{"id":219324,"date":"2026-09-23T06:35:19","date_gmt":"2026-09-23T06:35:19","guid":{"rendered":"https:\/\/10pearls.com\/uk\/?p=219324"},"modified":"2026-10-05T10:45:55","modified_gmt":"2026-10-05T10:45:55","slug":"ai-in-energy-industry","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/ai-in-energy-industry\/","title":{"rendered":"Understanding the uses of AI in energy sector"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"219324\" class=\"elementor elementor-219324\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62b732c e-flex e-con-boxed e-con e-parent\" data-id=\"62b732c\" 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-f8f87f8 elementor-widget__width-initial indigo-h1 elementor-widget elementor-widget-heading\" data-id=\"f8f87f8\" 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\">How AI is Being Used in the \nEnergy Sector<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcc6870 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"fcc6870\" 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-e111e7e e-flex e-con-boxed e-con e-parent\" data-id=\"e111e7e\" 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-64e1b00 e-con-full e-flex e-con e-child\" data-id=\"64e1b00\" 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-790742c elementor-widget elementor-widget-heading\" data-id=\"790742c\" 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-09cf285 elementor-widget elementor-widget-text-editor\" data-id=\"09cf285\" 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 is being used across all energy sector domains for predictive maintenance, demand forecasting, load <span data-teams=\"true\">optimisation<\/span>, and more. Use cases and opportunities vary across utilities, oil and gas, renewables, and energy management, though data and other technical constraints are relatively similar.<\/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-035ed77 e-con-full e-flex e-con e-child\" data-id=\"035ed77\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c328f49 e-con-full e-flex e-con e-child\" data-id=\"c328f49\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79c413d section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"79c413d\" 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 use of AI in energy can be traced back to the 1970s and 80s \u2013 decades before the current wave, though focused mostly on load forecasting in power and exploration in oil and gas.<\/p><p>Expert systems used back then are considered among the earliest commercially and industrially successful implementations of AI, even though they were deterministic and made decisions based on rules written by human experts (hence the name). Modern implementations are different.<\/p><p>In its current form, AI in energy sector is the use of machine learning, generative AI, and agentic AI systems powered by foundational and <span data-teams=\"true\">specialised <\/span>models, to interpret and act on both operational and market data. This includes forecasting based on past patterns, predictive maintenance of field assets, forecasting wholesale pricing, informing trading decisions, and a range of other project and operation-specific use cases that can be unlocked through tailored <a href=\"\/artificial-intelligence\/ai-consulting-services\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">enterprise AI consulting<\/span><\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-64556ab e-con-full e-grid section-head-margin-bottom e-con e-child\" data-id=\"64556ab\" 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-1765ad8 elementor-widget elementor-widget-image-box\" data-id=\"1765ad8\" 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\">175 GWs<\/h3><p class=\"elementor-image-box-description\">of transmission capacity unlocked from existing power lines in 2030. (Source: <a href=\"https:\/\/www.iea.org\/reports\/energy-and-ai\/executive-summary\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">IEA<\/a>)<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11dadc1 elementor-widget elementor-widget-image-box\" data-id=\"11dadc1\" 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\">$110 billion<\/h3><p class=\"elementor-image-box-description\">annual savings by 2035 by integrating AI into power plant operations and maintenance. (Source: <a href=\"https:\/\/www.iea.org\/reports\/energy-and-ai\/executive-summary\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">IEA<\/a>)<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36f2280 elementor-widget elementor-widget-image-box\" data-id=\"36f2280\" 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\">3,700 TWh<\/h3><p class=\"elementor-image-box-description\">approximate annual energy savings enabled through AI by 2030. (Source: <a href=\"https:\/\/www.deloitte.com\/nl\/en\/issues\/climate\/ai-for-energy-systems.html\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">Deloitte<\/a>)<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-357b485 elementor-widget elementor-widget-image-box\" data-id=\"357b485\" 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\">30% to 70%<\/h3><p class=\"elementor-image-box-description\">of EBIT in incremental profits generated through AI-driven innovation in oil and gas in the next five years. (Source: <a href=\"https:\/\/www.bcg.com\/publications\/2025\/ai-first-future-of-oil-and-gas-companies\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">BCG<\/a>)<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b66653 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"0b66653\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div><div>While there is obviously enormous opportunity, adoption varies greatly across the sector. Challenges including data, digital infrastructure, skill gaps, and compliance are affecting production-stage adoption of AI in utilities, oil and gas, and alternative energy.