{"id":64339,"date":"2026-02-02T17:50:16","date_gmt":"2026-02-02T16:50:16","guid":{"rendered":"https:\/\/www.smart-impulse.com\/?p=64339"},"modified":"2026-02-03T09:22:52","modified_gmt":"2026-02-03T08:22:52","slug":"how-can-ai-improve-a-buildings-energy-efficiency-the-smart-impulse-x-foobot-complementarity","status":"publish","type":"post","link":"https:\/\/www.smart-impulse.com\/en\/how-can-ai-improve-a-buildings-energy-efficiency-the-smart-impulse-x-foobot-complementarity\/","title":{"rendered":"How can AI improve a building\u2019s energy efficiency? The Smart Impulse x Foobot complementarity"},"content":{"rendered":"<p>In a <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.smart-impulse.com\/en\/commercial-property-owner\/\" target=\"_blank\" rel=\"noopener\">commercial building<\/a><\/span> (offices, healthcare facilities, industrial sites), excess consumption most often stems from<strong> an accumulation of small inefficiencies<\/strong>: restart schedules that are too broad, drifting setpoints, oversized ventilation at certain times, temporary settings that are never readjusted\u2026<\/p>\n<p>&nbsp;<\/p>\n<p>In this context, two levers make the difference when you want <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.smart-impulse.com\/en\/solution\/\" target=\"_blank\" rel=\"noopener\">measurable savings<\/a><\/span> while maintaining comfort:<\/p>\n<ul>\n<li><strong>Understanding precisely where energy is going, by end use,<\/strong>\u00a0using reliable, actionable data.<\/li>\n<li><strong>Acting directly on building operations,<\/strong>\u00a0especially the\u00a0<strong>HVAC<\/strong>\u00a0system (heating, ventilation, air conditioning), which is often a key driver of a building\u2019s energy performance.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>That is exactly where the\u00a0<strong>Smart Impulse x <span style=\"text-decoration: underline;\"><a href=\"https:\/\/foobot.io\/\" target=\"_blank\" rel=\"noopener\">Foobot <\/a><\/span><\/strong>\u00a0complementarity comes into its own: an AI-based metering approach that makes consumption readable\u00a0<strong>\u201cby end use\u201d<\/strong>, and an AI-based control layer that continuously optimises HVAC through the\u00a0<strong>BMS<\/strong>.<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-57752 size-medium\" title=\"https:\/\/www.smart-impulse.com\/en\/contact-2\/\" src=\"https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-300x44.png\" alt=\"book a meeting\" width=\"300\" height=\"44\" srcset=\"https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-300x44.png 300w, https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-768x112.png 768w, https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-700x102.png 700w, https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3.png 914w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><em><strong>Summary<\/strong><\/em><\/p>\n<ul>\n<li><span style=\"text-decoration: underline;\"><a href=\"#T1\"><em>Measuring \u201cby end use\u201d: the foundation of an energy efficiency plan<\/em><\/a><\/span><\/li>\n<li><span style=\"text-decoration: underline;\"><a href=\"#T2\"><em>Using AI to control HVAC: Foobot as a \u201cvirtual specialist\u201d connected to the BMS<\/em><\/a><\/span><\/li>\n<li><span style=\"text-decoration: underline;\"><a href=\"#T3\"><em>Why Smart Impulse strengthens Foobot: reliability, precision, proof of savings<\/em><\/a><\/span><\/li>\n<li><span style=\"text-decoration: underline;\"><a href=\"#T4\"><em>Client case: measure, control, maintain comfort<\/em><\/a><\/span><\/li>\n<li><span style=\"text-decoration: underline;\"><a href=\"#T5\"><em>ROI and scaling up: AI that turns intent into results<\/em><\/a><\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<hr \/>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-size: 14pt; color: #99cc00;\"><strong><a id=\"T1\"><\/a>Measuring \u201cby end use\u201d: the foundation of an energy efficiency plan<\/strong><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p>The most useful question is not \u201chow much does the site consume?\u201d, but rather:<\/p>\n<ul>\n<li>What share comes from HVAC, lighting, IT, auxiliaries\u2026?<\/li>\n<li>When do these end uses occur (working hours, night-time, weekends, off-peak periods)?<\/li>\n<li>Where are the operational drifts and anomalies that develop \u201csilently\u201d?<\/li>\n<\/ul>\n<p>Smart Impulse addresses this need with a pragmatic approach: obtaining end-use analysis from a smart meter (<strong>Smart X<\/strong>) and <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.smart-impulse.com\/en\/nilm-technology\/\" target=\"_blank\" rel=\"noopener\">AI-based disaggregation algorithms<\/a><\/span> (<strong>NILM<\/strong>). The result is a clear, reliable view of electrical end uses, which becomes a solid basis for prioritising actions and evidencing savings.