{"id":219999,"date":"2026-09-30T11:18:09","date_gmt":"2026-09-30T11:18:09","guid":{"rendered":"https:\/\/10pearls.com\/uk\/?p=219999"},"modified":"2026-10-01T10:45:45","modified_gmt":"2026-10-01T10:45:45","slug":"digital-transformation-energy-industry","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/digital-transformation-energy-industry\/","title":{"rendered":"Digital Transformation in the Energy Industry &#8211; A Practical Roadmap"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"219999\" class=\"elementor elementor-219999\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb1134b e-flex e-con-boxed e-con e-parent\" data-id=\"eb1134b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72091b8 elementor-widget__width-initial indigo-h1 elementor-widget elementor-widget-heading\" data-id=\"72091b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Digital Transformation \nin the Energy Industry<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2112d23 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"2112d23\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"81\" height=\"81\" viewBox=\"0 0 81 81\" fill=\"none\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M41.9662 0.167969C54.7101 0.167969 65.9976 6.21222 73.207 15.5335C70.8038 14.2955 68.1822 13.4216 65.5606 12.8391L64.2498 12.6206L62.5749 12.4749H57.9871L56.1665 12.6206C45.1704 14.514 36.8686 22.2331 33.8829 32.6467C33.2275 34.9771 32.9362 37.3074 32.9362 39.7105C32.9362 44.5168 34.1014 49.2502 36.5773 53.4011C40.7282 60.392 48.0104 65.4168 56.5306 66.5819L58.3512 66.7276H62.7934L64.6139 66.5819C67.5996 66.0722 70.4397 65.1255 73.0613 63.7419C65.5606 73.4272 53.5449 79.5443 40.2184 78.9617C19.8282 78.0879 3.29751 61.5572 2.49646 41.1669C1.69541 18.7377 19.6825 0.167969 41.9662 0.167969ZM21.8672 65.6353H30.8972V14.1499H12.4003L17.862 23.4711H21.8672V65.6353Z\" fill=\"black\"><\/path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M60.5396 20.9219C70.8803 20.9219 79.2549 29.2964 79.2549 39.6372C79.2549 49.978 70.8803 58.3526 60.5396 58.3526C50.1988 58.3526 41.8242 49.978 41.8242 39.6372C41.8242 29.2964 50.1988 20.9219 60.5396 20.9219Z\" fill=\"black\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">10Pearls Editorial Team<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">13 min read<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\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-c2257cf e-flex e-con-boxed e-con e-parent\" data-id=\"c2257cf\" 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-fa30f1a e-con-full e-flex e-con e-child\" data-id=\"fa30f1a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be19f37 elementor-widget elementor-widget-heading\" data-id=\"be19f37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Summary<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b0d484 elementor-widget elementor-widget-text-editor\" data-id=\"1b0d484\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Energy companies have invested in digital technology, yet many initiatives struggle to reach daily operations. Legacy systems and gaps between technology and operational teams can hold progress back. Building the right foundation and starting with practical use cases can help companies move forward with greater clarity. Use these insights to identify where your transformation should start.<\/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-a129bf0 e-con-full e-flex e-con e-child\" data-id=\"a129bf0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-de96b2d e-con-full e-flex e-con e-child\" data-id=\"de96b2d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bfa1a32 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"bfa1a32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Many energy operators have tested digital solutions, but taking those solutions from a successful pilot to wider operational use remains a challenge.<\/p><p>This gap can be filled by turning successful pilots into scalable, production-ready digital capabilities. This matters because digital systems are becoming essential to reliable and cost-effective energy operations. The International Energy Agency estimates that digital technologies could reduce global grid investment by <a href=\"https:\/\/www.iea.org\/news\/power-system-digitalisation-is-crucial-for-clean-energy-transitions-and-security-in-developing-markets-but-investment-is-lagging\" target=\"_blank\" rel=\"noopener nofollow\"><span style=\"text-decoration: underline;\">USD 1.8 trillion<\/span> <\/a>through 2050 by extending grid lifetimes, integrating renewable energy, and reducing supply interruptions.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f78a3f6 e-con-full e-flex e-con e-child\" data-id=\"f78a3f6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a61e675 elementor-widget elementor-widget-text-editor\" data-id=\"a61e675\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The International Energy Agency estimates that digital technologies could reduce global grid investment by <strong style=\"color: #6366f1 !important;\">USD 1.8 trillion<\/strong> through 2050.<\/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-6ca3d92 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"6ca3d92\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"01\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Where digital transformation in energy \nstands today<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efb97c5 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"efb97c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The energy industry is already highly digital in many areas. Control rooms use SCADA systems, plants rely on distributed control systems, and operators use historians, ERP platforms, GIS, and <span data-teams=\"true\">specialised <\/span>engineering applications. These technologies often operate differently across sites, with different data structures, standards, and connections between systems. This makes it difficult to move data across the <span data-teams=\"true\">organisation <\/span>and turn it into consistent, actionable decisions. There are three forces that are making that connection more urgent:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-111e5a1 e-con-full e-flex e-con e-child\" data-id=\"111e5a1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-10e7b42 e-con-full section-head-margin-bottom e-flex e-con e-child\" data-id=\"10e7b42\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ffcf8d elementor-widget elementor-widget-image-box\" data-id=\"0ffcf8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">01<\/h3><p class=\"elementor-image-box-description\"><b>Ageing infrastructure<\/b><\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0cc1ba5 elementor-widget elementor-widget-text-editor\" data-id=\"0cc1ba5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Existing grid and generation assets are being asked to support new demand patterns, distributed resources, and higher expectations for resilience. The <a href=\"https:\/\/www.energy.gov\/oe\/grid-modernization-and-smart-grid\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">U.S. Department of Energy<\/span><\/a> explains that grid <span data-teams=\"true\">modernisation <\/span>can improve reliability, outage recovery, renewable integration, and operating efficiency.<\/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-a646701 e-con-full section-head-margin-bottom e-flex e-con e-child\" data-id=\"a646701\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d042f41 elementor-widget elementor-widget-image-box\" data-id=\"d042f41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">02<\/h3><p class=\"elementor-image-box-description\"><b>Renewable integration<\/b><\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20ed997 elementor-widget elementor-widget-text-editor\" data-id=\"20ed997\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Wind and solar output can change quickly with weather conditions. This makes it harder for operators to plan generation and balance the grid as conditions change. Storage and flexible demand can help manage these changes.