<\/div><p>\u00a0<\/p><div>In this blog, we will go over the state of AI usage across various industry\/market segments under the energy umbrella, what it takes to move a model from pilot to production, the risks that come with it, and our approach to custom energy software development for the sector.<\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4ff5aa indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"a4ff5aa\" 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\">What AI in energy actually means<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8110af section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"b8110af\" 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 in energy sector can be interpreted in at least three different ways:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-517ba09 e-con-full e-flex e-con e-child\" data-id=\"517ba09\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-19d4689 e-con-full section-head-margin-bottom e-flex e-con e-child\" data-id=\"19d4689\" 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-197a9b2 elementor-widget elementor-widget-image-box\" data-id=\"197a9b2\" 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>Energy operations<\/b><\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56c7715 elementor-widget elementor-widget-text-editor\" data-id=\"56c7715\" 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 is applied to energy operations for things like predictive maintenance of energy assets, anomaly and fault detection, routing field teams to fault sites, and <span data-teams=\"true\">optimising <\/span>operational processes.<\/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-4efbdcb e-con-full section-head-margin-bottom e-flex e-con e-child\" data-id=\"4efbdcb\" 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-274b118 elementor-widget elementor-widget-image-box\" data-id=\"274b118\" 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>Energy markets<\/b><\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-052a9b9 elementor-widget elementor-widget-text-editor\" data-id=\"052a9b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div><div>AI systems leverage historical data and real-time inputs to forecast energy demand and prices and <span data-teams=\"true\">optimise <\/span>trading and bidding decisions across a massive range of variables, from weather and transmission constraints to fuel costs, emissions prices, and conventional and renewable generation.<\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1eaf4f3 e-con-full section-head-margin-bottom e-flex e-con e-child\" data-id=\"1eaf4f3\" 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-102c277 elementor-widget elementor-widget-image-box\" data-id=\"102c277\" 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>Energy consumption<\/b><\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39618ba elementor-widget elementor-widget-text-editor\" data-id=\"39618ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div><div>Energy being consumed by the data <span data-teams=\"true\">centres <\/span>providing compute for the AI models serving millions of businesses and billions of individuals across the globe. These data <span data-teams=\"true\">centres <\/span>are consuming 6% of the electricity in the US and in the UK, at the time of writing.<\/div><\/div>\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-0224437 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"0224437\" 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>Even though energy consumption is a pressing issue as well, this blog is mainly about the first two.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f47f136 e-con-full e-flex e-con e-child\" data-id=\"f47f136\" 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-33f33e2 indigo-h4  elementor-widget elementor-widget-heading\" data-id=\"33f33e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">These data centres are consuming <strong style=\"color: #6366F1 !important;font-size: 32px\">6%<\/strong> of the electricity in the US and in the UK, at the time of writing.<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09dc552 indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"09dc552\" 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\">Analytics, machine learning, generative AI, agentic AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5758b1 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"c5758b1\" 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>Analytics, machine learning, generative AI, and agentic AI are often grouped under the same AI label. For an energy operator, the distinction matters because each works differently and can safely be given a different level of authority.