarely paid attention in CCD because I was dreaming of getting to the basketball court to practice, one discussion that stuck with me centered around the concept of perfection. True, unblemished perfection is solely the domain of the divine; only God can create something truly perfect.

Our very imperfections are, in a sense, a defining characteristic of our humanity. They are the unique contours that shape us as individuals. It is our mistakes, our limitations, our personal quirks—that define our true value.

This principle extends to the realm of human creation. The things we build, the art we produce, the relationships we nurture, are imbued with value precisely because they bear the marks of our own fallibility.

Will these algorithmically perfectly executed plans lack a certain soul that makes people feel oddly uncomfortable? Is it the evidence of human effort and error that gives meaning and depth to what we create? Is it our inability to achieve the divine standard of perfection that gives significance to our striving? And is that what gives something the human spirit?

Regardless of what you believe or how much you hide from progress, we’re about to find out.



Ryan Cook, CRS • CRB • CPS • C2EX • CLHMS • SRS • RENE, is the Broker/Owner of HomeSmart First Class Realty, leading a growing team serving Greater Boston and Providence. Licensed in MA & RI—a former engineer, Ryan is also a licensed contractor and insurance agent. He has sold full-time since 2009. He blends boots-on-the-ground construction experience with data-driven negotiation to help clients buy, sell, invest, and navigate complex deals (including an expertise in probate real estate). A U.S. Coast Guard veteran and ZBA chair, he calls Easton, MA home.

Ryan Cook

Ryan Cook, CRS • CRB • CPS • C2EX • CLHMS • SRS • RENE, is the Broker/Owner of HomeSmart First Class Realty, leading a growing team serving Greater Boston and Providence. Licensed in MA & RI—a former engineer, Ryan is also a licensed contractor and insurance agent. He has sold full-time since 2009. He blends boots-on-the-ground construction experience with data-driven negotiation to help clients buy, sell, invest, and navigate complex deals (including an expertise in probate real estate). A U.S. Coast Guard veteran and ZBA chair, he calls Easton, MA home.

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