<\/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-49453f5 e-con-full section-head-margin-bottom e-flex e-con e-child\" data-id=\"49453f5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ecee0b1 elementor-widget elementor-widget-image-box\" data-id=\"ecee0b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">03<\/h3><p class=\"elementor-image-box-description\"><b>Electrification<\/b><\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd1c037 elementor-widget elementor-widget-text-editor\" data-id=\"cd1c037\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>EVs, heat pumps, industrial equipment, and data <span data-teams=\"true\">centres <\/span>are changing electricity demand. This puts more pressure on utilities to understand where demand is growing and when the grid will need more capacity.<\/p>\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-68d96c7 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"68d96c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>These pressures are increasing the need for digital capabilities across energy operations. A proof of concept may work well in a controlled environment, while deploying it across multiple sites introduces new challenges. Data may sit in site-specific systems. Sensors may be configured differently across locations. An AI model may work in a pilot but have no clear path into daily operations. Security or integration issues may prevent the solution from connecting to core systems.<\/p><p>Scaling a pilot across sites means <span data-teams=\"true\">standardising <\/span>data, connecting systems, adapting workflows, addressing security requirements, and giving operational teams the tools to run and support it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e052272 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"e052272\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"455\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-1.webp\" class=\"attachment-large size-large wp-image-220005\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-1.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-1-300x159.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-1-768x406.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bba0028 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"bba0028\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"02\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The five pillars of digital transformation in the \nenergy industry<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a6bae0 mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"6a6bae0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"mi-table\">\r\n  <table>\r\n    <thead>\r\n      <tr>\r\n        <th>Pillar<\/th>\r\n        <th>What it covers<\/th>\r\n        <th>Typical starting point<\/th>\r\n        <th>Business outcome<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td><strong>Connected infrastructure<\/strong><\/td>\r\n        <td>Sensors, smart meters, SCADA modernisation, and edge telemetry<\/td>\r\n        <td>Partial instrumentation on critical assets<\/td>\r\n        <td>Real-time asset visibility<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Unified data foundation<\/strong><\/td>\r\n        <td>Historians, time-series platforms, OT and IT integration, and governance<\/td>\r\n        <td>Data trapped in site or vendor silos<\/td>\r\n        <td>One trusted view of operations<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>AI and automation<\/strong><\/td>\r\n        <td>Forecasting, anomaly detection, optimisation, and computer vision<\/td>\r\n        <td>Isolated pilots with no production path<\/td>\r\n        <td>Fewer unplanned outages and better dispatch<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Cloud and modernisation<\/strong><\/td>\r\n        <td>Migration, application modernisation, and integration layers<\/td>\r\n        <td>On-premises systems limiting analytics<\/td>\r\n        <td>Elastic capacity and faster releases<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Workforce and culture<\/strong><\/td>\r\n        <td>Operator adoption, knowledge capture, and change management<\/td>\r\n        <td>Tools deployed without buy-in<\/td>\r\n        <td>Sustained use rather than shelfware<\/td>\r\n      <\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6ccded indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"f6ccded\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Connected infrastructure<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92c5942 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"92c5942\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Connected infrastructure provides the visibility needed for digital operations. It includes asset sensors, smart meters, condition-monitoring devices, <span data-teams=\"true\">modernised <\/span>SCADA, and edge systems that collect telemetry close to equipment. These technologies help operators see asset condition and performance more clearly, particularly where existing systems leave gaps. <a href=\"\/iot\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">IoT services<\/span><\/a> can support this layer when they account for safety requirements, connectivity limits, maintenance practices, and the lifecycle of energy assets.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0878dde indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"0878dde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Unified data foundation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65335b8 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"65335b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Energy data is spread across plants, substations, field devices, enterprise systems, and external sources. Bringing this data together creates a consistent view of assets and operations. Existing historians and time-series databases can remain in place, with APIs linking them to other systems. Shared metadata and data-quality rules help keep the information consistent across the data environment.<\/p><p><a href=\"\/industry-energy\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">Energy management software solutions<\/span><\/a> are more useful when assets, locations, events, and measurements are defined consistently across systems. Teams can then access the data they need without having to reconcile different sources first.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61f975b indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"61f975b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI &amp; automation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa0486f section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"fa0486f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI can help improve specific energy operations, including predictive maintenance, anomaly detection, equipment inspections, generation forecasting, and storage <span data-teams=\"true\">optimisation<\/span>. Using these applications in production requires a well-performing model. Teams need good data, human review, monitoring, clear thresholds, and a plan for cases where the model cannot be used. A focused use case with a measurable baseline is a practical place to start.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b6e17d indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"7b6e17d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Cloud &amp; modernisation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe58fd6 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"fe58fd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Cloud can support many energy workloads. <span data-teams=\"true\">Modernisation <\/span>can start with APIs around a legacy system, an integration layer, a new data service, or a focused migration. The approach should fit the system and its role in operations. For critical systems that have been running for years, gradual changes can reduce disruption and make it easier to manage the transition.