UI & UX Design for Real Estate and Property
How a real estate UX project runs phase by phase: map and list search, property detail pages, alerts, agent tools, fair housing limits and measuring results.
Last revised
UI & UX design for real estate and property is the work of shaping how people find, compare, save and act on listings: the search screen and its map, the property detail page, the saved search and alert settings, and the tools agents use behind the scenes. It matters to brokerages, portals, property managers, developers selling new-build inventory and proptech teams, because in this category the interface sits directly between a buyer or renter and a very large decision. A listing that is hard to find, slow to load or confusing to compare is a listing that sits, and every day on market costs money.
The category has its own physics. Listings live or die on the first three photographs. Inventory changes daily, sometimes hourly. Usage swings between relaxed browsing and urgent, act-today behavior as the market moves. And unlike most e-commerce, the rules about what you may filter on, recommend or show are set by fair housing law and professional codes, not just by what converts. That combination makes personalization a legal question, image presentation an ethics question, and map interaction the central design problem of the whole product.
This playbook walks through how a real estate UX project runs, phase by phase, with the industry-specific twist at each stage: what to research, what to design first, who signs off, what goes wrong, what drives cost and how to tell whether the work paid off. It is written for the product owner or marketing lead who has to brief the work, and for the designers and developers who will do it.
What real estate and property teams are actually dealing with
Before any wireframes, it helps to name the pressures that make property interfaces different from a generic catalog. Each one should show up somewhere in the design decisions, and each one is a useful lens when reviewing a supplier's proposal.
Photographs carry the first impression
Buyers and renters scan results as a grid or list of images. The first three photographs of a listing do most of the persuading, which is why the visual supply chain around them is so busy: property photo editing, sky replacement, day-to-dusk conversion, virtual staging, floor plans and 3D walkthroughs. The interface has to present that material well. That means consistent aspect ratios in results, a gallery that loads fast and advances predictably, clear labeling of staged or edited images, and a sensible order that puts the exterior, the main living space and the kitchen or the most distinctive feature up front when the agent allows it. If your media pipeline also includes floor plans and walkthroughs, plan from the start for how the interface will host them.
Time on market is a cost, not a metric
For a seller, an agent or a landlord, a listing that is not being seen is carrying costs: mortgage, taxes, utilities, lost rent, price reductions. The practical consequence for design is that discoverability of new and updated inventory matters more than almost anything else. Saved searches, alerts, "new since your last visit" markers and sort orders that surface fresh listings are not nice-to-haves. They are the mechanism by which the product earns its keep.
Search is spatial, and spatial search is hard
People search for property by place first, then by budget, then by features. Place is not a dropdown. It is a neighborhood that has fuzzy edges, a commute that depends on the time of day, a school catchment that may not match a zip code, or simply "somewhere near my sister." That is why listing search and map interaction is the core of the job, and why getting the relationship between the map and the list right is the central interaction problem in the category. We have written about the details in how to get real estate search UX right; this playbook places that work inside a full project.
Two audiences share one data set
Consumers browse listings. Agents, brokers and property managers maintain them, answer inquiries, schedule showings and report to sellers. Most property products serve both audiences from the same listing data, and the agent tools are often where the product's real efficiency gains live. A project that designs only the public side and leaves the back office to grow on its own tends to produce listings with missing fields, inconsistent photos and slow responses, which then undermine the consumer experience no matter how good it looks.
- Core surfaces Listing search and map, property detail, saved search and alerts, agent tools
- Who signs off A product owner, with brokerage compliance reviewing filtering and recommendation
- Shaping constraint Fair housing rules make personalization and filtering a legal question
- Image rule Listing images must accurately represent the property; virtual staging generally has to be disclosed
- Timing Market-driven, shifting between browsing and urgency as inventory moves
- Pricing Quoted per project, based on scope and surfaces
The rules that shape a property interface
Every industry has regulation somewhere in the background. In real estate it sits in the foreground of the interface, because it governs exactly the things a UX team would normally optimize freely: filters, recommendations, targeting and imagery. This is a practical note, not legal advice. Your brokerage's compliance lead or counsel should review the specific decisions for your market and jurisdiction.
