Open Zillow. Notice what's at the top of the search panel. Price. Beds. Baths. Maybe a slider for square footage if you scroll. That's the public face of the modern home search — three numbers and a budget. As if that were the shape of the decision.
It isn't, of course. Anyone who has ever toured a house knows that. You walk into a place that checks every box on paper and feel nothing. You walk into another that's smaller, more expensive, half the parking — and you can't stop thinking about it. The factors that actually decide a house live somewhere the filters don't reach.
According to the National Association of Realtors' 2025 Profile of Home Buyers and Sellers, 59% of buyers ranked quality of neighborhood as their top factor when choosing a home. 47% prioritized proximity to friends and family. Only 31% said convenience to their job was a top consideration — down from 52% in 2014.
Read that again. The most important thing to most buyers in 2025 isn't the house. It isn't even the price. It's the neighborhood, and the people they want to live near. None of which fit in any standard filter dropdown.
This is the off-filter decision: the part of home buying that the big platforms aren't built to capture, and that buyers are mostly left to manage on their own. It's where the real choice happens — and it's where most of the search chaos happens too.
What Buyers Actually Decide On
The shift in priorities is striking, and it's happening fast.
Job-proximity used to be the organizing logic of a home search — you bought near where you worked because the daily commute was the spine of your week. In a remote-work world, that spine has loosened. The 21-point drop in buyers prioritizing commute (52% to 31% in just over a decade) is one of the largest behavioral shifts in modern real estate data. What replaced it isn't a single new factor. It's a constellation of personal ones.
Buyers in the 2025 NAR data name things like:
- The character of the neighborhood — walkability, the feel of the block, the upkeep of nearby homes
- Distance to specific people — parents, in-laws, friends, a sister with a new baby
- Outdoor space that fits their actual life — somewhere to entertain, garden, host
- Energy efficiency and long-term operating cost
- Light, layout flow, and how a space supports their day
- A "sense of community" — vague to define, immediately recognizable when you walk a street
None of these are filters on Zillow. None of them have a slider. And yet they're the things buyers say drive their actual decisions.
The mismatch matters. When the tool you use to organize your search only knows about three variables, and you're trying to make a decision on twelve, the tool stops being a tool. It becomes a filing cabinet for irrelevant data while the relevant data lives in your head, your screenshots, and your group chat.
The Three-Filter Ceiling
It's worth being honest about why the big listing sites are built this way.
Beds, baths, and price are filterable because every listing has them. They're standardized fields in MLS feeds. A listing site can guarantee that "3 bedrooms, 2 baths, under $500K" will return reliable, comparable results across every house in a region.
"Walkable to a real bakery" is not a standardized field. Neither is "south-facing backyard," "feels right for a family with toddlers," or "less than 25 minutes from my mom's place in good traffic." The platforms can't filter on these because the data doesn't exist in the listing — it exists in you.
This isn't a critique of Zillow, Redfin, or Realtor.com. They are doing what they were built to do, which is help you find houses. The problem isn't the search; it's what happens after the search. Once you've saved fifteen houses across three sites, the off-filter decision is yours alone — and most buyers are managing it without any structure at all.
The default fallback is screenshots, browser bookmarks, a Google Doc with addresses pasted in, a spreadsheet that gets abandoned by week three, and a memory that frays a little more with every showing. The result is what we've described elsewhere — the listing labyrinth — but the deeper issue isn't volume. It's that the shape of the search doesn't match the shape of the decision.
The Naming Problem
Here's a small example of what off-filter organization actually feels like.
You've toured eight houses. Your partner asks, "What do you think about that one with the green shutters?" You know exactly which one they mean. The address — 4827 Cresthaven Lane — means almost nothing to you. The neighborhood, the listing photos, the rough price band, all of that you can place. But you think of that house as the green shutters one. Or the place with the weird kitchen. Or the one near the park where the dog ran into the fence.
This isn't sloppiness. It's how memory actually works. We index by detail, story, and feeling, not by the conventions of postal addressing. And when we're trying to keep twelve houses straight in our heads over six weeks of touring, the right name for a house is one of the most powerful tools we have for thinking clearly about it.
This is why we recently added the ability to give every house in your search a nickname. Whatever you'd call it in conversation with your partner — the green shutters one, the corner lot, the surprise contender, Karen's place (because the listing agent's name was Karen and now you can't unsee it) — you can save it as the house's working name. The address is still there for the agent and the offer. The nickname is for you.
It seems like a small thing. It's not. The first time you scan your saved houses and see a row of human names instead of a row of street numbers is the first time the search starts to feel like it belongs to you rather than to the MLS.
