{"id":4521,"date":"2025-09-29T14:55:37","date_gmt":"2025-09-29T04:55:37","guid":{"rendered":"https:\/\/buenoanalytics.com\/?post_type=case-study&#038;p=4521"},"modified":"2025-09-29T16:48:11","modified_gmt":"2025-09-29T06:48:11","slug":"case-study-ams-data-driven-maintenance","status":"publish","type":"case-study","link":"https:\/\/buenoanalytics.com\/us\/case-study\/case-study-ams-data-driven-maintenance\/","title":{"rendered":"AMS Case Study: Streamlining Portfolio Maintenance with Data-Driven Insights"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"4521\" class=\"elementor elementor-4521\" data-elementor-post-type=\"case-study\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1daf1ba e-flex e-con-boxed e-con e-parent\" data-id=\"1daf1ba\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-09abacd elementor-widget elementor-widget-heading\" data-id=\"09abacd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Streamlining Maintenance with Real-Time Insights\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d24bf6f e-flex e-con-boxed e-con e-parent\" data-id=\"d24bf6f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-98e3ef7 elementor-widget elementor-widget-text-editor\" data-id=\"98e3ef7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.amsga.com.au\/\" target=\"_blank\" rel=\"noopener\">AMS<\/a> is a leading Australian mechanical services provider known for delivering HVAC maintenance and installations across commercial portfolios. As building owners increasingly seek smarter, more data-driven approaches to maintenance, AMS saw the opportunity to differentiate through analytics.<\/p><p>To win a mechanical services tender that required a Data-Driven Maintenance (DDM) solution, AMS partnered with Bueno to deliver fault detection, reporting, and insights tailored to operational maintenance outcomes. Rather than focusing solely on energy savings, this partnership was about workforce efficiencies and smarter maintenance.<\/p><p>Together, AMS and Bueno offered a powerful, integrated solution that combined mechanical expertise with real-time analytics. The result: reduced PPM allocation, faster fault resolution, and improved NABERS outcomes\u2014all while streamlining technician time on site.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c3ea5ca e-flex e-con-boxed e-con e-parent\" data-id=\"c3ea5ca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a56384 elementor-widget elementor-widget-heading\" data-id=\"2a56384\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Challenge  - Aligning service delivery with digital maintenance expectations\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d1aa79f e-flex e-con-boxed e-con e-parent\" data-id=\"d1aa79f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8627e41 elementor-widget elementor-widget-text-editor\" data-id=\"8627e41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Mechanical contractors and analytics vendors often view buildings differently. Aligning AMS\u2019s service model with Bueno\u2019s analytics required open communication and shared priorities.<\/p><p>Two main challenges:<\/p><ul><li>Ensuring the analytics ruleset matched AMS\u2019s contract obligations<\/li><li>Building a simple, trackable workflow AMS could action<\/li><\/ul><p>By defining ticket categories (Critical, Major, Minor) and tailoring reports, the team ensured analytics delivered only what mattered.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1baca63 e-flex e-con-boxed e-con e-parent\" data-id=\"1baca63\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b0bdfb elementor-widget elementor-widget-heading\" data-id=\"3b0bdfb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Journey \u2013 Partner-led service model with Bueno analytics at the core\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a3cbb4 e-flex e-con-boxed e-con e-parent\" data-id=\"4a3cbb4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5704d9 elementor-widget elementor-widget-text-editor\" data-id=\"d5704d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AMS deployed Bueno\u2019s FDD platform across two commercial assets, supported by Bueno\u2019s Analytics Services team. Key elements included:<\/p><ul><li>Real-time issue detection and ticket creation<\/li><li>Weekly ticket reviews covering energy, comfort, and NABERS<\/li><li>Use of Bueno\u2019s histories platform for system trend analysis<\/li><li>Client training to manage and comment on tickets<\/li><\/ul><p>This allowed AMS to reduce inefficiencies and clearly demonstrate maintenance value.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-36bf0a0 e-flex e-con-boxed e-con e-parent\" data-id=\"36bf0a0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51d09a9 elementor-widget elementor-widget-heading\" data-id=\"51d09a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Results \u2013 Reduced labour, improved ratings, and faster fixes\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d56d682 e-flex e-con-boxed e-con e-parent\" data-id=\"d56d682\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-04b7cf3 elementor-widget elementor-widget-text-editor\" data-id=\"04b7cf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Over the first 12 months (June 2024\u2013mid-2025), AMS achieved clear, quantifiable improvements through their partnership with Bueno:<\/p>\n<ul>\n<li><strong>22% reduction in Planned Preventative Maintenance (PPM)<\/strong> workload, freeing up valuable technician hours<\/li>\n<li><strong>47-day average improvement in fault ticket resolution times<\/strong>, accelerating issue response<\/li>\n<li><strong>$45,000 in total energy cost savings<\/strong> delivered through optimised maintenance workflows and faster issue detection<\/li>\n<li><strong>0.18 NABERS Energy star rating resulting uplift<\/strong>, supporting broader performance and compliance goals<\/li>\n<li><strong>2.3% reduction in annual energy use,<\/strong> despite energy savings not being the central focus of the project<\/li>\n<\/ul>\n<p>These outcomes show how data-driven insights can transform operations\u2014enhancing service delivery, reducing labour demands, and creating measurable value across maintenance teams and clients alike.