Fair housing and the limits of personalization
In the United States, the Fair Housing Act prohibits discrimination in housing on the basis of protected characteristics, and those rules constrain how listings may be filtered and recommended. In most product categories, "people like you also viewed" is a harmless growth tactic. In housing, a recommendation engine that steers users toward or away from neighborhoods based on signals that correlate with protected characteristics can create real legal exposure, even when nobody intended it. The design implications are concrete:
- Filters should describe the property, not the people. Bedrooms, price, lot size, pet policy as stated by the listing, accessibility features and commute time are property or location attributes. Filters or descriptors that characterize who lives in an area, or who a home is "perfect for," are the kind of thing compliance reviewers will want to examine closely.
- Recommendation logic should be explainable. If the product suggests listings, the team should be able to say in plain terms why a listing appeared, based on the user's own stated criteria and behavior with listings, not inferred demographics.
- Neighborhood content needs care. School information, crime data and "vibe" descriptions are areas where many brokerages set explicit policies. The interface should make it easy to follow those policies, for example by linking to neutral third-party sources rather than editorializing.
- Advertising and targeting settings in connected marketing tools should be reviewed alongside the product, since the same principle applies to who sees which listings.
The practical outcome is that personalization in this category is a joint decision between product and compliance, and it has to be designed that way from the first workshop, not bolted on during review.
Accurate images and staging disclosure
The National Association of Realtors code of ethics requires that listing images accurately represent the property, and virtual staging generally has to be disclosed. For the interface, that means designing a place for disclosure that is visible where the image is seen, not buried in a footnote. Common patterns include a small persistent label on the image itself ("Virtually staged"), a toggle to view the original unstaged photo alongside the staged one, and a field in the agent upload tool that requires the agent to flag edited or staged images before publishing. Sky replacement and day-to-dusk edits sit in a gray area that brokerages handle differently; the upload tool should capture the flag so the brokerage's policy can be applied consistently.
Drone imagery and third-party media
Aerial photos and video are common for larger lots, rural property and new developments. Commercial drone photography in the United States requires a Part 107 certificate from the FAA. The interface itself does not fly anything, but the agent tool can reduce risk by recording who supplied aerial media and confirming that the supplier operated under the right certificate, which keeps the brokerage's records clean if anyone asks later.
Accessibility as a housing issue
Accessible design is good practice everywhere, but in housing it has an extra dimension: people with disabilities are searching for homes that meet their needs, and the search product is part of how they find them. Keyboard-operable maps, text alternatives for map-only information, accessible galleries and a dependable "accessibility features" filter based on listing data are all part of the job. Many teams use the Web Content Accessibility Guidelines at level AA as the working standard for these reviews.
Industry pitfall: treating personalization as a pure growth feature. Teams often design "recommended for you," lookalike suggestions or neighborhood descriptors first and ask compliance afterward. By then the data model, copy and ranking logic all assume the feature is allowed. Bring the brokerage compliance reviewer into the discovery workshop, agree on which signals ranking may use, and document it before anyone designs a recommendation card.
Seasonality: designing for browsing and for urgency
Real estate UX work is market-driven. Usage patterns shift between browsing and urgency as inventory moves, and a good interface is designed for both modes rather than for an imagined average user.
Browsing mode
When inventory is plentiful or buyers are early in their search, people browse. They open the app in the evening, drag the map around, look at photos and save a few favorites. They want inspiration, comparison, neighborhood context and the ability to leave and come back without losing their place. Design priorities in this mode include a persistent map state, easy saving without an account wall on the first save, side-by-side comparison, and content that helps people learn an area.
Urgency mode
When inventory is tight or a buyer has been searching for a while, behavior flips. People want to know about a new listing the moment it appears, book a showing today and contact the agent immediately. Design priorities become alert speed and relevance, clear status labels (active, pending, under contract, price changed), prominent showing requests and contact options that route quickly to a responsive agent. In this mode, a stale "active" label on a listing that went under contract two days ago does real damage to trust.
What this means for scheduling the project
Because usage swings with the market, it is worth thinking about when to launch significant changes. Many teams prefer to ship major navigation or search changes during a quieter stretch for their local market, so that users have time to adjust before a busy period, and to reserve the busy period for smaller, well-tested improvements. Research timing matters too: interviews held only during a slow period may underrepresent the urgent behavior that matters most when inventory moves. Where possible, speak to people in both modes, or ask participants to walk through a past urgent search as well as their current one.
Phase one: discovery and a brief that fits property
Every engagement starts by agreeing what the product is for, who it serves and what success will look like. In real estate, discovery has three industry-specific jobs: map the listing data you actually have, map the compliance boundaries, and map the difference between consumer and agent needs.
