{"id":4779,"date":"2026-01-30T14:27:04","date_gmt":"2026-01-30T03:27:04","guid":{"rendered":"https:\/\/buenoanalytics.com\/?post_type=video&#038;p=4779"},"modified":"2026-01-30T14:30:13","modified_gmt":"2026-01-30T03:30:13","slug":"autonomous-ai-write-back-in-buildings-lessons-from-real-world-deployments","status":"publish","type":"video","link":"https:\/\/buenoanalytics.com\/uk\/video\/autonomous-ai-write-back-in-buildings-lessons-from-real-world-deployments\/","title":{"rendered":"Autonomous AI Write-Back in Buildings: Lessons from Real-World Deployments"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"4779\" class=\"elementor elementor-4779\" data-elementor-post-type=\"video\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0527372 e-flex e-con-boxed e-con e-parent\" data-id=\"0527372\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9b8d76b e-flex e-con-boxed e-con e-child\" data-id=\"9b8d76b\" 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-8f3e820 elementor-widget elementor-widget-heading\" data-id=\"8f3e820\" 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\">Bueno Webinar:  Autonomous AI Write-Back in Buildings: Lessons from Real-World Deployments<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c31d2ab elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"c31d2ab\" 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 data-start=\"330\" data-end=\"828\">This webinar brings together senior building and portfolio leaders to share candid, real-world experiences with autonomous AI write-back technologies in commercial buildings. Moderated by <strong data-start=\"518\" data-end=\"559\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Hugh Amoyal<\/span><\/span><\/strong>, the session features perspectives from <strong data-start=\"600\" data-end=\"641\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Jon Clarke<\/span><\/span><\/strong>, <strong data-start=\"643\" data-end=\"684\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Scott Crellin<\/span><\/span><\/strong>, and <strong data-start=\"690\" data-end=\"731\"><span class=\"hover:entity-accent entity-underline inline cursor-pointer align-baseline\"><span class=\"whitespace-normal\">Tom Balme<\/span><\/span><\/strong>\u2014all with decades of experience managing large, high-performing property portfolios in Australia.<\/p><p data-start=\"830\" data-end=\"1147\">Rather than focusing on theory or vendor claims, the discussion reflects on how AI write-back has actually performed in live environments over the past decade. Panelists describe why these technologies were trialled, what they were expected to deliver, and the practical challenges encountered once deployed at scale.<\/p><p data-start=\"1149\" data-end=\"1536\">Key themes include network reliability, integration complexity, operational risk, return on investment, and the impact of write-back on site teams and occupant comfort. While the panel acknowledges the long-term potential of AI-driven control, the consensus is clear: in mature, well-tuned buildings, autonomous write-back has often failed to deliver the savings and resilience promised.<\/p><p data-start=\"1538\" data-end=\"1776\">The session offers valuable lessons for owners, operators, and sustainability teams considering AI-enabled control\u2014highlighting why strong fundamentals in BMS, analytics, and fault detection remain essential before introducing automation.<\/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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Senior Australian property leaders share honest experiences with AI write-back technologies, highlighting practical challenges, risks, and lessons learned at scale.<\/p>","protected":false},"featured_media":4780,"template":"","segment":[121],"class_list":["post-4779","video","type-video","status-publish","has-post-thumbnail","hentry","segment-commercial"],"_links":{"self":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/video\/4779"}],"collection":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/video"}],"about":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/types\/video"}],"version-history":[{"count":0,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/video\/4779\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/media\/4780"}],"wp:attachment":[{"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/media?parent=4779"}],"wp:term":[{"taxonomy":"segment","embeddable":true,"href":"https:\/\/buenoanalytics.com\/uk\/wp-json\/wp\/v2\/segment?post=4779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}