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-53532\" src=\"https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2017\/08\/graph-solution-english-def.jpg\" alt=\"\" width=\"700\" height=\"244\" srcset=\"https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2017\/08\/graph-solution-english-def.jpg 700w, https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2017\/08\/graph-solution-english-def-300x105.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<h2><span style=\"font-size: 14pt; color: #99cc00;\"><strong><a id=\"T2\"><\/a>Using AI to control HVAC: Foobot as a \u201cvirtual specialist\u201d connected to the BMS<\/strong><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p>Foobot, a service marketed by EnergyWise, positions itself as an HVAC autopilot: an AI that makes fine-tuned adjustments to correct operational inefficiencies, while maintaining comfort.<\/p>\n<p><strong>In practical terms, which parameters does Foobot act on?<\/strong><\/p>\n<p>The AI controls a few key variables in the HVAC system, typically:<\/p>\n<p>\u2022 heating and cooling curves (water temperature setpoints),<br \/>\n\u2022 air handling unit control,<br \/>\n\u2022 equipment start-up and shutdown schedules,<br \/>\n\u2022 or other parameters affecting consumption.<\/p>\n<p>Foobot does not replace the BMS. It connects to it as an additional layer\u2014interoperable and reversible (can be activated\/deactivated).<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Two key operational effects<\/strong><\/p>\n<ul>\n<li><strong>Continuous optimisation:<\/strong>\u00a0the AI continuously detects and corrects small inefficiencies which, when combined, generate significant savings.<\/li>\n<li><strong>Anti-drift:<\/strong>\u00a0it automatically removes configuration drift (e.g. an \u201cexceptional\u201d setting left in place for weeks) that becomes costly over time.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>Even in a well-managed building, operations naturally create deviations: successive human interventions, one-off adjustments, occupancy changes\u2026 and ultimately a gradual drift in energy consumption.<\/p>\n<p>A very telling example: an exceptionally early start (a very cold Monday) can remain enabled all winter, even though it was only useful once or twice. Entrusting these parameters to AI helps avoid such energy drifts.<\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-size: 14pt; color: #99cc00;\"><strong><a id=\"T3\"><\/a>Why Smart Impulse strengthens Foobot: reliability, precision, proof of savings<\/strong><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p>Smart Impulse brings a very tangible advantage to the Foobot approach:<\/p>\n<ul>\n<li><strong>Data reliability and availability<\/strong><\/li>\n<\/ul>\n<p>In many optimisation projects, the weak point is energy consumption data: missing, inconsistent, difficult to compare over time. When a site is equipped with Smart Impulse, electrical consumption is monitored, broken down by end use, and easy to exploit.<\/p>\n<ul>\n<li><strong>Distinguishing HVAC from other end uses<\/strong><\/li>\n<\/ul>\n<p>Foobot targets savings on the HVAC system. Being able to isolate this end use (rather than estimate it) via an API with Smart Impulse makes results far more accurate\u2014building by building, season by season\u2014in two steps:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>Learning phase:<\/strong>\u00a0consumption data from Smart Impulse helps establish a reliable baseline using a reference year for Foobot AI training.<\/li>\n<li><strong>Results reporting:<\/strong>\u00a0end-use reporting makes it possible to track savings, avoid misunderstandings about \u201cwhat was really saved\u201d, and clearly visualise performance over time.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-size: 14pt; color: #99cc00;\"><strong><a id=\"T4\"><\/a>Client case: measure, control, maintain comfort<\/strong><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p>A flagship example of this \u201cmeasurement + control\u201d approach concerns office buildings of around\u00a0<strong>13,000 m\u00b2<\/strong>, where Smart Impulse and Foobot have been deployed.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Deployment steps: the \u201cmeasure + control\u201d logic<\/strong><\/p>\n<ol>\n<li><strong>Implementation of the metering plan with Smart Impulse<\/strong>\u00a0(quick installation with no outage): clear end-use consumption reading enabling a precise separation of HVAC loads.<\/li>\n<li><strong>Connection of Foobot to the BMS:<\/strong>\u00a0an interoperable, reversible overlay.<\/li>\n<li><strong>Learning phase:<\/strong>\u00a0understanding building operation and thermal inertia using end-use data connected via API between the two solutions, then establishing the baseline.