Your Categories, Not Theirs
Nicknames make a house easier to think about. Tags make a search easier to navigate.
Every buyer has a private taxonomy of houses, even if they've never written it down. The deal-breakers. The maybes. The ones to drive by at night. The ones that need a deeper look at comparable sales. The ones the in-laws will hate. The ones to mention to the agent next time you talk. None of these are statuses, exactly — a house can be "interested" and need a drive-by and be one your partner is unsure about. They're categories that overlap in messy, human ways.
Tags are how that taxonomy gets out of your head and into the search.
The way it works in This Next House: you make up the tags. There's no fixed list. If "needs-roof-work" is a category that matters to you, that's a tag. If "school-district-A" matters, that's a tag. If you've started thinking of certain houses as "post-tour-still-thinking," that's a tag too. Each house can carry as many as fit. Filter on any of them. Combine them. Save the houses tagged "school-district-A AND under-budget" for your next conversation with your agent.
The point isn't tagging for its own sake. It's that the categories you actually use to decide aren't the categories the listing sites give you. Status is one dimension. Rating is another. But the messy middle — the way you sort houses in your head — only works if you can name those categories yourself.
When buyers do this, two things happen. The search becomes navigable in a way it wasn't before. And the priorities you've been holding loosely in your head become explicit, written down, and visible to your co-buyer. Disagreements about what matters surface earlier, when they're easier to talk about. Patterns surface — "wait, every house I've tagged 'feels right' is in the same neighborhood" — that you wouldn't have noticed otherwise.
What "Personal" Actually Saves You
It's tempting to dismiss all this as workflow nicety. It isn't. The data on regret tells a clearer story.
According to Clever Real Estate's 2025 American Home Buyer Report, 65% of buyers have regrets about their home purchase, rising to 73% among first-time buyers. The most common regrets are financial — interest rates too high, paid more than planned, maintenance costs they didn't anticipate. 94% of buyers would change something about how they bought, given the chance.
But buried in the same data is a striking inverse pattern: only 5% of buyers regret the location of their home, and only 3% regret the neighborhood. When buyers stuck to their priorities, regret rates dropped sharply. The buyers who knew what mattered to them — and organized their search around it — ended up significantly happier with what they bought.
That's not a coincidence. It's the entire case for personalizing the search.
When a buyer optimizes against beds, baths, and price, they're optimizing against the variables the platforms make easy to optimize. When a buyer optimizes against the things they actually care about — neighborhood, light, the feel of the street, the people nearby — they end up in the kind of home they don't regret three years later.
The problem isn't that buyers don't know what they want. NAR's data is clear that they do — neighborhood, community, proximity to people who matter. The problem is that the tools they're using were built for the easier half of the decision, and they've been left to handle the harder half on screenshots and napkins.
A Search That Looks Like You
This is what we mean when we say buying a house is personal — and your search should be too.
The personal part isn't a slogan. It's a specific claim: that the variables that actually decide a house don't fit in three dropdowns, and that the tool you use to organize a search should bend to the way you think rather than forcing your thinking into the shape of someone else's UI. Custom rating dimensions, because what counts as a good house for a young family isn't what counts for a retiring couple. Tags you make up, because your taxonomy is yours. Nicknames, because the green shutters one is how you actually remember it. Commute anchors set to the people in your life, not the office you may not even go to anymore.
This Next House isn't trying to replace Zillow, Redfin, or Realtor.com. It's the layer that sits on top of all of them — the place where the off-filter decision actually gets made. Save houses from anywhere you already look. Then, in your own search, organize them the way you'd organize them if you were building the perfect tool for yourself.
Because for a decision this big, this personal, and this hard to undo, that's the only kind of tool that ever really works.
Sources: [NAR 2025 Profile of Home Buyers and Sellers](https://www.nar.realtor/magazine/real-estate-news/nar-2025-profile-of-home-buyers-sellers-reveals-market-extremes); [NAR 2025 Home Buyers and Sellers Generational Trends Report](https://www.nar.realtor/sites/default/files/2025-04/2025-home-buyers-and-sellers-generational-trends-04-01-2025.pdf); [Clever Real Estate, American Home Buyer Report: 2025 Edition](https://listwithclever.com/research/homebuyers-survey-2025/); [Top 10 Takeaways from NAR's 2025 Profile of Home Buyers and Sellers](https://www.nar.realtor/blogs/economists-outlook/top-10-takeaways-from-nars-2025-profile-of-home-buyers-and-sellers).