{"id":2059,"date":"2025-05-16T08:52:50","date_gmt":"2025-05-15T22:52:50","guid":{"rendered":"https:\/\/buenoanalytics.com\/?post_type=event&#038;p=2059"},"modified":"2025-10-11T12:08:00","modified_gmt":"2025-10-11T01:08:00","slug":"appa-t3-beyond-commissioning-ai-fdd-2025","status":"publish","type":"event","link":"https:\/\/buenoanalytics.com\/uk\/event\/appa-t3-beyond-commissioning-ai-fdd-2025\/","title":{"rendered":"APPA T3 \u2013 Beyond Commissioning: Using AI to Scale FDD Across Campus Portfolios"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2059\" class=\"elementor elementor-2059\" data-elementor-post-type=\"event\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d91327 e-flex e-con-boxed e-con e-parent\" data-id=\"8d91327\" 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-04c20f8 elementor-widget elementor-widget-heading\" data-id=\"04c20f8\" 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\">APPA T3 \u2013 Beyond Commissioning: Using AI to Scale FDD Across Campus Portfolios\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5dbe3 elementor-widget elementor-widget-text-editor\" data-id=\"4b5dbe3\" 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><strong>APPA T3 \u2013 Beyond Commissioning<\/strong>\u00a0is a featured session presented by\u00a0<a href=\"https:\/\/buenoanalytics.com\/uk\/the-leadership-team\/\"><strong>Bueno Analytics Founder Leon Wurfel<\/strong><\/a>\u00a0as part of the\u00a0<strong>APPA Targeted Titles and Topics (T3) program<\/strong>\u00a0in Orlando, Florida. This AI-focused stream of the\u00a0<strong>APPA U event<\/strong>\u00a0brings together higher education facility leaders and solution providers to explore the future of AI-powered optimisation in the built environment.<\/p><p>Leon\u2019s presentation dives into how campuses can now\u00a0<strong>scale fault detection and diagnostics (FDD)<\/strong>\u00a0using AI and\u00a0<strong>Large Language Models (LLMs)<\/strong>\u2014removing the traditional roadblocks of cost and complexity while personalising analytics at scale.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47392c2 elementor-widget elementor-widget-heading\" data-id=\"47392c2\" 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\">Session Overview\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61fb23f elementor-widget elementor-widget-text-editor\" data-id=\"61fb23f\" 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>While FDD has long been discussed, widespread adoption in education has lagged due to cost and system integration hurdles. Leon demonstrates how Bueno\u2019s AI-powered approach now makes\u00a0<strong>continuous performance monitoring and diagnostics more accessible across campus portfolios<\/strong>\u2014without extensive customisation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91b30c2 elementor-widget elementor-widget-heading\" data-id=\"91b30c2\" 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\">Learning Objectives\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b36cc0 elementor-widget elementor-widget-text-editor\" data-id=\"6b36cc0\" 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<ul data-spread=\"false\">\n<li>\n<p>Learn how AI and LLMs support scalable fault detection and optimisation across campuses.<\/p>\n<\/li>\n<li>\n<p>Understand how automation allows FDD to extend from commissioning into long-term operations.<\/p>\n<\/li>\n<li>\n<p>Discover how AI personalisation can enhance energy and asset outcomes and reduce resource strain.<\/p><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-049dd74 elementor-widget elementor-widget-heading\" data-id=\"049dd74\" 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\">Why It Matters to Educational Facilities\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c1615c elementor-widget elementor-widget-text-editor\" data-id=\"2c1615c\" 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>Campuses vary in building types, controls, and usage profiles. Traditional FDD approaches can\u2019t keep up. This session shows how AI can simplify fault identification, speed up issue resolution, and drive\u00a0<strong>cost-effective performance improvements<\/strong>\u2014all while supporting sustainability goals and easing the load on facilities teams.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ae40cd elementor-widget elementor-widget-heading\" data-id=\"2ae40cd\" 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\">About APPA T3\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abb9b7f elementor-widget elementor-widget-text-editor\" data-id=\"abb9b7f\" 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>The\u00a0<strong>T3 program at APPA U<\/strong>\u00a0focuses on \u201cAI in Educational Facilities: Navigating Opportunity and Risk.\u201d The agenda includes\u00a0<strong>keynotes, technical case studies<\/strong>, and a\u00a0<strong>collaborative closing workshop<\/strong>\u00a0to map out the path forward for AI in the sector.