Audit the listing data before designing anything
Interfaces for property are only as good as the data feeding them. If your listings come from an MLS feed through IDX or RESO-standard data, from a property management system, or from a developer's own inventory database, the available fields, their completeness and their update frequency define what the interface can promise. A filter for "garage" is useless if half the listings leave the field blank; a "new today" badge is misleading if the feed updates overnight. A short data audit, done in the first days of the project, typically lists each field, how often it is populated, how often it changes and what the source of truth is. That audit then shapes which filters appear by default, which live behind "more filters," and which are dropped.
Run a workshop that includes compliance
A kickoff workshop is where the product owner, marketing, a representative agent or property manager, engineering and the compliance reviewer agree on goals and constraints. Good workshops in this category spend explicit time on three questions: which signals may personalization and ranking use; how images and staging are labeled; and what the agent side must do better. Write the answers down; they become reference material for every later review.
Write the brief
The brief is the single most useful thing a client can produce, and the checklist below is tuned for property work. A supplier who receives these items up front can scope accurately and spot risk early.
- Which surfaces are in scope: search and map, property detail, saved search and alerts, agent or manager tools, or a subset
- Listing sources and standards: MLS or IDX feed, RESO data, property management system, developer inventory, and update frequency for each
- Property types covered: residential sale, rental, new-build, commercial, land, vacation, and whether they share one search
- Markets and jurisdictions served, plus any brokerage policies on neighborhood content, school data and recommendations
- Who signs off on design and who in compliance reviews filtering, ranking and image disclosure
- Media you publish: photo standards, virtual staging, day-to-dusk and sky edits, floor plans, 3D walkthroughs, drone footage
- Current analytics and the three or four numbers you want to move
- Platforms: responsive web, native apps, or both, and the design system or component library already in use
- Known pain points from agents, support tickets or reviews
- Launch windows to avoid given your local market's busy periods
If this is your first time commissioning design from an outside studio, our notes on working with external design teams explain how to set up access, feedback and decision rights so the brief turns into progress rather than meetings.
Phase two: research that follows a real property search
Property research is most useful when it follows the actual shape of a search, which is long, intermittent and emotional. A typical buyer or renter moves through a sequence: setting a broad area and budget, refining by must-haves, saving candidates, comparing, contacting, visiting and deciding. Each step has different needs and different failure modes.
Methods that work in this category
- Diary or longitudinal studies. Because searches can span weeks or months, a short diary study captures how people return, what they save and why they give up on a listing. Even a small group of participants over a couple of weeks can reveal how alerts and saved searches are really used.
- Task-based usability tests on the map. Ask participants to find homes in an area they know, then in an area they do not. The difference shows how much the map is doing the work versus the list.
- Agent shadowing. Watch an agent or property manager enter a listing, respond to an inquiry and schedule a showing. The friction points you see there usually explain data quality problems on the consumer side.
- Analytics review. Look at filter usage, map interaction events, save and alert creation, gallery depth and inquiry rates. Pay attention to zero-result searches, which are a common and fixable failure.
- Search log analysis. If there is a free-text location or keyword box, its logs show how people describe places: neighborhood nicknames, landmarks, school names, streets. Those terms should be recognized.
What to produce from research
The useful outputs are compact: a journey map covering both browsing and urgency modes, a prioritized list of problems with evidence, a filter inventory ranked by use and data quality, and a set of design principles specific to the product. Principles such as "the map and list always agree" or "status is never stale" become decision tools later. Keep them specific enough to settle arguments; a principle nobody could disagree with will not help anyone decide.
Phase three: search, map and list, the central interaction problem
This is where most of the design effort should go. The most common failure in the category is the map and list fighting each other: the list shows results the map does not, the map moves and the list does not update, or the user draws an area and the filters reset. Getting the relationship between the two right is the central interaction problem, and it rewards careful, explicit decisions.
Decide which view leads
There are two coherent models. In a map-led model, the visible map area defines the result set; panning or zooming changes the list. In a list-led model, the search criteria define the result set; the map shows those results and the user can optionally "search this area." Both work. What does not work is a hybrid where the rules change depending on how the user arrived. Choose one model per device, write it down as a rule and test it. Many products use a map-led model on large screens, where both views are visible at once, and a list-led model with a map toggle on phones, where only one view fits.
