{"id":2009,"date":"2025-03-19T12:30:23","date_gmt":"2025-03-19T01:30:23","guid":{"rendered":"https:\/\/buenoanalytics.com\/?p=2009"},"modified":"2025-10-08T15:44:05","modified_gmt":"2025-10-08T04:44:05","slug":"ai-predictive-maintenance-gbca-innovation","status":"publish","type":"post","link":"https:\/\/buenoanalytics.com\/us\/news\/ai-predictive-maintenance-gbca-innovation\/","title":{"rendered":"AI, Predictive Maintenance, and the Future of Smart Buildings"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2009\" class=\"elementor elementor-2009\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54b6e09 e-flex e-con-boxed e-con e-parent\" data-id=\"54b6e09\" 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-38148c7 elementor-widget elementor-widget-heading\" data-id=\"38148c7\" 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\">Here are some insights from the inaugural GBCA\u2019s Innovation Forum 2025<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e025e88 elementor-widget elementor-widget-text-editor\" data-id=\"e025e88\" 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 built environment is at a crossroads. As sustainability pressures mount, energy costs rise, and skilled labor shortages challenge building operations, the industry is turning to <strong>AI, predictive maintenance, and data-driven insights<\/strong> to bridge the gap. This was just one of the discussions at the inaugural <a href=\"https:\/\/new.gbca.org.au\/courses-events\/events\/transform\/\" target=\"_blank\" rel=\"noopener\"><strong>GBCA Innovation Forum 2025<\/strong><\/a>, which this year set the tone for <strong>Transform 2025<\/strong>, Green Building Council Australia\u2019s flagship event.<\/p><p>Bueno Analytics CEO <strong>Hugh Amoyal<\/strong> joined a lineup of industry leaders to discuss the <strong>power of AI-driven optimization<\/strong> and the necessity of <strong>predictive maintenance<\/strong> in creating high-performing, cost-efficient, and sustainable buildings. His session, <em>Predicting Tomorrow: Harnessing AI for Optimization &amp; Predictive Maintenance<\/em>, underscored the importance of <strong>real-time analytics and automation<\/strong> in overcoming the limitations of traditional building management.<\/p><p>Here are some key highlights from Hugh\u2019s session.<\/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-ac085a9 elementor-widget elementor-widget-heading\" data-id=\"ac085a9\" 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 Traditional Building Maintenance is Broken<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c81fd2b elementor-widget elementor-widget-text-editor\" data-id=\"c81fd2b\" 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>For decades, building maintenance has been approached <strong>reactively or through rigid scheduled cycles<\/strong>. However, both models create inefficiencies:<\/p><ul><li><strong>Reactive maintenance:<\/strong> Fixing equipment only after failure leads to <strong>costly downtime and emergency repairs<\/strong>.<\/li><li><strong>Scheduled maintenance:<\/strong> Regular servicing, even when unnecessary, <strong>wastes resources and doesn\u2019t address real performance issues<\/strong>.<\/li><\/ul><p>Hugh highlighted how these outdated approaches are <strong>driving up costs, increasing carbon footprints, and overburdening already strained facilities teams<\/strong>. AI-powered predictive maintenance is the <strong>next logical step<\/strong>\u2014a <strong>data-driven solution that ensures systems perform optimally at all times.<\/strong><\/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-d1b0acb elementor-widget elementor-widget-image\" data-id=\"d1b0acb\" 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\/smush-webp\/2025\/03\/Slide1.jpg.webp\" class=\"attachment-large size-large wp-image-2011\" alt=\"Bueno&#039;s GBCA Innovation Forum Slides 1\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide1.jpg.webp 960w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide1-300x169.jpg.webp 300w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide1-768x432.jpg.webp 768w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide1-18x10.jpg.webp 18w\" 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<div class=\"elementor-element elementor-element-23dfcc0 elementor-widget elementor-widget-heading\" data-id=\"23dfcc0\" 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 Role of AI in Predictive Maintenance<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c2cdc1 elementor-widget elementor-widget-text-editor\" data-id=\"2c2cdc1\" 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>Hugh outlined the <strong>four essential components of AI-driven predictive maintenance<\/strong> that are redefining building performance:<\/p><h6>Seamless Data Integration<\/h6><p>Most buildings are <strong>data-rich but insight-poor<\/strong>. AI-driven predictive maintenance relies on <strong>integrating multiple data sources<\/strong>, including:<\/p><ul><li><strong>BMS (Building Management Systems)<\/strong><\/li><li><strong>IoT sensors<\/strong> that detect performance anomalies in HVAC, refrigeration, lighting, and metering systems<\/li><li><strong>Energy and utility data<\/strong> to track inefficiencies in real time<\/li><\/ul><p>By aggregating these data points, AI <strong>creates a complete picture of building performance<\/strong>, allowing operators to act proactively rather than reactively.