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e96dbd mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"2e96dbd\" 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>Rule-based analytics<\/th>\r\n        <th>Machine learning<\/th>\r\n        <th>Generative AI<\/th>\r\n        <th>Agentic AI<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td><strong>How it decides<\/strong><\/td>\r\n        <td>Applies predefined rules<\/td>\r\n        <td>Learns patterns from historical data<\/td>\r\n        <td>Generates or interprets content<\/td>\r\n        <td>Plans and executes multi-step actions towards a goal<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>What it does well<\/strong><\/td>\r\n        <td>Flags known conditions<\/td>\r\n        <td>Forecasts and detects anomalies<\/td>\r\n        <td>Summarises, explains and drafts<\/td>\r\n        <td>Handles variable, multi-step workflows<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>What it cannot do well<\/strong><\/td>\r\n        <td>Adapt beyond predefined logic<\/td>\r\n        <td>Generalise beyond its training data reliably<\/td>\r\n        <td>Be trusted blindly on facts or figures<\/td>\r\n        <td>Operate safely without clear scope<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Energy example<\/strong><\/td>\r\n        <td>Flag excessive transformer temperature<\/td>\r\n        <td>Predict transformer failure risk<\/td>\r\n        <td>Draft an outage handover<\/td>\r\n        <td>Investigate a fault across several systems<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Use it when<\/strong><\/td>\r\n        <td>The condition is known<\/td>\r\n        <td>History can inform a prediction<\/td>\r\n        <td>The task is language-heavy<\/td>\r\n        <td>The path varies<\/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-f71d4bc section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"f71d4bc\" 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>Rule-based analytics are the oldest layer here. They are deterministic, since conditions are defined in advanced and hence, easy to audit but can&#8217;t handle unanticipated situations.<\/p><p>In contrast, machine learning identifies patterns from historical data to forecast and detect anomalies. Much of what is currently described as AI in energy falls into this category.<\/p><p>Generative AI works differently. It is useful where the task involves language or unstructured information. Generative AI in energy sector is therefore often most useful around operational knowledge rather than direct physical control, something good <a href=\"\/artificial-intelligence\/generative-ai-development-services\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">generative AI development services<\/span><\/a> should distinguish clearly.<\/p><p>Agentic AI can plan and carry out several steps towards a goal, with sufficient autonomy. That makes <a href=\"\/artificial-intelligence\/agentic-ai-development-services\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">agentic AI development services<\/span><\/a> relevant to more variable workflows, but it also means permissions and escalation rules matter far more.<\/p><p>The important question is not which technology is the newest. It is which one fits the decision and how much authority it should have.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f320909 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"f320909\" 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\">Why energy operators are moving on AI now<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d343c8 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"1d343c8\" 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 is not new to the energy sector. What has changed is the environment around it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-78bb7d6 e-con-full e-grid section-head-margin-bottom e-con e-child\" data-id=\"78bb7d6\" 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-29bf552 elementor-widget elementor-widget-image-box\" data-id=\"29bf552\" 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\">First is the strain on energy systems.<\/h3><p class=\"elementor-image-box-description\">Electrification, data centres, renewables, storage and new industrial loads are making supply and demand harder to plan around. That increases the value of better forecasting, scheduling, and AI energy management.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca0cd75 elementor-widget elementor-widget-image-box\" data-id=\"ca0cd75\" 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\">Second is the amount of operational data already available.<\/h3><p class=\"elementor-image-box-description\">Utilities, generators, and oil and gas operators have spent years collecting historian, SCADA, sensor, maintenance, and smart-meter data. In many cases, the problem is not collecting more. It is making what already exists usable.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bec7fe elementor-widget elementor-widget-image-box\" data-id=\"0bec7fe\" 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\">Third, AI can now interact with software rather than only produce a prediction or piece of text.<\/h3><p class=\"elementor-image-box-description\">Foundation models can call tools and APIs, opening the door to workflows in which AI retrieves information, makes a recommendation, and, where appropriate, acts on it.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f315db1 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"f315db1\" 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>That changes the starting point for AI consulting services. The question is no longer only whether a model can predict something accurately. It is what the business wants to do with that prediction.