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9746caf indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"9746caf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Workforce &amp; culture<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-720e25f section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"720e25f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Operators, engineers, planners, technicians, cybersecurity specialists, and data teams need to be involved from the start. New tools should support existing workflows and make it clear who is responsible for each task. Training and field feedback also help teams adopt new systems and use them consistently.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-589e9e3 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"589e9e3\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"03\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Digital transformation by energy sub-sector<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1d6dfd section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"e1d6dfd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Digital priorities vary across the energy industry based on the assets, operating environment, safety requirements, and business needs involved.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b14b50a e-con-full e-flex e-con e-child\" data-id=\"b14b50a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00c5a09 indigo-h4 elementor-widget elementor-widget-icon-box\" data-id=\"00c5a09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDigital transformation in oil &amp; gas\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUpstream operations generate large amounts of geological, seismic, drilling, production, and equipment data. Digital transformation in oil and gas can help teams process seismic data, improve drilling decisions, model reservoirs, and monitor remote assets. These capabilities are most useful when they support the daily decisions of geoscience, drilling, production, and maintenance teams.\n<br> <br>\nDownstream operations depend on efficient refinery processes and a steady flow of materials and products. Digital twins can help teams test operating scenarios before making changes. Better supply-chain data can give teams a clearer view of what is moving through the business and support planning. Technology can also reduce the need for people to enter hazardous areas for inspections.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-00755ce e-con-full e-flex e-con e-child\" data-id=\"00755ce\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3c600b indigo-h4 elementor-widget elementor-widget-icon-box\" data-id=\"b3c600b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPower generation &amp; utilities\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tPower organisations are managing ageing infrastructure alongside changing demand and more variable generation. Grid modernisation can improve how utilities monitor, manage, and respond to changes across the network. Smart grid technology supports better visibility, automated fault detection, demand response, and faster restoration. Generation operators can also use these technologies to monitor equipment, support dispatch decisions, and predict outages.\n<br><br>\nDigital transformation in utilities deserves deeper treatment because regulation, public accountability, customer data, and reliability obligations shape every technology decision.\n<br><br>\nLearn more about digital transformation in utilities.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-67e9d3e e-con-full e-flex e-con e-child\" data-id=\"67e9d3e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-14d0e28 indigo-h4 elementor-widget elementor-widget-icon-box\" data-id=\"14d0e28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDigital transformation in renewable energy\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDigital transformation in renewable energy focuses on forecasting power generation, identifying performance issues, managing energy storage, and coordinating EV charging. Looking across the full portfolio gives operators a clearer view of the conditions affecting generation and grid operations. A shared data layer brings this information together and helps teams make better operating decisions.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9b29fc4 section-padding gradient-lefttoright-service e-con-full e-flex e-con e-child\" data-id=\"9b29fc4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-cbbbb4d e-con-full e-flex e-con e-child\" data-id=\"cbbbb4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d1e4c9b indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"d1e4c9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Get a clear view of your digital readiness<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74712f6 elementor-widget elementor-widget-text-editor\" data-id=\"74712f6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Our engineers can map your OT and IT environment to identify which use cases are ready for production and where your data foundation needs more work.<\/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-ba914cf indigo-btn indigo-btn--gradient elementor-widget elementor-widget-button\" data-id=\"ba914cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/get-in-touch\/\" target=\"_blank\">\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\">Let\u2019s connect<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-9786c92 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"9786c92\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"04\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why energy transformation programmes are struggling to move into production<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d581c6 mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"5d581c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"mi-table\">\r\n  <table>\r\n    <thead>\r\n      <tr>\r\n        <th>Barrier<\/th>\r\n        <th>Why it stalls programmes<\/th>\r\n        <th>Practical mitigation<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td><strong>Legacy systems<\/strong><\/td>\r\n        <td>Long asset lifecycles and OT vendor lock-in make replacement impractical.<\/td>\r\n        <td>Use a strangler pattern and integration layers rather than rip and replace.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Data silos<\/strong><\/td>\r\n        <td>Each site and vendor may use its own data model and quality rules.<\/td>\r\n        <td>Establish a common data model and phased consolidation sequence.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>OT and IT security<\/strong><\/td>\r\n        <td>Connecting operational systems can widen the attack surface.<\/td>\r\n        <td>Use segmented architecture and joint OT and IT governance.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Skills gap<\/strong><\/td>\r\n        <td>Domain experts and data engineers rarely share one team or vocabulary.<\/td>\r\n        <td>Create paired delivery teams and structured knowledge capture.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Regulatory reporting<\/strong><\/td>\r\n        <td>Compliance work absorbs capacity intended for transformation.<\/td>\r\n        <td>Automate reporting first, then redirect released capacity.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Unclear ROI<\/strong><\/td>\r\n        <td>Benefits often land in operations while the digital programme carries the cost.<\/td>\r\n        <td>Agree on the baseline, owner, and measurement method before building.<\/td>\r\n      <\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db7ca9a indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"db7ca9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Legacy system modernisation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a78db5 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"3a78db5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Energy assets can remain in service for decades, and the technology controlling them can stay in place just as long. Many legacy systems were built before today\u2019s requirements for connectivity, cybersecurity, and real-time data, and may rely on proprietary interfaces that make it difficult to connect newer applications and data sources. Replacing them can also disrupt critical operations, so <span data-teams=\"true\">modernisation <\/span>needs to account for how these systems actually run.