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1280621 elementor-widget elementor-widget-heading\" data-id=\"1280621\" 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\">Who Should Attend:\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8f4d50 elementor-widget elementor-widget-text-editor\" data-id=\"f8f4d50\" 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<ul data-spread=\"false\"><li><p>Campus facilities directors and energy managers<\/p><\/li><li><p>Operations and commissioning teams<\/p><\/li><li><p>Sustainability and ESG officers<\/p><\/li><li><p>Consultants and solution providers in education<\/p><\/li><\/ul><p>Attendance is limited to a curated group of 60\u201380 participants, ensuring\u00a0<strong>engaging dialogue and real-world knowledge exchange<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0624bac e-con-full e-flex e-con e-child\" data-id=\"0624bac\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-961c032 elementor-widget elementor-widget-heading\" data-id=\"961c032\" 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<h6 class=\"elementor-heading-title elementor-size-default\">Registration Details<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-01d8b72 e-con-full e-flex e-con e-child\" data-id=\"01d8b72\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb3cef8 elementor-widget elementor-widget-button\" data-id=\"fb3cef8\" 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\/uk\/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 Us<\/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<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74327e0 elementor-widget elementor-widget-heading\" data-id=\"74327e0\" 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<h6 class=\"elementor-heading-title elementor-size-default\">Speaker details:\n\n<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26d0319 e-con-full e-flex e-con e-child\" data-id=\"26d0319\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-36e01a9 e-con-full e-flex e-con e-child\" data-id=\"36e01a9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e682c6d elementor-widget elementor-widget-image\" data-id=\"e682c6d\" 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=\"400\" height=\"400\" src=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2024\/11\/Leon-Wurfel.jpg.webp\" class=\"attachment-large size-large wp-image-1845\" alt=\"Leon Wurfel Bueno Analytics\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2024\/11\/Leon-Wurfel.jpg.webp 400w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2024\/11\/Leon-Wurfel-300x300.jpg.webp 300w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2024\/11\/Leon-Wurfel-150x150.jpg.webp 150w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2024\/11\/Leon-Wurfel-12x12.jpg.webp 12w\" sizes=\"(max-width: 400px) 100vw, 400px\" 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<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0268d6 e-con-full e-flex e-con e-child\" data-id=\"e0268d6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba7a8f3 elementor-widget elementor-widget-heading\" data-id=\"ba7a8f3\" 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<h6 class=\"elementor-heading-title elementor-size-default\">Leon Wurfel<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21f7a62 elementor-widget elementor-widget-heading\" data-id=\"21f7a62\" 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<div class=\"elementor-heading-title elementor-size-default\">Leon Wurfel<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f94f54 elementor-widget elementor-widget-text-editor\" data-id=\"4f94f54\" 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>Scaling Building Intelligence Across Global Portfolios<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e77c04d e-grid-align-left e-grid-align-mobile-center elementor-shape-rounded elementor-grid-0 elementor-widget elementor-widget-social-icons\" data-id=\"e77c04d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin elementor-repeater-item-9a3ff92\" href=\"https:\/\/www.linkedin.com\/in\/leon-wurfel-5b838331\/\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Linkedin<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-linkedin\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4061d10 e-con-full e-flex e-con e-child\" data-id=\"4061d10\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-48efc6b elementor-widget elementor-widget-image\" data-id=\"48efc6b\" 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=\"295\" src=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/05\/appau-1024x378.jpg.webp\" class=\"attachment-large size-large wp-image-2060\" alt=\"APPA T3 \u2013 Beyond Commissioning Bueno\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/05\/appau-1024x378.jpg.webp 1024w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/05\/appau-300x111.jpg.webp 300w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/05\/appau-768x283.jpg.webp 768w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/05\/appau-1536x567.jpg.webp 1536w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/05\/appau-2048x756.jpg.webp 2048w\" 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<\/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>APPA T3 \u2013 Beyond Commissioning: Leon Wurfel of Bueno Analytics presents how AI and LLMs are enabling scalable FDD across campus buildings<\/p>","protected":false},"featured_media":2060,"template":"","segment":[121,122],"class_list":["post-2059","event","type-event","status-publish","has-post-thumbnail","hentry","segment-commercial","segment-grocery"],"_links":{"self":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/event\/2059"}],"collection":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/event"}],"about":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/types\/event"}],"version-history":[{"count":0,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/event\/2059\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/media\/2060"}],"wp:attachment":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/media?parent=2059"}],"wp:term":[{"taxonomy":"segment","embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/segment?post=2059"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}