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb8a9ed indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"fb8a9ed\" 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\">How AI is being used across the energy \nvalue chain<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7186e7c section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"7186e7c\" 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 applications differ across power, utilities, renewables, oil and gas, markets, and retail. In each case, the useful question is the same: what decision is the model helping someone make?<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1fb933b e-con-full e-grid section-head-margin-bottom e-con e-child\" data-id=\"1fb933b\" 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-850cd16 elementor-widget elementor-widget-image-box\" data-id=\"850cd16\" 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\">AI in power generation &amp; asset reliability<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8348396 elementor-widget elementor-widget-image-box\" data-id=\"8348396\" 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\">AI in utilities &amp;  grid operations<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4830b0e elementor-widget elementor-widget-image-box\" data-id=\"4830b0e\" 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\">AI in renewable  energy &amp; storage<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f2cc66 elementor-widget elementor-widget-image-box\" data-id=\"7f2cc66\" 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\">AI in the oil &amp;  gas industry<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c498fed elementor-widget elementor-widget-image-box\" data-id=\"c498fed\" 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\">AI in energy  trading &amp; markets<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95b00aa elementor-widget elementor-widget-image-box\" data-id=\"95b00aa\" 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\">AI in energy retail &amp; demand management<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44d094f indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"44d094f\" 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 in power generation &amp; asset reliability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d156149 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"d156149\" 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>One of the most established uses of AI in power sector operations is deciding which assets need attention first.<\/p><p>Predictive models use vibration, temperature, pressure, maintenance history, and other operating data to estimate failure risk or remaining useful life for turbines, transformers, and pumps. Planners can then <span data-teams=\"true\">prioritise <\/span>maintenance around actual asset condition rather than relying only on fixed service intervals.<\/p><p>The model is not predicting an exact failure date. More often, it is ranking risk so maintenance teams can decide which asset gets the next inspection, outage window or replacement slot.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f32b46 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"0f32b46\" 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 in utilities &amp; grid operations<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92facb9 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"92facb9\" 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>For AI in utilities, the decisions tend to revolve around where demand, faults and constraints will appear next.<br \/><br \/>Models can support outage prediction, load balancing, dynamic line rating, non-technical loss detection and vegetation management using satellite, drone or field imagery. AI in smart grid environments can also help operators make better use of existing infrastructure by combining weather, network and asset data.<br \/><br \/>Much of this remains advisory. The model identifies the likely problem or recommends an action; established operating systems and people retain authority over switching and other high-consequence decisions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca6a99e indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"ca6a99e\" 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 in renewable energy &amp; storage<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e29ef7a section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"e29ef7a\" 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>Forecasting remains central to AI in renewable energy because wind and solar output depend on conditions operators cannot control.<\/p><p>Machine learning can combine weather, historical generation and equipment data to estimate future output. That forecast can then feed decisions around dispatch, market participation and curtailment.<\/p><p>Storage adds another layer. <span data-teams=\"true\">optimisation <\/span>models can decide when a battery should charge, hold or discharge based on expected prices, generation, degradation costs and grid constraints.<\/p><p>This is where forecasting and <span data-teams=\"true\">optimisation <\/span>work together: one estimates what will happen; the other determines the best response.