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8b4c954 e-flex e-con-boxed e-con e-parent\" data-id=\"8b4c954\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acb0733 elementor-widget elementor-widget-image\" data-id=\"acb0733\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/2-13_dexus1392x783-1024x576.jpeg\" class=\"attachment-large size-large wp-image-4525\" alt=\"Alluvion AMS Building Bueno Pilot\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/2-13_dexus1392x783-1024x576.jpeg 1024w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/2-13_dexus1392x783-300x169.jpeg 300w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/2-13_dexus1392x783-768x432.jpeg 768w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/2-13_dexus1392x783-18x10.jpeg 18w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/2-13_dexus1392x783.jpeg 1392w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"Bueno Analytics\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-faab144 e-flex e-con-boxed e-con e-parent\" data-id=\"faab144\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b512f2e elementor-widget elementor-widget-heading\" data-id=\"b512f2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Client Response \u2013 Shifting from reactive to proactive maintenance\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1b419a e-flex e-con-boxed e-con e-parent\" data-id=\"b1b419a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-45c7cee elementor-widget elementor-widget-text-editor\" data-id=\"45c7cee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AMS has described the collaboration as a practical and productive working relationship, grounded in strong communication and shared goals. With clear data insights, they were able to:<\/p><ul><li>Detect and resolve issues before they escalated<\/li><li>Reduce site visits and optimise technician time<\/li><li>Demonstrate measurable service impact to their client<\/li><li>Build a scalable model for future buildings<\/li><\/ul><p>The partnership allowed AMS to differentiate their offering in a competitive tender environment and prove the power of integrated digital maintenance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e5488e8 e-flex e-con-boxed e-con e-parent\" data-id=\"e5488e8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2c167e8 elementor-widget elementor-widget-heading\" data-id=\"2c167e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion &amp; Next Steps \u2013 A scalable partnership for smarter FM\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0eded60 e-flex e-con-boxed e-con e-parent\" data-id=\"0eded60\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-395cf87 elementor-widget elementor-widget-text-editor\" data-id=\"395cf87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>This partnership proves what\u2019s possible when a progressive mechanical services provider like AMS teams up with Australia\u2019s leading building analytics company. By combining hands-on mechanical expertise with Bueno\u2019s data-driven insights, the collaboration has enhanced operational efficiency, improved service delivery, and reduced technician labour and time spent on site. Performance outcomes have improved across key FM metrics, demonstrating that analytics can play a critical role in delivering smarter, leaner maintenance without compromising quality.<\/p><p>\u00a0<\/p><p>AMS and Bueno are now actively exploring the next phase of deployment, with plans to extend this model across additional buildings\u2014supporting more owners with a maintenance approach that is scalable, efficient, and ready for the future.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f4870c e-flex e-con-boxed e-con e-parent\" data-id=\"0f4870c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b9a087 elementor-widget elementor-widget-image\" data-id=\"3b9a087\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/C85_0193-1024x683-1.jpg\" class=\"attachment-large size-large wp-image-4527\" alt=\"AMS 55 st georges terrace\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/C85_0193-1024x683-1.jpg 1024w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/C85_0193-1024x683-1-300x200.jpg 300w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/C85_0193-1024x683-1-768x512.jpg 768w, https:\/\/buenoanalytics.com\/wp-content\/uploads\/2025\/09\/C85_0193-1024x683-1-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"Bueno Analytics\" loading=\"lazy\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cad3415 e-flex e-con-boxed e-con e-parent\" data-id=\"cad3415\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-edb6021 elementor-widget elementor-widget-button\" data-id=\"edb6021\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/buenoanalytics.com\/us\/partner-directory\/ams\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Visit the AMS partner page &gt;<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e84dda2 e-flex e-con-boxed e-con e-parent\" data-id=\"e84dda2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62d882d elementor-widget elementor-widget-button\" data-id=\"62d882d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/buenoanalytics.com\/us\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact Bueno for more information &gt;<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>AMS partnered with Bueno to deliver a smarter maintenance model using real-time fault detection and analytics. The result: 22% reduction in PPM workload and faster fault resolution.<\/p>","protected":false},"featured_media":4524,"template":"","segment":[121],"class_list":["post-4521","case-study","type-case-study","status-publish","has-post-thumbnail","hentry","segment-commercial"],"_links":{"self":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/case-study\/4521"}],"collection":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/case-study"}],"about":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/types\/case-study"}],"version-history":[{"count":0,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/case-study\/4521\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/media\/4524"}],"wp:attachment":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/media?parent=4521"}],"wp:term":[{"taxonomy":"segment","embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/segment?post=4521"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}