Keep state consistent
A good map-and-list interaction keeps several things in sync at all times:
- The count of results, shown in one place, matching what the list and map both contain.
- Hover and selection: hovering a list card highlights its pin, and selecting a pin scrolls to or reveals the card.
- Filters: changing a filter updates both views without resetting the map position.
- History: the back button returns to the same map position, filters and scroll depth after viewing a listing. Losing that state is one of the most frustrating experiences in property search.
- Shareable URLs that encode the area and filters, so a search can be sent to a partner and opened in the same state.
Handle density honestly
Dense urban areas produce hundreds of pins in a small space. Clustering with counts, price pins that collapse to dots at low zoom, and a clear message when there are more results than can be shown all help. Hiding results without saying so erodes trust. On the list side, a sort order that users understand (newest, price, or a clearly explained "relevance") is better than an opaque default.
Design filters around your data
The filter inventory from research determines what appears up front. Price, beds, baths and property type are near-universal. Beyond those, prioritize by use and data completeness. Free-text location search should recognize neighborhoods, streets, schools and landmarks, and should say clearly what area it resolved to. Our practical guide to site search design covers autocomplete, synonyms and zero-result handling in more depth; all of it applies to the location box.
Draw-on-map and commute search
Drawing a custom area is powerful for people who know exactly where they want to live, and fiddly on touch screens. If you offer it, provide a way to edit the shape, save it with the search and fall back to predefined neighborhoods. Commute-time search is a strong differentiator but depends on a routing data source and on honest labeling of assumptions such as mode and departure time.
| Decision | Map-led | List-led with map toggle |
|---|---|---|
| Best fit | Large screens where both views are visible together | Phones and narrow layouts |
| What defines results | The visible map area plus filters | Filters and the chosen location; map area only on "search this area" |
| Main risk | Accidental pans silently change the list | Users forget the map exists and miss nearby listings |
| Key safeguard | Visible result count and an obvious "reset area" control | Persistent map toggle with the result count on it |
| State to preserve on back | Map bounds, zoom, filters, selected pin | Scroll depth, filters, location |
Phase four: property detail pages that sell the first three photographs
The property detail page is where interest turns into a contact, a saved listing or a showing request. Its job is to present the media, answer the obvious questions quickly and make the next step easy.
Media first, but structured
The gallery should open on the listing's strongest images, load quickly and advance predictably. A grid preview with the first three photographs visible and a count of the rest works well on large screens; a swipeable hero with a visible counter works on phones. Floor plans and 3D walkthroughs deserve their own clearly labeled entry points rather than being mixed into the photo sequence, because people look for them deliberately. Virtual staging labels must travel with the image into the full-screen view. Galleries are a specific interaction pattern with well-known pitfalls, which we cover in carousel design: what actually works.
Facts in a predictable order
Buyers compare listings, so the facts should always appear in the same order and format: price and status, beds, baths, interior area, lot size, property type, year built, then fees such as HOA or service charges where applicable. Price history and status history belong near the top in urgency markets, because they answer "is this still available and has it changed?" Consistent formatting makes comparison possible across listings, which is the whole point.
Location context without editorializing
A small map, nearby amenities and commute estimates are helpful. Neighborhood descriptions are where fair housing concerns reappear. The safer pattern is factual, verifiable information and links to neutral sources, following the brokerage's policy. Avoid language describing who a neighborhood suits.
Clear next steps
The primary actions are usually to request a showing, contact the agent and save the listing. They should be visible without scrolling on phones, and the contact form should ask for as little as possible. Tour scheduling works better as a choice of times than as a free-text message. For rentals, an application or pre-qualification step may be the primary action instead.
Phase five: saved searches, alerts and agent tools
These surfaces are less glamorous than the map but decide whether the product brings people back, and whether the listings behind it are accurate.
Saved searches and alerting
Saved searches turn a one-off visit into a relationship. The design questions are practical: can a user save a search before creating an account, and how is the account then created without losing it; how often do alerts go out, and can the user choose instantly, daily or weekly; what is in the alert (new listings, price changes, status changes); and how easy is it to edit or pause. Alert fatigue is real. Good products let users tune frequency per saved search and include a one-tap way to adjust from the alert itself. Alerts should also carry the same status accuracy as the site; an alert for a listing that is already pending is worse than no alert.