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea559ef indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"ea559ef\" 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 in the oil &amp; gas industry<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56b3542 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"56b3542\" 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 in oil and gas industry spans exploration, drilling, production, maintenance and emissions monitoring.<\/p><p>Machine learning can help interpret seismic and subsurface data, recommend drilling parameters, identify production anomalies and estimate equipment risk. Sensor analytics, computer vision and satellite data are also being used for leak detection and inspection.<\/p><p>The level of autonomy varies considerably. A model might directly <span data-teams=\"true\">optimise <\/span>a bounded process in one environment while remaining advisory for decisions involving safety, production risk or major capital equipment.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2e19fe indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"e2e19fe\" 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 in energy trading &amp; markets<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e7e3e2 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"1e7e3e2\" 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>Artificial intelligence in energy market applications are heavily dependent on forecasting, but the forecast is usually only the input. Market participants use models to estimate load, generation, congestion and prices. <span data-teams=\"true\">Optimisation <\/span>systems can then use those forecasts to inform bids, trading positions, battery dispatch or portfolio decisions.<\/p><p>The important distinction is that AI does not simply \u201cset the wholesale price.\u201d It helps a market participant anticipate the conditions under which prices will be formed and decide how to respond.<\/p><p>For higher-value decisions, the control may come through trading limits rather than approval of every individual action: the algorithm operates within an agreed boundary and the desk manages the boundary.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42ac357 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"42ac357\" 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 in energy retail &amp; demand management<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0cf93b0 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"0cf93b0\" 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>At the retail end of the AI in energy industry landscape, many applications look more familiar: churn prediction, tariff <span data-teams=\"true\">optimisation<\/span>, billing anomaly detection and customer-service triage.<\/p><p>Demand response is more distinctive. Utilities and aggregators can use forecasting and optimisation to decide when flexible loads such as EV chargers, batteries, thermostats or industrial equipment should shift consumption.<\/p><p>Here, AI energy management begins to connect customer <span data-teams=\"true\">behaviour<\/span>, market conditions and physical demand on the grid.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0320cce section-head-margin-bottom elementor-widget elementor-widget-image\" data-id=\"0320cce\" 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=\"1024\" height=\"683\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-fold-1-1024x683.webp\" class=\"attachment-large size-large wp-image-219193\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-fold-1-1024x683.webp 1024w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-fold-1-300x200.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-fold-1-768x512.webp 768w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-fold-1-1536x1024.webp 1536w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/09\/What-is-Alternative-Data-fold-1-2048x1366.webp 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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-6c17971 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"6c17971\" 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\">What it takes to run AI on energy data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1df7aa5 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"1df7aa5\" 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 model itself is rarely the only barrier to production. Data quality, system integration and governance usually decide whether an AI project becomes part of operations or remains a pilot.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2905ef1 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"2905ef1\" 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\">The data foundation AI actually needs<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e4d877 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"0e4d877\" 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 already hold large volumes of operational data, but that does not mean the data is ready for AI. Historian tags can differ between sites. Asset hierarchies may not match across systems. Sensors get replaced and recalibrated. Maintenance events are recorded inconsistently.<br \/><br \/>Before training a model, teams need to know whether assets and events can be identified consistently, whether timestamps line up, and whether enough examples of the target condition actually exist.