{"id":2906,"date":"2026-06-23T10:51:08","date_gmt":"2026-06-23T10:51:08","guid":{"rendered":"https:\/\/artelnics.com\/case_studies\/property-finder-listing-recommendation-system\/"},"modified":"2026-06-23T11:22:14","modified_gmt":"2026-06-23T11:22:14","slug":"property-finder-listing-recommendation-system","status":"publish","type":"case_studies","link":"https:\/\/artelnics.com\/case_studies\/property-finder-listing-recommendation-system\/","title":{"rendered":"Recommending real estate listings to brokers"},"content":{"rendered":"<style>\n.atl-case{font-family:Roboto,Arial,sans-serif;color:#17384d;line-height:1.68;max-width:980px;margin:0 auto;padding:20px 18px 44px}\n.atl-case h2{font-family:Outfit,Arial,sans-serif;color:#17384d;margin:34px 0 10px;font-size:30px;line-height:1.2}\n.atl-case p{font-size:18px;margin:0 0 16px}\n.atl-case .lead{font-size:22px;color:#244f68;margin:6px 0 26px}\n.atl-case .meta{display:flex;flex-wrap:wrap;gap:10px;margin:0 0 28px}\n.atl-case .tag{background:#e9f5fa;color:#1e5374;border:1px solid #cbe7f2;border-radius:999px;padding:7px 12px;font-weight:700;font-size:14px}\n.atl-case .grid{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:18px;margin:24px 0}\n.atl-case .card{background:#f7fafc;border:1px solid #dbe8ee;border-radius:8px;padding:18px}\n.atl-case .card strong{display:block;font-family:Outfit,Arial,sans-serif;font-size:18px;color:#1e5374;margin-bottom:6px}\n.atl-case figure{margin:28px 0;text-align:center}\n.atl-case img{max-width:100%;height:auto;border-radius:8px;border:1px solid #dbe8ee}\n.atl-case figcaption{font-size:14px;color:#5f7583;margin-top:8px}\n@media(max-width:760px){.atl-case .grid{grid-template-columns:1fr}.atl-case h2{font-size:25px}.atl-case p{font-size:16px}.atl-case .lead{font-size:19px}}\n<\/style>\n<article class=\"atl-case\">\n<p class=\"lead\">A recommendation system transforms listing, lead and portal data into practical guidance for real estate professionals.<\/p>\n<div class=\"meta\">\n    <span class=\"tag\">Real estate<\/span><br \/>\n    <span class=\"tag\">Recommendation system<\/span><br \/>\n    <span class=\"tag\">Broker decision support<\/span>\n  <\/div>\n<h2>Challenge<\/h2>\n<p>Real estate professionals manage many listings, leads and portal signals. They need actionable recommendations rather than raw data spread across tools.<\/p>\n<h2>Data<\/h2>\n<p>The system used listing attributes, property type, location, offer characteristics, lead behavior and portal performance signals from MyCRM and related data sources.<\/p>\n<h2>Solution<\/h2>\n<p>Artelnics designed a Listing Recommendation System and analytics workflow to match properties and leads, rank relevant opportunities and enrich smart property reports.<\/p>\n<div class=\"grid\">\n<div class=\"card\"><strong>System<\/strong><\/p>\n<p>Listing Recommendation System built around MyCRM data.<\/p>\n<\/div>\n<div class=\"card\"><strong>Output<\/strong><\/p>\n<p>Property rankings, lead matching and business reports.<\/p>\n<\/div>\n<\/div>\n<h2>Results<\/h2>\n<p>The solution helps brokers focus on the most relevant properties and leads, making commercial decisions faster and more data-driven.<\/p>\n<h2>Illustrations<\/h2>\n<figure><img decoding=\"async\" src=\"https:\/\/artelnics.com\/wp-content\/uploads\/2026\/06\/property_matching.jpg\" alt=\"Matching engine for properties and leads\"><figcaption>Property and lead matching engine<\/figcaption><\/figure>\n<figure><img decoding=\"async\" src=\"https:\/\/artelnics.com\/wp-content\/uploads\/2026\/06\/property_evolution.jpg\" alt=\"Evolution of lead requirements in MyCRM\"><figcaption>Lead requirement evolution<\/figcaption><\/figure>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>A recommendation system transforms listing, lead and portal data into practical guidance for real estate professionals.<\/p>\n","protected":false},"featured_media":2919,"parent":0,"menu_order":0,"template":"","categories":[],"class_list":["post-2906","case_studies","type-case_studies","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/artelnics.com\/api\/wp\/v2\/case_studies\/2906","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/artelnics.com\/api\/wp\/v2\/case_studies"}],"about":[{"href":"https:\/\/artelnics.com\/api\/wp\/v2\/types\/case_studies"}],"version-history":[{"count":1,"href":"https:\/\/artelnics.com\/api\/wp\/v2\/case_studies\/2906\/revisions"}],"predecessor-version":[{"id":2920,"href":"https:\/\/artelnics.com\/api\/wp\/v2\/case_studies\/2906\/revisions\/2920"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/artelnics.com\/api\/wp\/v2\/media\/2919"}],"wp:attachment":[{"href":"https:\/\/artelnics.com\/api\/wp\/v2\/media?parent=2906"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/artelnics.com\/api\/wp\/v2\/categories?post=2906"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}