Favorites and collaboration
Many searches involve two or more people. Shared favorites, notes on listings and the ability to invite a partner or co-buyer reduce the number of screenshots sent over messaging apps. If an agent is involved, the agent may want to see the shortlist too, with the client's permission.
Agent and manager tools
The agent side often has the most room for improvement. Typical surfaces include listing creation and editing, media upload with ordering and disclosure flags, inquiry inbox, showing schedule, and seller or owner reporting. The design priorities are speed for repetitive tasks, validation that prevents incomplete listings from going live, and clear status controls so that a listing going under contract is reflected everywhere quickly. An upload tool that requires agents to mark virtually staged images, and that flags missing key fields before publishing, improves the consumer experience more directly than many front-end changes. Modals and confirmation dialogs are common in these tools and easy to overuse; our guide to modal dialog design covers when they help and when they slow people down.
Industry pitfall: stale status. A listing that shows as active after it has gone under contract wastes a buyer's time and makes every other listing on the site feel less trustworthy.
- Show the time of the last data update where status matters.
- Design a clear status vocabulary and use it identically in search, detail and alerts.
- Give agents a single, fast control for status changes, and check whether your feed or system can support near-real-time updates before promising them in the interface.
Phase six: compliance review, testing and handoff
By this stage the core flows exist as prototypes or high-fidelity designs. The final phase checks them against users, against the rules and against engineering reality.
Compliance review
The product owner signs off on design, with brokerage compliance reviewing filtering and recommendation. Make this review easy: provide a short document listing every filter, every sort option, every recommendation surface and the signals each one uses, every place neighborhood content appears, and every place images are labeled. A reviewer can then approve or change items one by one instead of reading through screens hunting for problems. Keep the record; it is useful if a question comes up later.
Usability testing
Test the flows that carry the most value: finding listings in a known area, returning to a search after viewing several listings, saving and receiving an alert, and requesting a showing. Test the agent flow for creating a listing with staged images. Include participants who use assistive technology for at least the search and detail flows. Small rounds of testing, with fixes between them, typically find more than one large round at the end.
Executive and stakeholder review
Brokerage leadership often has strong opinions about the home page and the brand. Keep those reviews focused on decisions that need their authority and on evidence from testing. Present options with the evidence behind them, and ask for a decision on each, so the session produces decisions rather than new rounds of preference changes.
Handoff to engineering
Handoff includes component specifications, interaction details for the map and list synchronization, states for every status and empty result, analytics event definitions and accessibility notes. If the site build is also changing, our web design and development service for real estate can carry the designs into production, and the design team should stay available during build to answer questions and review implementation.
A typical UI & UX design engagement for real estate and property
Every project is scoped individually, and the length of each stage depends on how many surfaces are in scope, the state of the listing data and how quickly reviews happen. The sequence below shows the order of work and what each stage produces, rather than fixed durations.
- Kickoff Brief review, access to analytics and listing data, stakeholder map and agreement on who signs off, including the compliance reviewer.
- Discovery Listing data audit, analytics review, workshop on goals, personalization boundaries and image disclosure.
- Research Usability tests on the current search and map, agent shadowing, search log review, journey map covering browsing and urgency modes.
- Search and map design Choice of map-led or list-led model per device, filter inventory, state rules, wireframes and a clickable prototype.
- Detail, alerts and agent tools Property detail layout, gallery and media entry points, saved search and alert settings, agent upload and status tools.
- Test and review Usability rounds, accessibility review, compliance review of filters, ranking and labels, stakeholder sign-off.
- Handoff and build support Specifications, analytics events, design QA during implementation and a measurement plan for launch.
Property products involve more stakeholders than most: brokerage leadership, marketing, agents, compliance, engineering and sometimes franchise or network partners. A few working habits keep the project moving.
One decision owner
The product owner is the single person who can say yes. Others give input, and compliance has a defined veto over the specific areas it reviews. Without a named owner, designs tend to cycle between the preferences of different stakeholders.
Shared working files and regular reviews
Working files and prototypes should be visible to the client team throughout, with a regular review rhythm agreed at kickoff. Teams spread across offices or time zones benefit from a clear async review process. Agree where feedback is left, how quickly it is expected and who resolves conflicting comments.
Agents in the loop
Invite a small group of agents or property managers to see prototypes at key points. They will spot data and workflow problems that nobody else sees, and they are the people who will make or break adoption of any back-office change.