<br \/><br \/>Below a certain level of quality and history, the right answer is not a more sophisticated model. It is better instrumentation and data first.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-817b0b2 indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"817b0b2\" 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\">Integrating AI with legacy &amp; OT systems<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b76b1fb section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"b76b1fb\" 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>Introducing AI should not require replacing the control systems already running the plant or network. In most cases, the practical approach is an integration layer that gives the AI controlled access to historian, SCADA, asset-management and enterprise data through APIs, wrappers, or other controlled integration patterns.<\/p><p>Access can then expand gradually. A model may initially be allowed to read operational data and make recommendations without writing anything back.<\/p><p>That is why <a href=\"\/artificial-intelligence\/ai-integration-services\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">AI integration services<\/span><\/a> matter as much as model development. The real production question is not only what the AI can learn, but which systems it can reach and what it is permitted to do once it gets there.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43885ff indigo-h3 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"43885ff\" 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\">Model risk, governance &amp; regulatory readiness<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9bcee7 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"c9bcee7\" 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 amount of oversight should follow the consequence of the decision. A model summarising a field report presents a different risk from one influencing dispatch, a refinery process or a material trading position.<\/p><p>Production systems may therefore need model documentation, drift monitoring, audit trails, performance thresholds and human approval at defined points. For agentic systems, permissions should be equally explicit: read this system, update that one, never touch another.<\/p><p>Human-in-the-loop should describe a real decision boundary, not simply appear as a governance phrase.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9d5fa81 section-padding gradient-lefttoright-service e-con-full e-flex e-con e-child\" data-id=\"9d5fa81\" 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-9265ab3 e-con-full e-flex e-con e-child\" data-id=\"9265ab3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0be54a8 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"0be54a8\" 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\">Wondering which of these your data can actually support?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbb24ba elementor-widget elementor-widget-text-editor\" data-id=\"dbb24ba\" 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 will map your historian, SCADA and asset data to the AI use cases you can put into production first, and tell you plainly which ones you are not ready for.<\/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-8a6364b indigo-btn indigo-btn--gradient elementor-widget elementor-widget-button\" data-id=\"8a6364b\" 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-853055e indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"853055e\" 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\">Why energy AI pilots stall before production<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97b24ad section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"97b24ad\" 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 AI pilots fail after the model has already proved it works. The problem is what happens around it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d4f845 mi-table section-head-margin-bottom elementor-widget elementor-widget-html\" data-id=\"0d4f845\" 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>Failure mode<\/th>\r\n        <th>What it looks like<\/th>\r\n        <th>What fixes it<\/th>\r\n        <th>Owner<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td><strong>No action authority<\/strong><\/td>\r\n        <td>Nobody may act on the model's output<\/td>\r\n        <td>Define scope and escalation first<\/td>\r\n        <td>Operations<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Unusable tag data<\/strong><\/td>\r\n        <td>Assets differ across sites and systems<\/td>\r\n        <td>Standardise hierarchy and tags<\/td>\r\n        <td>Data<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>Late safety sign-off<\/strong><\/td>\r\n        <td>Intended permissions cannot be approved<\/td>\r\n        <td>Set read\/write boundaries during design<\/td>\r\n        <td>Engineering and compliance<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td><strong>No operations owner<\/strong><\/td>\r\n        <td>The pilot is technically live but unused<\/td>\r\n        <td>Assign an owner and business metric<\/td>\r\n        <td>Operations leadership<\/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-301add7 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"301add7\" 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><strong>No action authority:<\/strong> A model correctly flags an asset at risk, but nobody has agreed who can change the maintenance schedule because of it. Action scope and escalation should be defined before development starts.