<\/p><p>APIs can expose data from older platforms while new applications take on functions that need to change. Teams can test these changes alongside existing systems before putting them into daily use.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fba4d56 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"fba4d56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Data silos<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09cc540 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"09cc540\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Data is often kept in separate systems across sites and vendors, with each using its own formats and standards. This makes it difficult for teams to find the information they need and get a complete picture of operations. It also makes digital projects harder to expand. Bringing systems together and agreeing on common data standards can help.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf62396 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"bf62396\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">OT &amp; IT security<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4e9ddc section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"b4e9ddc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Energy systems cannot be connected like standard enterprise applications. OT controls physical equipment, and a security incident can affect production, equipment, or safety. As more OT systems connect to enterprise networks and external services, security needs to be considered alongside the architecture from the beginning.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b8432e indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"2b8432e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Skills gap<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec70b27 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"ec70b27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Gaps between digital skills and operational expertise can constrain technology adoption across the energy sector. Many <span data-teams=\"true\">organisations <\/span>have strong operational expertise, while the people building data and AI solutions may have limited knowledge of the assets and processes involved. That gap can make it harder to move a digital solution into real operations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45b028b indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"45b028b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Regulatory reporting burden<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96845c9 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"96845c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Energy companies operate under detailed regulatory requirements, with reporting and data obligations varying across markets and parts of the value chain. This can make it harder to introduce new data practices or digital processes, particularly when systems need to satisfy existing reporting requirements while supporting new uses of data. Regulatory and policy barriers are <span data-teams=\"true\">recognised <\/span>as a constraint on energy <span data-teams=\"true\">digitalisation<\/span>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a542d31 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"a542d31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Unclear ROI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53a345a section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"53a345a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Digital investments in energy can be difficult to value because the benefit may show up in another part of the operation. Oil and gas companies, for example, can struggle to define and track the value of individual use cases when data and infrastructure are spread across different systems and business units. A clear business case needs to connect the technology to a specific operational result.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3457b44 section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"3457b44\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"455\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-2.webp\" class=\"attachment-large size-large wp-image-220006\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-2.webp 860w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-2-300x159.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/Digital-Transformation-in-the-Energy-Industry-A-Practical-Roadmap-fold-2-768x406.webp 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31b8d90 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"31b8d90\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"05\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The way forward with a phased roadmap<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ff6d31 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"1ff6d31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Digital transformation usually develops in stages, and the work can overlap. Teams may start building the data foundation while they are testing their first use case. This illustrative phased roadmap below shows a typical progression from assessment to production and wider adoption.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-68e597a e-con-full e-flex e-con e-child\" data-id=\"68e597a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c940754 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"c940754\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M21.877 16.8c-0.32-0.24-0.88-0.16-1.12 0.16-0.96 1.28-2.080 2.56-3.28 3.76s-2.4 2.24-3.6 3.12c-0.96-0.8-1.92-1.68-2.88-2.64-1.2-1.2-2.24-2.4-3.12-3.52 0.88-1.12 1.92-2.32 3.12-3.52 0.96-0.96 1.92-1.84 2.96-2.64 0.32 0.16 0.72 0 0.88-0.24s0.16-0.48 0.080-0.72c0.080-0.24 0.080-0.56-0.080-0.72-0.24-0.32-0.64-0.4-0.96-0.24-4.64-3.28-8.56-4.16-10.4-2.4-2.080 2.080-0.56 6.32 2.4 10.48-2.96 4.16-4.48 8.4-2.4 10.48 0.64 0.64 1.52 0.96 2.56 0.96 2.16 0 5.040-1.28 7.84-3.28 3.040 2.24 6.16 3.84 8.56 3.84 1.040 0 1.92-0.32 2.56-0.96 1.92-1.92 0.8-6.16-2.8-11.040 0.080-0.32 0-0.64-0.32-0.88zM4.676 8.4c0.96-0.96 3.92-0.48 7.92 2.24-0.96 0.8-1.84 1.6-2.72 2.48-1.040 1.040-2 2.16-2.96 3.28-2.56-3.76-3.36-6.96-2.24-8zM4.676 27.040c-1.12-1.12-0.24-4.24 2.32-8 0.88 1.12 1.92 2.24 2.96 3.28 0.88 0.88 1.76 1.68 2.72 2.48-3.84 2.56-6.96 3.36-8 2.24zM23.877 27.6c-1.12 1.12-4.64 0.16-8.64-2.72 1.2-0.96 2.32-1.92 3.44-3.040 0.88-0.88 1.76-1.84 2.56-2.8 3.040 4.32 3.68 7.52 2.64 8.56z\"><\/path><path d=\"M28.357 7.28c-0.88-0.16-1.76-0.56-2.48-1.28-0.72-0.64-1.2-1.52-1.36-2.48l-0.080-0.16c-0.16-0.56-0.72-1.040-1.36-1.040 0 0 0 0 0 0-0.64 0-1.2 0.48-1.36 1.12v0.16c-0.24 0.96-0.64 1.76-1.36 2.48-0.72 0.64-1.6 1.12-2.48 1.28-0.64 0.080-1.12 0.64-1.12 1.36 0 0.64 0.4 1.2 1.040 1.36 0 0 0 0 0.080 0 0.96 0.16 1.84 0.64 2.48 1.28s1.2 1.52 1.36 2.48v0.16c0.16 0.64 0.72 1.12 1.36 1.12 0 0 0 0 0 0 0.64 0 1.2-0.48 1.36-1.040l0.080-0.24c0.24-0.96 0.72-1.76 1.36-2.4 0.72-0.64 1.6-1.12 2.48-1.28 0.64-0.080 1.12-0.64 1.12-1.36 0.080-0.8-0.4-1.36-1.12-1.52zM24.756 10.080c-0.8 0.72-1.36 1.68-1.68 2.64-0.32-1.040-0.88-1.92-1.68-2.64-0.72-0.64-1.52-1.12-2.4-1.44 0.88-0.32 1.68-0.8 2.4-1.44 0.8-0.72 1.36-1.6 1.68-2.64 0.32 0.96 0.96 1.92 1.68 2.64 0.72 0.64 1.52 1.12 2.4 1.44-0.88 0.32-1.68 0.8-2.4 1.44z\"><\/path><path d=\"M12.757 16.56c-0.32 0.32-0.56 0.8-0.56 1.28s0.16 0.96 0.56 1.28c0.32 0.32 0.8 0.56 1.28 0.56s0.96-0.16 1.28-0.56c0.32-0.32 0.56-0.8 0.56-1.28s-0.16-0.96-0.56-1.28c-0.72-0.72-1.92-0.72-2.56 0zM14.197 17.76c0 0.080 0 0.080-0.080 0.16s-0.16 0.080-0.24 0c0 0-0.080-0.080-0.080-0.16s0-0.080 0.080-0.16c0 0 0.080-0.080 0.16-0.080s0.080 0 0.16 0.080c-0.080 0.080 0 0.16 0 0.16z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAssess &amp; prioritise\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t0 to 3 