<\/p><h6>AI-Driven Recognition of Anomalies<\/h6><p>AI is not just about collecting data\u2014it\u2019s about <strong>understanding what the data means<\/strong>. Machine learning algorithms detect <strong>patterns, inefficiencies, and early signs of equipment failure<\/strong>, allowing for <strong>real-time intervention before a problem escalates<\/strong>.<\/p><p>For example, AI can identify when:<\/p><ul><li>An HVAC system is consuming <strong>more energy than usual<\/strong> due to a failing component.<\/li><li>Refrigeration units <strong>show early warning signs of leaks<\/strong>, preventing compliance breaches and costly repairs.<\/li><li>A building\u2019s <strong>energy consumption spikes outside of normal operating patterns<\/strong>, indicating potential faults.<\/li><\/ul><h6>Data Quality Assurance for Actionable Insights<\/h6><p>One of the biggest challenges in AI implementation is <strong>ensuring the accuracy of data inputs<\/strong>. Hugh emphasized the need for:<\/p><ul><li><strong>Automated data validation<\/strong> to eliminate false positives<\/li><li><strong>Continuous learning AI models<\/strong> that improve over time<\/li><li><strong>Customized alert thresholds<\/strong> that distinguish between critical and non-urgent issues<\/li><\/ul><h6>Automation &amp; Smart Decision-Making<\/h6><p>Once AI identifies an issue, the next step is action. Predictive maintenance platforms <strong>automate responses<\/strong>, such as:<\/p><ul><li><strong>Triggering work orders<\/strong> for maintenance teams before breakdowns occur.<\/li><li><strong>Adjusting system parameters<\/strong> automatically to optimize energy efficiency.<\/li><li><strong>Prioritizing critical issues<\/strong> so facilities managers focus on the most impactful problems first.<\/li><\/ul><p>Hugh demonstrated how <strong>automated fault detection and AI-powered optimization<\/strong> have already been successfully implemented across large building portfolios, showing measurable benefits.<\/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-792da0f elementor-widget elementor-widget-image\" data-id=\"792da0f\" 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=\"450\" src=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide5.jpg.webp\" class=\"attachment-large size-large wp-image-2012\" alt=\"Bueno&#039;s GBCA Innovation Forum Slides 5\" srcset=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide5.jpg.webp 960w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide5-300x169.jpg.webp 300w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide5-768x432.jpg.webp 768w, https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2025\/03\/Slide5-18x10.jpg.webp 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<div class=\"elementor-element elementor-element-67021ce elementor-widget elementor-widget-heading\" data-id=\"67021ce\" 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\">Case Study: Woolworths\u2019 AI-Powered Refrigerant Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-228b75b elementor-widget elementor-widget-text-editor\" data-id=\"228b75b\" 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>To illustrate the <strong>real-world impact of predictive maintenance<\/strong>, Hugh shared a <a href=\"https:\/\/buenoanalytics.com\/us\/case-study\/woolworths-case-study\/\">case study on <strong>Woolworths Group<\/strong><\/a>, one of the largest grocery retailers in Australia. By deploying AI-driven analytics:<\/p><ul><li><strong>Refrigerant leaks were reduced by 37%<\/strong>, significantly lowering energy waste and operational costs.<\/li><li><strong>Energy consumption dropped by nearly 20%<\/strong>, thanks to real-time optimization.<\/li><li><strong>Fault detection became 40% faster<\/strong>, allowing proactive maintenance teams to act before issues escalated.<\/li><\/ul><p>This case study demonstrates how <strong>AI isn\u2019t just an emerging trend\u2014it\u2019s already delivering industry-leading results.<\/strong><\/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-cbb7925 elementor-widget elementor-widget-heading\" data-id=\"cbb7925\" 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\">Addressing the Skilled Labor Shortage with AI-Driven Automation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50a5075 elementor-widget elementor-widget-text-editor\" data-id=\"50a5075\" 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>Hugh also tackled one of the industry\u2019s most pressing concerns: the <strong>growing shortage of skilled building engineers, HVAC technicians, and maintenance personnel<\/strong>. With demand for skilled labor far exceeding supply, automation through AI-driven predictive maintenance offers a powerful solution:<\/p><ul><li><strong>Optimized workflows<\/strong> reduce reliance on manual checks and inspections.<\/li><li><strong>AI-enhanced decision-making<\/strong> allows facilities teams to manage more buildings with fewer resources.<\/li><li><strong>Remote fault detection<\/strong> eliminates unnecessary site visits, improving efficiency and reducing costs.<\/li><\/ul><p>The bottom line: <strong>With AI, fewer specialists can manage more buildings, reducing the burden on an already stretched workforce.