<\/p><p><strong>Unusable asset data:<\/strong> A model works at one site but fails elsewhere because the same equipment and events are represented differently. A common asset hierarchy and tag standard have to come before scale.<\/p><p><strong>Safety and compliance arrive late:<\/strong> A system is designed with write access before anyone determines whether it will ever be permitted to act. Read-only versus write authority should be decided during design, not at production sign-off.<\/p><p><strong>No operations owner:<\/strong> The pilot belongs to IT and performs well, but nobody in operations owns the metric it is supposed to improve. Without an accountable business owner, use often fades after launch.<\/p><p>These are not primarily model problems. They are operating-model problems.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d797214 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"d797214\" 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\">AI energy solutions &amp; how we build them<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e8d328 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"5e8d328\" 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>Choosing a partner for AI energy solutions requires more than general AI capability. The team needs to understand operational data, historians, asset hierarchies and the line between IT and OT. It should also be willing to say when a use case is not ready because the history is too thin, the instrumentation is missing or the economics do not justify the risk.<\/p><p>Evaluation matters just as much. Ask how the model will be tested, how drift will be monitored, when a human must intervene and what happens when confidence falls.<\/p><p>Integration experience is equally important. The model is only useful when it fits into the systems where energy decisions are already being made.<\/p><p>10Pearls provides <a href=\"\/industry-energy\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">energy software development services<\/span><\/a> spanning AI, data, digital engineering and enterprise integration. As an AI-native engineering partner, we approach the work from the operating decision backward: what needs to improve, whether the available data can support it, which AI capability fits, and how it will be integrated safely.<\/p><p>Our <a href=\"\/artificial-intelligence\/ai-development-services\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">AI development services<\/span><\/a> cover predictive, generative and agentic use cases, while clients that need dedicated delivery capacity can also <a href=\"\/artificial-intelligence\/hire-ai-developers\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">hire AI developers<\/span><\/a> for larger <span data-teams=\"true\">programmes<\/span>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2823c36 indigo-h2 section-title-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"2823c36\" 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\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04e4f10 section-head-margin-bottom elementor-widget elementor-widget-text-editor\" data-id=\"04e4f10\" 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 in energy sector is not moving in one direction. Some of the highest-value systems still forecast, rank, and recommend. Others <span data-teams=\"true\">optimise <\/span>bounded processes automatically. Generative AI is opening up operational knowledge, while agentic AI is beginning to take on workflows that previously required several separate steps and systems.<\/p><p>The useful question is not how autonomous AI can become.<\/p><p>It is where more autonomy actually improves the economics or reliability of an energy operation, and what has to be true before it is safe to allow it.<\/p><p>That depends on the data underneath the model, the systems around it, and the controls governing what happens next.<\/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-0eea855 e-con-full e-flex e-con e-child\" data-id=\"0eea855\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-856debc elementor-widget elementor-widget-heading\" data-id=\"856debc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">TABLE OF CONTENTS<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c608797 elementor-widget elementor-widget-heading\" data-id=\"c608797\" 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\">What AI in energy actually means<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58f7501 elementor-widget elementor-widget-heading\" data-id=\"58f7501\" 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\">Analytics, machine learning, generative AI, agentic AI<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56e9bfe elementor-widget elementor-widget-heading\" data-id=\"56e9bfe\" 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\">Why energy operators are moving on AI now<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-155463e elementor-widget elementor-widget-heading\" data-id=\"155463e\" 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\">How AI is being used across the energy value chain<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abf456e elementor-widget elementor-widget-heading\" data-id=\"abf456e\" 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\">What it takes to run AI on energy data<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89c6f19 