<\/li>\n<li><strong>Continuous AI control:<\/strong>\u00a0regular adjustments to key parameters, continuously identifying inefficiencies.<\/li>\n<li><strong>Reporting:<\/strong>\u00a0consolidation of savings and end-use tracking over time.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><strong>Observed results<\/strong><\/p>\n<p><strong>27% savings<\/strong>\u00a0were achieved on HVAC system energy consumption compared with the\u00a0<strong>2022<\/strong>\u00a0reference year\u2014i.e.\u00a0<strong>170 MWh<\/strong>\u00a0and around\u00a0<strong>\u20ac60k<\/strong>\u00a0savings \u201cto date\u201d\u2014without degrading thermal comfort.<\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-size: 14pt; color: #99cc00;\"><strong><a id=\"T5\"><\/a>ROI and scaling up: AI that turns intent into results<\/strong><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p>In a context shaped by the <b>Net Zero goal <\/b>and stronger requirements around energy performance, many organisations are looking for solutions\u2026 but above all they decide based on\u00a0<strong>proven ROI<\/strong>.<\/p>\n<p>That is precisely where AI changes the game, not as a \u201cgadget\u201d, but as a driver of operational efficiency: it detects drift, continuously adjusts, and secures performance over time.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Fast ROI\u2026 because AI acts on the right levers<\/strong><\/p>\n<ul>\n<li><strong>Foobot:<\/strong>\u00a0AI-driven HVAC optimisation targets an ROI of around\u00a0<strong>12 months<\/strong>, sometimes less depending on the building\u2019s configuration and use.<\/li>\n<li><strong>Smart Impulse:<\/strong>\u00a0ROI is generally rapid, with an average\u00a0<strong>15% reduction in electrical consumption in under a year<\/strong>, because the tool immediately makes consumption readable by end use (HVAC, lighting, IT\u2026), enabling action prioritisation, avoiding unnecessary investments, and turning assumptions into data-driven decisions.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>That is also what makes the Smart Impulse x Foobot combination so operational:<\/p>\n<ul>\n<li>you measure better,<\/li>\n<li>you control more precisely,<\/li>\n<li>you prove faster,<\/li>\n<li>and you maintain performance over time.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><em><strong>Article written by Sabine Dorgan (Head of Marketing, Smart Impulse). Thanks to Inouk Bourgon (CEO of Energywise) his participation and contributions.<\/strong><\/em><\/p>\n<h2><\/h2>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-57752 size-medium\" title=\"https:\/\/www.smart-impulse.com\/en\/contact-2\/\" src=\"https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-300x44.png\" alt=\"book a meeting\" width=\"300\" height=\"44\" srcset=\"https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-300x44.png 300w, https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-768x112.png 768w, https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3-700x102.png 700w, https:\/\/www.smart-impulse.com\/wp-content\/uploads\/2023\/10\/CONTENU-3.png 914w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>To go futher:<\/strong><\/p>\n<p><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.smart-impulse.com\/en\/new-multisite-reports\/\" target=\"_blank\" rel=\"noopener\">New Multisite Reports: a new feature for portfolio-level energy performance management<\/a><\/span><\/p>\n<p><span style=\"text-decoration: underline;\">E<a href=\"https:\/\/www.smart-impulse.com\/en\/energy-metering-plan-6-steps-to-smarter-energy-management\/\" target=\"_blank\" rel=\"noopener\">nergy Metering Plan: 6 steps to Smarter Energy Management<\/a><\/span><\/p>\n<p><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.smart-impulse.com\/en\/green-building-certification-process\/\" target=\"_blank\" rel=\"noopener\">Green Building Certification Process: How Non-Intrusive Load Monitoring Helps Achieve Top-Level Sustainability Standards<\/a><\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In a commercial building (offices, healthcare facilities, industrial sites), excess consumption most often stems from an accumulation of small inefficiencies: restart schedules that are too broad, drifting setpoints, oversized ventilation at certain times, temporary settings that are never readjusted\u2026<\/p>\n","protected":false},"author":12,"featured_media":64340,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-64339","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How can AI improve a building\u2019s energy efficiency? | SMART IMPULSE<\/title>\n<meta name=\"description\" content=\"How can AI improve a building\u2019s energy efficiency? 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