<\/strong><\/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-6a7ed72 elementor-widget elementor-widget-heading\" data-id=\"6a7ed72\" 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\">Looking Ahead: The Next Phase of AI-Driven Building Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-083ec15 elementor-widget elementor-widget-text-editor\" data-id=\"083ec15\" 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>As AI adoption accelerates, the industry is moving toward <strong>autonomous building management<\/strong>, where systems can <strong>self-monitor, self-adjust, and self-optimise<\/strong> with minimal human intervention. Future AI-driven developments in Bueno\u2019s platform will focus on:<\/p><ul><li><strong>Dynamic energy demand-response capabilities<\/strong>\u2014adjusting consumption based on real-time grid pricing.<\/li><li><strong>Fully automated compliance tracking<\/strong>\u2014ensuring continuous adherence to carbon reduction commitments.<\/li><li><strong>Greater system interoperability<\/strong>\u2014seamlessly connecting all BMS, IoT, and metering systems for unified control.<\/li><\/ul><p>The key takeaway from Hugh\u2019s session: <strong>Predictive maintenance and AI-powered automation are no longer optional\u2014they are essential for cost efficiency, sustainability, and future-proofing the built environment.<\/strong><\/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-cc92553 elementor-widget elementor-widget-heading\" data-id=\"cc92553\" 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 AI in Predictive Maintenance is a Game-Changer<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-639fa33 elementor-widget elementor-widget-text-editor\" data-id=\"639fa33\" 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 session at <strong>GBCA Innovation Forum 2025<\/strong> reinforced that <strong>AI-driven predictive maintenance isn\u2019t just the future\u2014it\u2019s already transforming how buildings are managed today<\/strong>. The industry <strong>must move beyond outdated, inefficient maintenance models<\/strong> and embrace the power of <strong>data-driven, real-time optimization<\/strong>.<\/p><p>Those who integrate <strong>AI and predictive analytics now will lead the next era of smart building performance.<\/strong> The question isn\u2019t whether this shift will happen\u2014it\u2019s how fast the industry will adapt.<\/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-0389309 elementor-widget elementor-widget-heading\" data-id=\"0389309\" 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\">Final Thoughts: Why the Industry Needs to Act Now<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1cfdfbd elementor-widget elementor-widget-text-editor\" data-id=\"1cfdfbd\" 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 <strong>GBCA Innovation Forum<\/strong> provided a <strong>compelling glimpse into the future of smart buildings<\/strong>, reinforcing the need for <strong>AI-driven optimization and predictive maintenance<\/strong>.<\/p><p><strong>Key takeaways:<\/strong><\/p><ul><li>Traditional maintenance is <strong>inefficient and costly<\/strong>\u2014AI and predictive analytics are the only scalable solution.<\/li><li>The industry is facing a <strong>skilled labor shortage<\/strong>\u2014automation helps fill the gap.<\/li><li>Sustainability <strong>requires action, not just reporting<\/strong>\u2014data-driven insights turn goals into measurable impact.<\/li><li>The future is <strong>autonomous, self-optimizing buildings<\/strong>\u2014those who embrace AI-driven maintenance now will <strong>lead the next era of smart building management<\/strong>.<\/li><\/ul><p>Bueno is at the forefront of this shift, delivering <strong>proven results<\/strong> and shaping the future of smart, sustainable buildings. The question is no longer <em>if<\/em> AI will drive the next wave of efficiency\u2014but <em>how fast the industry will adopt it<\/em>.<\/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-4de96e2 elementor-widget elementor-widget-heading\" data-id=\"4de96e2\" 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 the GBCA Innovation Forum 2025<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd24ca7 elementor-widget elementor-widget-text-editor\" data-id=\"cd24ca7\" 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>Kicking off <a href=\"https:\/\/new.gbca.org.au\/courses-events\/events\/transform\/\" target=\"_blank\" rel=\"noopener\"><strong>GBCA Transform 2025<\/strong><\/a>, the inaugural <strong>Innovation Forum<\/strong> brought together some of the brightest minds in <strong>technology, sustainability, and smart buildings<\/strong> to discuss the intersection of <strong>digital innovation and the built environment<\/strong>. Across multiple sessions, the event emphasized the <strong>need for action, integration, and forward-thinking technology solutions<\/strong> to address the biggest challenges facing the industry.<\/p><p><strong>Key Themes from the Forum<\/strong><\/p><ol><li><strong> Smart Buildings &amp; ESG: The Role of Technology in Sustainability<\/strong><\/li><\/ol><p>The forum began with a session on <strong>leveraging technology to tackle ESG challenges<\/strong>, led by <strong>Ella Walter-Pavlou from JLL<\/strong>. This session explored how <strong>proptech and data-driven decision-making<\/strong> are essential for achieving <strong>sustainability targets, reducing emissions, and improving energy efficiency<\/strong>.