months\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b377764 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"b377764\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8bd8a5a elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"8bd8a5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M25.68 20.96c-0.32-0.32-0.8-0.32-1.12 0s-0.32 0.8 0 1.12l2.32 2.32h-10.16c-0.080-0.16-0.080-0.4-0.16-0.56-0.16-0.4-0.4-0.8-0.8-1.12-0.32-0.32-0.72-0.56-1.12-0.8-0.88-0.32-1.84-0.32-2.72 0-0.4 0.16-0.8 0.4-1.12 0.8-0.32 0.32-0.56 0.72-0.8 1.12-0.080 0.16-0.16 0.4-0.16 0.56h-1.6c-1.12 0-2.16-0.48-2.96-1.28s-1.2-1.84-1.2-2.96c0-1.12 0.4-2.16 1.2-2.96s1.84-1.28 2.96-1.28h7.040c0.16 0.64 0.48 1.2 0.96 1.68 0.64 0.64 1.52 1.040 2.48 1.040s1.84-0.4 2.48-1.040c0.48-0.48 0.8-1.040 0.96-1.68h2.080c1.44 0 2.8-0.56 3.76-1.6 1.040-1.040 1.6-2.4 1.6-3.76 0-1.44-0.56-2.8-1.6-3.76-1.040-1.040-2.4-1.6-3.76-1.6h-9.36c-0.16-0.64-0.48-1.2-0.96-1.68-0.64-0.72-1.52-1.12-2.48-1.12s-1.84 0.4-2.48 1.040c-0.48 0.48-0.8 1.040-0.96 1.68h-4.8c-0.48 0-0.8 0.32-0.8 0.8s0.32 0.8 0.8 0.8h4.8c0.16 0.64 0.48 1.2 0.96 1.68 0.64 0.64 1.52 1.040 2.48 1.040s1.84-0.4 2.48-1.040c0.48-0.48 0.8-1.040 0.96-1.68h9.36c1.040 0 1.92 0.4 2.64 1.12s1.12 1.68 1.12 2.64c0 1.040-0.4 1.92-1.12 2.64s-1.68 1.12-2.64 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0-0.4-0.4-0.56-0.88-0.56-1.36 0 0 0 0 0 0s0 0 0 0c0-0.48 0.24-1.040 0.56-1.36 0.4-0.32 0.88-0.56 1.36-0.56zM15.040 25.92c-0.080 0.24-0.24 0.48-0.4 0.64s-0.4 0.32-0.64 0.4c-0.48 0.16-1.040 0.16-1.52 0-0.24-0.080-0.48-0.24-0.64-0.4s-0.32-0.4-0.4-0.64-0.16-0.48-0.16-0.72 0.080-0.48 0.16-0.72 0.24-0.48 0.4-0.64c0.16-0.16 0.4-0.32 0.64-0.4s0.48-0.16 0.72-0.16 0.48 0.080 0.72 0.16c0.24 0.080 0.48 0.24 0.64 0.4s0.32 0.4 0.4 0.64 0.16 0.48 0.16 0.72 0 0.48-0.080 0.72z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tBuild the data foundation\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t3 to 9 months\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a936ee elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"8a936ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-696748c elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"696748c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M7.36 17.12c0.48-0.48 1.52-0.48 3.76-0.48h1.76c0.16 1.92 1.040 2.56 3.28 2.56h5.040c2.24 0 3.12-0.64 3.28-2.56 2.080 0 3.28-0.080 4.080-0.96 0.96-0.96 0.96-2.4 0.96-4.88s0-3.92-0.96-4.88c-0.88-0.88-2.080-0.96-4.080-0.96-0.16-1.92-1.040-2.56-3.28-2.56h-5.040c-2.48 0-3.36 0.8-3.36 3.36s0.8 3.36 3.36 3.36h1.76v3.44h-1.76c-2.24 0-3.12 0.64-3.28 2.56h-1.76c-2.48 0-3.92 0-4.88 0.96s-0.96 2.4-0.96 4.88v2.080c-0.64 0.080-1.28 0.4-1.76 0.88-0.72 0.64-1.040 1.44-1.040 2.32s0.32 1.76 0.96 2.32c0.64 0.72 1.44 1.040 2.4 1.040s1.76-0.32 2.32-0.96c0.48-0.48 0.8-1.2 0.96-1.84h3.76c0.16 1.92 1.040 2.56 3.28 2.56h5.040c2.48 0 3.36-0.8 3.36-3.36s-0.8-3.36-3.36-3.36h-5.040c-2.24 0-3.12 0.64-3.28 2.56h-3.92c-0.16-0.48-0.4-0.88-0.8-1.2-0.4-0.4-0.88-0.64-1.36-0.8v-2.24c0-2.32 0-3.36 0.56-3.84zM24.48 6.56c1.76 0 2.56 0.080 2.96 0.48 0.48 0.48 0.48 1.44 0.48 3.76s0 3.28-0.48 3.76c-0.4 0.4-1.28 0.48-2.96 0.48-0.16-1.92-1.040-2.56-3.28-2.56h-1.76v-3.44h1.76c2.24 0 3.12-0.64 3.28-2.48zM16.16 7.44c-1.68 0-1.76-0.080-1.76-1.76 0-1.6 0.080-1.68 1.76-1.68h5.040c1.68 0 1.76 0.080 1.76 1.76s-0.080 1.76-1.76 1.76h-5.040zM16.16 14.080h5.040c1.68 0 1.76 0.080 1.76 1.76s-0.16 1.76-1.76 1.76h-5.040c-1.68 0-1.76-0.080-1.76-1.76s0.080-1.76 1.76-1.76zM16.16 24.24h5.040c1.68 0 1.76 0.080 1.76 1.76s-0.080 1.76-1.76 1.76h-5.040c-1.68 0-1.76-0.080-1.76-1.76s0.080-1.76 1.76-1.76zM7.52 26.24c0 0.48-0.16 0.88-0.48 1.2-0.64 0.64-1.76 0.64-2.48 0-0.32-0.24-0.48-0.72-0.48-1.2s0.16-0.88 0.48-1.2 0.8-0.48 1.2-0.48c0.48 0 0.88 0.16 1.2 0.48 0.4 0.32 0.56 0.8 0.56 1.2z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDeploy intelligence\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t9 to 18 months\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-545dca4 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"545dca4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89e7e87 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"89e7e87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M28.6 21.76h-2.32v-3.040c0-0.88-0.32-1.6-0.88-2.24s-1.36-0.88-2.24-0.88h-6.16v-5.36h2.72c0.48 0 0.8-0.32 0.8-0.8v-5.84c0-0.48-0.32-0.8-0.8-0.8h-6.96c-0.48 0-0.8 0.32-0.8 0.8v5.84c0 0.48 0.32 0.8 0.8 0.8h2.64v5.36h-6.16c-0.88 0-1.6 0.32-2.24 0.88-0.64 0.64-0.88 1.36-0.88 2.24v3.040h-2.72c-0.48 0-0.8 0.32-0.8 0.8v5.84c0 0.48 0.32 0.8 0.8 0.8h7.2c0.48 0 0.8-0.32 0.8-0.8v-5.84c0-0.48-0.32-0.8-0.8-0.8h-2.88v-3.040c0-0.4 0.16-0.8 0.48-1.040 0.32-0.32 0.64-0.48 1.040-0.48h13.92c0.4 0 0.8 0.16 1.040 0.48s0.48 0.64 0.48 1.040v3.040h-3.040c-0.48 0-0.8 0.32-0.8 0.8v5.84c0 0.48 0.32 0.8 0.8 0.8h6.96c0.48 0 0.8-0.32 0.8-0.8v-5.84c0-0.48-0.32-0.8-0.8-0.8zM9.8 23.36v4.24h-5.6v-4.24h5.6zM16.2 8.64h-2.72v-4.24h5.36v4.24h-2.64c0 0 0 0 0 0zM27.8 27.52h-5.36v-4.24h5.36v4.24z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tScale &amp; operationalise\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t18 months and beyond\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-177e70f mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"177e70f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"mi-table\">\r\n  <table>\r\n    <thead>\r\n      <tr>\r\n        <th><\/th>\r\n        <th>Phase<\/th>\r\n        <th>Indicative timeframe<\/th>\r\n        <th>Key activities<\/th>\r\n        <th>Success measure<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td>1<\/td>\r\n        <td><strong>Assess and prioritise<\/strong><\/td>\r\n        <td>0 to 3 months<\/td>\r\n        <td>Technology assessment, data-readiness audit, and use cases scored on effort and impact<\/td>\r\n        <td>Ranked, costed use-case backlog<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>2<\/td>\r\n        <td><strong>Build the data foundation<\/strong><\/td>\r\n        <td>3 to 9 months<\/td>\r\n        <td>Close instrumentation gaps, stand up the data platform, integrate OT and IT, and set governance<\/td>\r\n        <td>One trusted data source used by two or more teams<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>3<\/td>\r\n        <td><strong>Deploy intelligence<\/strong><\/td>\r\n        <td>9 to 18 months<\/td>\r\n        <td>Launch production AI use cases, starting with predictive maintenance, and measure against a baseline<\/td>\r\n        <td>Measurable reduction in unplanned downtime<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td>4<\/td>\r\n        <td><strong>Scale and operationalise<\/strong><\/td>\r\n        <td>18 months and beyond<\/td>\r\n        <td>Reuse the platform across sites, implement MLOps, enable the workforce, and measure continuously<\/td>\r\n        <td>Use cases live at three or more sites<\/td>\r\n      <\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50e4a34 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"50e4a34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Assess &amp; prioritise<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc5e68a section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"bc5e68a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Start with an operating problem that needs to be solved. Review the systems, data, and infrastructure involved and identify where the main gaps are. Our <a href=\"\/technology-assessment\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">technology assessment approach<\/span><\/a> and <a href=\"\/blog\/ai-data-readiness-roadmap-guidance\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">AI data readiness guide<\/span><\/a> can help with this work. From there, compare the use cases based on their value, feasibility, risk, and expected time to benefit.