Connected work
UX changes often expose needs elsewhere: listing content that needs a style guide, brand elements that do not hold up on small screens, or search visibility that depends on page structure. The UI and UX design service overview explains how the work runs, what it costs and how we check it across industries, and the related real estate pages cover the adjacent disciplines when they come up.
The result of a well-run project is not just a better-looking search page. It is a product where the map and list agree, status is trustworthy, images are presented honestly, personalization stays within the rules and agents can keep listings accurate without fighting their tools. Those are the qualities that bring buyers and renters back, and that help listings spend fewer days on the market.
What drives the cost of real estate UX work
Our pricing for UI and UX design in this category is quoted per project, because the scope varies widely between a brokerage refreshing its search page and a portal redesigning search, detail, alerts and agent tools at once. The pricing page explains how we structure rates, and a quote turns your scope into one number. The factors below are what move a quote up or down, so they are worth thinking through before you ask for one.
- Number of surfaces. Search and map, property detail, saved search and alerts, and agent tools are each substantial pieces of work. A project covering one surface is a different size from one covering all four.
- Platforms. Responsive web only, native apps only, or both. Designing for iOS and Android conventions in addition to the web adds screens and review time.
- Property types. A single search covering sale, rental, new-build and commercial listings needs more filter logic and more detail page variants than a single type.
- Data condition. Clean, complete, frequently updated data makes design straightforward. Patchy data means designing fallbacks, empty states and agent-side validation.
- Research depth. Diary studies, multiple rounds of testing and inclusion of assistive technology users add time and add confidence.
- Design system maturity. An existing component library speeds up high-fidelity work. Building or extending one is additional scope.
- Review structure. The number of approvers and the speed of compliance review affect the schedule and therefore the effort.
To see how we set our rates, visit the pricing page. When you are ready, send your brief for a quote and we will price your scope as one figure.
Measuring results: what to track and a worked example
UX work for property should be measured against the behaviors that move listings: finding relevant inventory, returning, and contacting. Vanity measures such as time on site can go up for bad reasons, like users struggling to find what they need.
Metrics that matter
- Search success. The share of search sessions that reach a property detail page, and the share that end in zero results.
- Map and list health. How often users pan or zoom and then immediately undo, and how often they use the back button and restart a search, both signs that state was lost.
- Engagement with listings. Gallery depth, floor plan and walkthrough opens, and saves per session.
- Return behavior. Saved searches created, alert open rates and returning sessions from alerts.
- Lead actions. Showing requests and agent contacts per detail page view, and the quality of those leads as reported by agents.
- Agent efficiency. Time to create a listing, share of listings published with complete key fields, and time from status change to status shown.
Measure before and after, over comparable market periods where possible, since seasonality can swamp design effects. If conversion work continues after launch, our digital marketing and CRO service for real estate picks up from here with structured testing.
Worked example (illustrative)
The figures below are illustrative, not from a client project. They show how a brokerage might set a baseline and read the results of a search and map redesign.
Suppose a regional brokerage's site records 20,000 search sessions in a month. Before the redesign, 2,400 of those end with zero results, and 9,000 reach at least one property detail page. Those detail page visits produce 30,000 detail views in total, and 450 showing requests or agent contacts. After the redesign, which added neighborhood recognition to the location box, fallback suggestions for zero-result searches and state preservation on back, the brokerage measures a comparable month.
| Measure (illustrative) | Before | After | How it is calculated |
|---|---|---|---|
| Search sessions | 20,000 | 20,000 | Sessions with at least one search |
| Zero-result sessions | 2,400 | 1,000 | Sessions where a search returned no listings |
| Sessions reaching a detail page | 9,000 | 11,000 | Search sessions with at least one detail view |
| Detail page views | 30,000 | 36,000 | Total detail views |
| Showing requests and contacts | 450 | 576 | Count of lead actions |
| Lead actions per 1,000 detail views | 15 | 16 | Lead actions divided by detail views, times 1,000 |
Reading this example: most of the gain came from more people reaching listings at all, not from a change in how persuasive each listing was, since lead actions per 1,000 detail views moved only from 15 to 16. That tells the team where to look next. The search and map work did its job; the next improvements probably belong on the property detail page and in the agent response process. It also shows why keeping the market period comparable matters: had inventory doubled between the two months, the change in zero-result searches could not be credited to design.
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Trying us out
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