<\/p><ol start=\"2\"><li><strong> Investing in Innovation: What\u2019s Driving the Future of the Built Environment?<\/strong><\/li><\/ol><p>A panel discussion featuring <strong>Rebecca Jinks and Justin Travlos of Taronga Group<\/strong> highlighted the <strong>critical role of investment in scaling sustainability and smart building solutions<\/strong>. With energy costs rising and <strong>regulations tightening<\/strong>, asset owners and operators need to <strong>invest in technology that delivers measurable returns<\/strong>.<\/p><ol start=\"3\"><li><strong> Digital Twins, BIM &amp; AI: The Next Step in Building Intelligence<\/strong><\/li><\/ol><p>One of the standout sessions was Investa&#8217;s\u00a0<strong>Nathan Lyon\u2019s presentation on Digital Twins<\/strong>, which explored how <strong>AI, BIM, and IoT<\/strong> are converging to create <strong>highly responsive, real-time building management systems<\/strong>. The key takeaway? <strong>Data is only useful if it drives action<\/strong>\u2014a sentiment echoed across multiple sessions, including Bueno CEO Hugh Amoyal\u2019s talk on <strong>predictive maintenance<\/strong>.<\/p><ol start=\"4\"><li><strong> Beyond Reporting: From Data to Action<\/strong><\/li><\/ol><p>Sustainability reporting is now <strong>the industry standard<\/strong>, but the real challenge lies in <strong>turning data into measurable impact<\/strong>. <strong>Paul Dearlove from Avani Solutions<\/strong> outlined the <strong>gap between fault detection and action<\/strong>, reinforcing the need for <strong>better integration of predictive analytics into building operations<\/strong>.<\/p><ol start=\"5\"><li><strong> From Smart to Autonomous: Balancing Innovation with the Human Experience<\/strong><\/li><\/ol><p>As buildings become <strong>more intelligent and automated<\/strong>, there\u2019s a growing debate about how to <strong>balance automation with human oversight<\/strong>. A panel featuring <strong>Sheridan Ware (Sustainable Digitalisation Project), Justin Travlos (Taronga Group), and Carolyn Trickett (JLL Spark)<\/strong> examined how to ensure that smart technology enhances rather than replaces human decision-making.<\/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-ef7f1d0 e-flex e-con-boxed e-con e-parent\" data-id=\"ef7f1d0\" 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-a3ac08e elementor-widget elementor-widget-author-box\" data-id=\"a3ac08e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/buenoanalytics.com\/us\/the-leadership-team\/\" class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/buenoanalytics.com\/wp-content\/smush-webp\/2024\/11\/Hugh-Amoyal-300x300.jpg.webp\" alt=\"Picture of Hugh Amoyal\" loading=\"lazy\" title=\"Bueno Analytics\">\n\t\t\t\t<\/a>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/buenoanalytics.com\/us\/the-leadership-team\/\">\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tHugh Amoyal\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/a>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>Hugh Amoyal is the CEO of Bueno Analytics, leading the charge in AI-driven building optimization, predictive maintenance, and smart analytics. With a deep background in data-driven asset management, Hugh has been instrumental in transforming how buildings reduce energy waste, enhance operational efficiency, and meet sustainability targets. Under his leadership, Bueno has pioneered real-time fault detection and machine learning solutions, helping global organizations achieve smarter, more efficient buildings.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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>AI-driven predictive maintenance is no longer optional\u2014it\u2019s essential. At GBCA Innovation Forum, Hugh Amoyal revealed how automation and smart analytics are changing the future of building management.<\/p>","protected":false},"author":8,"featured_media":2010,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[141,135,48,137],"tags":[103,100,49,50,101,102,104,51,105,55],"segment":[121],"class_list":["post-2009","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-ai-machine-learning-building-analytics","category-news-building-optimisation-insights-best-practices","category-news-building-ratings-performance-improvement","category-news-data-driven-maintenance-predictive-insights","tag-ai-in-buildings","tag-building-automation","tag-energy-efficiency","tag-fault-detection","tag-gbca-innovation-forum","tag-hvac","tag-net-zero-buildings","tag-predictive-maintenance","tag-smart-building-analytics","tag-sustainability","segment-commercial"],"_links":{"self":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/posts\/2009"}],"collection":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/comments?post=2009"}],"version-history":[{"count":0,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/posts\/2009\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/media\/2010"}],"wp:attachment":[{"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/media?parent=2009"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/categories?post=2009"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/tags?post=2009"},{"taxonomy":"segment","embeddable":true,"href":"https:\/\/buenoanalytics.com\/us\/wp-json\/wp\/v2\/segment?post=2009"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}