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4dc7dc1 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"4dc7dc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Build the data foundation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6ba5e7 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"c6ba5e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A strong data foundation needs to be part of the work from the start, especially when AI will be used in production. Address the gaps that could affect the first use cases, including missing instrumentation and weak connections between OT and IT systems. Asset data also needs consistent definitions and quality checks so it can be used with confidence. A foundation built this way can support the first use cases and provide a base for adding more sites and applications later.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-688a96d indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"688a96d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Deploy intelligence<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-656c87b section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"656c87b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>To incorporate AI into daily operations, start with a use case that fits how the operation already works. Predictive maintenance is one example. Equipment data can help identify potential problems and inform a specific maintenance decision. The model can then be monitored in production, with operators reviewing its recommendations and providing feedback as needed. If you do not have the expertise in-house, <a href=\"\/artificial-intelligence\/ai-consulting-services\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">AI consulting services<\/span><\/a> can support use-case selection and implementation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-685314c indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"685314c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. Scale &amp; operationalise<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19c5e60 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"19c5e60\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Once a use case works in production, the next step is to extend it to other sites and teams. The data connections and deployment process may need to be adapted to each location. Teams also need a way to monitor the models and maintain the system after launch. At this stage, the focus shifts from proving the use case to making it part of regular operations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f70bfb6 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"f70bfb6\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"06\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Software solutions for the energy industry<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd25d10 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"dd25d10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A technology partner should be evaluated by how well it understands the operating environment, not by the number of platforms in its portfolio. Look for:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-399a671 mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"399a671\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"mi-table\">\r\n  <table>\r\n    <tbody>\r\n      <tr>\r\n        <td><strong>OT and IT fluency<\/strong><\/td>\r\n        <td>across control systems, historians, enterprise platforms, APIs, cloud services, and field constraints.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Regulatory &amp; safety experience<\/strong><\/td>\r\n        <td>that accounts for availability, auditability, cybersecurity, and operational risk.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Data engineering depth<\/strong><\/td>\r\n        <td>across pipelines, common models, metadata, quality controls, and governed access.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Modernisation without full replacement<\/strong><\/td>\r\n        <td>so the legacy estate can improve incrementally.<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Delivery-model transparency<\/strong><\/td>\r\n        <td>around responsibilities, risks, handover, and ongoing operating costs.<\/td>\r\n      <\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2d0507 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"e2d0507\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>10Pearls connects business outcomes to implementation paths that energy operations can realistically adopt and scale. Explore our <a href=\"\/industry-energy\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">energy software solutions<\/span><\/a> and <a href=\"\/software-development\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">custom software development<\/span><\/a> services when a standard product cannot address the required workflow, integration, or data model.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e10d3c3 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"e10d3c3\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"07\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The next phase of digital transformation \nin energy<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb8fcef section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"cb8fcef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Digital transformation in energy is ultimately about making better use of the information already produced across the operation. AI can help turn that information into earlier warnings, better forecasts, and more informed decisions, provided the underlying data and systems can support those use cases.<br \/><br \/>As energy operations become more connected and generate more data, digital capabilities can become part of how assets are monitored, maintained, and managed every day. The companies that get the most from these technologies will be the ones that connect digital work to real operating needs. That means choosing where technology can improve a decision or process, giving teams the information they need, and building on what works across the business.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c28ba94 section-padding gradient-lefttoright-service e-con-full e-flex e-con e-child\" data-id=\"c28ba94\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-788e4eb e-con-full e-flex e-con e-child\" data-id=\"788e4eb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e06c34 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"1e06c34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Your energy digital transformation needs to work in the field, not just in a pilot.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1027e96 elementor-widget elementor-widget-text-editor\" data-id=\"1027e96\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Work with engineers who understand live energy operations and build solutions for the realities of the field.<\/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-50480b3 indigo-btn indigo-btn--gradient elementor-widget elementor-widget-button\" data-id=\"50480b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/get-in-touch\/\" target=\"_blank\">\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\">Get started<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-2d067f1 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"2d067f1\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"08\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">FAQs about digital transformation in energy industry<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66a105b section-head-margin-bottom elementor-widget-mobile__width-initial elementor-widget elementor-widget-n-accordion\" data-id=\"66a105b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1070\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1070\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> What is digital transformation in the energy industry? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1070\" class=\"elementor-element elementor-element-bb0b108 e-con-full e-flex e-con e-child\" data-id=\"bb0b108\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d1fc4a elementor-widget elementor-widget-text-editor\" data-id=\"7d1fc4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Digital transformation in the energy industry is the use of digital technology to improve how energy operations run. It can change how teams collect and use data, monitor equipment, manage systems, and make operational decisions. The work can range from updating older technology to introducing new digital tools where they clearly support operations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1071\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1071\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> How long does an energy digital transformation programme take? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1071\" class=\"elementor-element elementor-element-844c574 e-con-full e-flex e-con e-child\" data-id=\"844c574\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3f3684 elementor-widget elementor-widget-text-editor\" data-id=\"b3f3684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The timeline for an energy digital transformation <span data-teams=\"true\">programme <\/span>depends on its scope, starting point, and goals. It typically begins with an assessment, followed by building a reliable data foundation and developing initial intelligence capabilities. Larger transformation <span data-teams=\"true\">programmes <\/span>are ongoing and continue to evolve as new technologies, use cases, and business needs emerge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1072\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1072\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> What are energy management software solutions used for? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1072\" class=\"elementor-element elementor-element-144e0c5 e-con-full e-flex e-con e-child\" data-id=\"144e0c5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1946791 elementor-widget elementor-widget-text-editor\" data-id=\"1946791\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Energy management software solutions give energy teams a clearer view of how assets are performing and how energy is being used or produced. They bring operational data together to support planning, forecasting, maintenance, and day-to-day decisions across energy operations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b66d1ea e-con-full e-flex e-con e-child\" data-id=\"b66d1ea\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-720946b elementor-widget elementor-widget-heading\" data-id=\"720946b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">TABLE OF CONTENTS<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6288538 elementor-widget elementor-widget-heading\" data-id=\"6288538\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#01\">Where digital transformation in energy stands today<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5882bb2 elementor-widget elementor-widget-heading\" data-id=\"5882bb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#02\">The five pillars of digital transformation in the energy industry<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b501bac elementor-widget elementor-widget-heading\" data-id=\"b501bac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#03\">Digital transformation by energy sub-sector<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3fc318 elementor-widget elementor-widget-heading\" data-id=\"f3fc318\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#04\">Why energy transformation programmes are struggling to move into production<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a38dc76 elementor-widget elementor-widget-heading\" data-id=\"a38dc76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#05\">The way forward with a phased roadmap<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7277de5 elementor-widget elementor-widget-heading\" data-id=\"7277de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#06\">Software solutions for the energy industry<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-443cdff elementor-widget elementor-widget-heading\" data-id=\"443cdff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#07\">The next phase of digital transformation in energy<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a346ec0 elementor-widget elementor-widget-heading\" data-id=\"a346ec0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"#08\">FAQs about digital transformation in energy industry<\/a><\/p>\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<div class=\"elementor-element elementor-element-7cbbc59 section-padding e-flex e-con-boxed e-con e-parent\" data-id=\"7cbbc59\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2da0943 indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"2da0943\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related blogs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b615d4 elementor-widget elementor-widget-insights_section_widget\" data-id=\"6b615d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"insights_section_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n\t\t\/* \u2500\u2500 Widget wrapper \u2500\u2500 *\/\n\t\t#isw-6b615d4 {\n\t\t\tposition: relative;\n\t\t\tpadding: 0 40px; \/* space for arrows on left\/right *\/\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-6b615d4 .isw-outer {\n\t\t\tposition: relative;\n\t\t\toverflow: hidden;\n\t\t\tpadding: 20px 0;\n\t\t\tmargin: -20px 0;\n\t\t}\n\t\t#isw-6b615d4 .isw-track {\n\t\t\tdisplay: flex;\n\t\t\tflex-direction: row;\n\t\t\tflex-wrap: nowrap;\n\t\t\tgap: 20px;\n\t\t\ttransition: transform .5s cubic-bezier(.25,.46,.45,.94);\n\t\t\twill-change: transform;\n\t\t\talign-items: stretch;\n\t\t\tvisibility: hidden;\n\t\t}\n\t\t#isw-6b615d4 .isw-slide { flex-shrink: 0; box-sizing: border-box; display: flex; }\n\n\t\t\/* \u2500\u2500 Card \u2014 no shadow by default, only on hover \u2500\u2500 *\/\n\t\t#isw-6b615d4 .isw-card {\n\t\t\tborder-radius: 16px; overflow: hidden; width: 100%; flex: 1;\n\t\t\tposition: relative; height: 380px; background: #fff;\n\t\t\tbox-shadow: none;\n\t\t\ttransition: box-shadow .3s ease;\n\t\t}\n\t\t#isw-6b615d4 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\n\t\t\/* Layer 1 \u2014 Image *\/\n\t\t#isw-6b615d4 .isw-img-wrap {\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\twidth: 100%; height: 100%; z-index: 1;\n\t\t}\n\t\t#isw-6b615d4 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%; display: block; object-fit: cover;\n\t\t}\n\n\t\t\/* Layer 2 \u2014 Text bar *\/\n\t\t#isw-6b615d4 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 35%; z-index: 2;\n\t\t\tbackground: #fff; padding: 16px 24px 20px;\n\t\t\tbox-sizing: border-box; display: flex; flex-direction: column;\n\t\t\tgap: 8px; overflow: hidden;\n\t\t\ttransition: height .35s cubic-bezier(.4,0,.2,1);\n\t\t}\n\t\t#isw-6b615d4 .isw-card:hover .isw-text-wrap { height: 100%; }\n\n\t\t#isw-6b615d4 .isw-excerpt-wrap,\n\t\t#isw-6b615d4 .isw-readmore-wrap { display: none; }\n\t\t#isw-6b615d4 .isw-card:hover .isw-excerpt-wrap { 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!important;\n\t\t\tborder: none !important;\n\t\t\tbox-shadow: none !important;\n\t\t\tpadding: 0;\n\t\t\tcursor: pointer;\n\t\t\twidth: 24px; height: 24px;\n\t\t\tdisplay: flex;\n\t\t\talign-items: center; justify-content: center;\n\t\t\tz-index: 10;\n\t\t\toutline: none;\n\t\t}\n\t\t#isw-6b615d4 .isw-prev { left: 4px; }\n\t\t#isw-6b615d4 .isw-next { right: 4px; }\n\t\t#isw-6b615d4 .isw-prev::after,\n\t\t#isw-6b615d4 .isw-next::after,\n\t\t#isw-6b615d4 .isw-prev::before,\n\t\t#isw-6b615d4 .isw-next::before { display: none !important; content: none !important; }\n\t\t@media(max-width:768px){\n\t\t\t#isw-6b615d4 .isw-prev,\n\t\t\t#isw-6b615d4 .isw-next { display: none !important; }\n\t\t\t#isw-6b615d4 { padding: 0; }\n\t\t\t\/* V2 mobile: fixed image height, card height follows *\/\n\t\t\t#isw-6b615d4.isw-v2 .isw-card { height: 500px !important; }\n\t\t\t#isw-6b615d4.isw-v2 .isw-img-wrap { height: 402px !important; }\n\t\t\t#isw-6b615d4.isw-v2 .isw-img-wrap img { object-fit: fill !important; height: 95% !important; }\n\t\t}\n\n\t\t\/* Dots *\/\n\t\t#isw-6b615d4 .isw-dots {\n\t\t\tdisplay: flex;\n\t\t\talign-items: center;\n\t\t\tjustify-content: center;\n\t\t\tgap: 16px;\n\t\t\tmargin-top: 32px;\n\t\t\theight: 36px;\n\t\t\tbox-sizing: content-box;\n\t\t}\n\t\t#isw-6b615d4 .isw-dot {\n\t\t\twidth: 10px !important;\n\t\t\theight: 10px !important;\n\t\t\tborder-radius: 50% !important;\n\t\t\tbackground: var(--e-global-color-f527530) !important;\n\t\t\topacity: 0.25;\n\t\t\tcursor: pointer;\n\t\t\tborder: none !important;\n\t\t\tpadding: 0;\n\t\t\ttransition: width .25s ease, height .25s ease, opacity .25s ease, background .25s ease, border .25s ease;\n\t\t\tflex-shrink: 0;\n\t\t\tdisplay: block;\n\t\t\tbox-sizing: border-box;\n\t\t}\n\t\t#isw-6b615d4 .isw-dot.active {\n\t\t\twidth: 14px !important;\n\t\t\theight: 14px !important;\n\t\t\topacity: 1 !important;\n\t\t\tbackground: var(--e-global-color-5d532a8) !important;\n\t\t\tborder: 3px solid var(--e-global-color-f527530) !important;\n\t\t}\n\n\t\t\/* Read More *\/\n\t\t#isw-6b615d4 .isw-readmore {\n\t\t\tfont-size: 14px; font-weight: 600;\n\t\t\ttext-decoration: none; color: #171616 !important;\n\t\t\tborder-bottom: 1px solid #171616;\n\t\t\tdisplay: inline-block;\n\t\t}\n\t\t<\/style><div id=\"isw-6b615d4\" class=\"isw-v2\"><button class=\"isw-prev\" aria-label=\"Previous\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M15.75 19.5L8.25 12L15.75 4.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button class=\"isw-next\" aria-label=\"Next\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M8.25 4.5L15.75 12L8.25 19.5\" stroke=\"#000\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><div class=\"isw-outer\"><div class=\"isw-track\"><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/top-fintech-app-development-companies\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/top-fintech-app-development-companies-2026-thumbnail.webp\" alt=\"Top 10 Fintech App Development Companies in 2026\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/top-fintech-app-development-companies\/\">Top 10 Fintech App Development Companies in 2026<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Looking for a reliable fintech app development partner? Explore the top fintech app development companies in 2026 and compare their...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/top-fintech-app-development-companies\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-in-banking-use-cases\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/AI-in-Banking-Use-Cases-Main-Blog-Thumbnail-1024x1024.webp\" alt=\"AI in Banking Use Cases: What Works and What Stalls\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/ai-in-banking-use-cases\/\">AI in Banking Use Cases: What Works and What Stalls<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">A guide to AI in banking use cases, from fraud detection to document processing, the risks that stall them, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/ai-in-banking-use-cases\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/alternative-data-in-ai-credit-underwriting\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-Main-Blog-Thumbnail-1024x1024.webp\" alt=\"What is Alternative Data in AI Credit Underwriting\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/alternative-data-in-ai-credit-underwriting\/\">What is Alternative Data in AI Credit Underwriting<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">The CFPB dropped disparate impact from ECOA in April 2026. Here is what that changed for AI credit underwriting, and...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/alternative-data-in-ai-credit-underwriting\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/banking-as-a-service\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/banking-as-a-service-thumbnail.webp\" alt=\"Banking as a Service (BaaS): How It Works\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/banking-as-a-service\/\">Banking as a Service (BaaS): How It Works<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Learn what Banking as a Service (BaaS) is, how it powers embedded finance, and how non-banks integrate accounts, cards, payments,...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/banking-as-a-service\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/synthetic-identity-fraud\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/08\/Synthetic-Identity-Fraud-Featured-1024x1024.webp\" alt=\"Synthetic Identity Fraud Detection and Prevention\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/synthetic-identity-fraud\/\">Synthetic Identity Fraud Detection and Prevention<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Synthetic identity fraud is the fastest growing financial crime in the US. Understanding why that is and what its life...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/synthetic-identity-fraud\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/where-ai-creates-value-in-open-banking-data\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/Main-5-1024x1024.webp\" alt=\"How AI creates value with open banking data\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/where-ai-creates-value-in-open-banking-data\/\">How AI creates value with open banking data<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Every fintech company with an open banking licence in Saudi Arabia must build the basic infrastructure to receive open banking...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/where-ai-creates-value-in-open-banking-data\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-1033-compliance-in-fintech\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/01\/navigating-1033-compliance-thumb.jpg\" alt=\"Key strategies for navigating 1033 compliance in finance\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-1033-compliance-in-fintech\/\">Key strategies for navigating 1033 compliance in finance<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">In its final rule, implementing section 1033 of the Dodd-Frank Act, the Consumer Financial Protection Bureau (CFPB) defined requirements that...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-1033-compliance-in-fintech\/\">Read More<\/a><\/div><\/div><\/div><\/div><div class=\"isw-slide\"><div class=\"isw-card\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/agile-fatigue-and-fundamental-misconceptions\/\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;z-index:1;display:block;text-decoration:none;\"><div class=\"isw-img-wrap\"><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/agile-fatigue-and-fundamental-misconceptions-thumb.jpg\" alt=\"Explore common misconceptions of agile fatigue\" loading=\"lazy\"><\/div><\/a><div class=\"isw-text-wrap\"><p class=\"isw-tag\">Fintech<\/p><p class=\"isw-title\"><a href=\"https:\/\/10pearls.com\/uk\/blog\/agile-fatigue-and-fundamental-misconceptions\/\">Explore common misconceptions of agile fatigue<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Within the past few years, there has been relative fatigue in many organisations in adopting and implementing Agile practices, processes,...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/agile-fatigue-and-fundamental-misconceptions\/\">Read More<\/a><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"isw-dots\"><\/div><\/div><script>(function(){\n\t\t\tvar id       = \"isw-6b615d4\";\n\t\t\tvar spvDesk  = 3;\n\t\t\tvar spvTab   = 2;\n\t\t\tvar gap      = 20;\n\t\t\tvar total    = 8;\n\t\t\tvar autoplay = true;\n\t\t\tvar autoSpd  = 5000;\n\t\t\tvar showDots = true;\n\n\t\t\tvar wrap  = document.getElementById(id);\n\t\t\tif(!wrap) return;\n\t\t\tvar outer  = wrap.querySelector(\".isw-outer\");\n\t\t\tvar track  = wrap.querySelector(\".isw-track\");\n\t\t\tvar slides = wrap.querySelectorAll(\".isw-slide\");\n\t\t\tvar dotsWrap = wrap.querySelector(\".isw-dots\");\n\t\t\tvar btnPrev  = wrap.querySelector(\".isw-prev\");\n\t\t\tvar btnNext  = wrap.querySelector(\".isw-next\");\n\n\t\t\tvar cur      = 0;\n\t\t\tvar timer    = null;\n\t\t\tvar spv      = spvDesk;\n\n\t\t\tfunction getSpv(){\n\t\t\t\tvar w = window.innerWidth;\n\t\t\t\tif(w <= 480)  return 1;\n\t\t\t\tif(w <= 900)  return spvTab;\n\t\t\t\treturn spvDesk;\n\t\t\t}\n\n\t\t\tfunction setSlideWidths(){\n\t\t\t\tspv = getSpv();\n\t\t\t\tvar outerW = outer.offsetWidth;\n\t\t\t\tvar slideW = (outerW - 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