elementor-widget elementor-widget-heading\" data-id=\"89c6f19\" 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\">Why energy AI pilots stall before production<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54cc981 elementor-widget elementor-widget-heading\" data-id=\"54cc981\" 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\">AI energy solutions &amp; how we build them<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03c078f elementor-widget elementor-widget-heading\" data-id=\"03c078f\" 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\">Conclusion\u00a0<\/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-c613346 cta-bg-gradient e-flex e-con-boxed e-con e-child\" data-id=\"c613346\" 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-479d956 indigo-h3 elementor-widget elementor-widget-heading\" data-id=\"479d956\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Build AI that works within the realities of energy operations<\/h5>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bf267c9 e-con-full e-flex e-con e-child\" data-id=\"bf267c9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46c1b4b elementor-widget elementor-widget-text-editor\" data-id=\"46c1b4b\" 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>From data readiness and system integration to model governance and controlled autonomy, 10Pearls helps energy <span data-teams=\"true\">organisations <\/span>build AI capabilities designed for production.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc0b7a5 indigo-btn indigo-btn--ghost elementor-widget elementor-widget-button\" data-id=\"cc0b7a5\" 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<span class=\"elementor-button-icon\">\n\t\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<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Talk to our AI and energy experts<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5f28534 section-padding e-flex e-con-boxed e-con e-parent\" data-id=\"5f28534\" 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-9b9040e indigo-h2 section-head-margin-bottom elementor-widget elementor-widget-heading\" data-id=\"9b9040e\" 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-df2b51f elementor-widget elementor-widget-insights_section_widget\" data-id=\"df2b51f\" 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-df2b51f {\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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f .isw-card:hover .isw-text-wrap { height: 100%; }\n\n\t\t#isw-df2b51f .isw-excerpt-wrap,\n\t\t#isw-df2b51f .isw-readmore-wrap { display: none; }\n\t\t#isw-df2b51f .isw-card:hover .isw-excerpt-wrap { display: block; }\n\t\t#isw-df2b51f .isw-card:hover .isw-readmore-wrap { display: block; margin-top: auto; }\n\n\t\t\/* \u2500\u2500 Variation 2 overrides \u2500\u2500 *\/\n\t\t#isw-df2b51f.isw-v2 .isw-card {\n\t\t\theight: 530px;\n\t\t\tborder-radius: 15px;\n\t\t\tbox-shadow: none;\n\t\t}\n\t\t#isw-df2b51f.isw-v2 .isw-card:hover {\n\t\t\tbox-shadow: 0px 14px 36px -8px rgba(99,102,241,0.2);\n\t\t}\n\t\t#isw-df2b51f.isw-v2 .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-df2b51f.isw-v2 .isw-img-wrap img {\n\t\t\twidth: 100%; height: 100%;\n\t\t\tposition: absolute; top: 0; left: 0;\n\t\t\tobject-fit: cover;\n\t\t}\n\t\t#isw-df2b51f.isw-v2 .isw-text-wrap {\n\t\t\tposition: absolute; bottom: 0; left: 0;\n\t\t\twidth: 100%; height: 120px; z-index: 2;\n\t\t\tpadding: 12px 20px;\n\t\t\tbox-sizing: border-box; display: flex;\n\t\t\tflex-direction: column; gap: 6px;\n\t\t\toverflow: hidden; justify-content: center;\n\t\t\ttransition: height .2s ease-in-out, padding .2s ease-in-out;\n\t\t}\n\t\t#isw-df2b51f.isw-v2 .isw-card:hover .isw-text-wrap {\n\t\t\theight: 100% !important;\n\t\t\tpadding: 24px 20px !important;\n\t\t\tjustify-content: flex-start !important;\n\t\t\toverflow-y: auto !important;\n\t\t}\n\t\t#isw-df2b51f.isw-v2 .isw-title { margin-bottom: 4px !important; margin-top: 0 !important; }\n\t\t#isw-df2b51f.isw-v2 .isw-excerpt { margin: 6px 0 !important; }\n\t\t#isw-df2b51f.isw-v2 .isw-readmore { text-decoration: none; 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text-decoration: none; }\n\n\t\t\/* \u2500\u2500 Arrows \u2014 outside the slider via widget padding \u2500\u2500 *\/\n\t\t#isw-df2b51f .isw-prev,\n\t\t#isw-df2b51f .isw-next {\n\t\t\tposition: absolute;\n\t\t\ttop: calc(50% - 30px); \/* vertically centered on card area *\/\n\t\t\ttransform: translateY(-50%);\n\t\t\tbackground: none !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-df2b51f .isw-prev { left: 4px; }\n\t\t#isw-df2b51f .isw-next { right: 4px; }\n\t\t#isw-df2b51f .isw-prev::after,\n\t\t#isw-df2b51f .isw-next::after,\n\t\t#isw-df2b51f .isw-prev::before,\n\t\t#isw-df2b51f .isw-next::before { display: none !important; content: none !important; }\n\t\t@media(max-width:768px){\n\t\t\t#isw-df2b51f .isw-prev,\n\t\t\t#isw-df2b51f .isw-next { display: none !important; }\n\t\t\t#isw-df2b51f { padding: 0; }\n\t\t\t\/* V2 mobile: fixed image height, card height follows *\/\n\t\t\t#isw-df2b51f.isw-v2 .isw-card { height: 500px !important; }\n\t\t\t#isw-df2b51f.isw-v2 .isw-img-wrap { height: 402px !important; }\n\t\t\t#isw-df2b51f.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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f .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-df2b51f\" 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\/aml-transaction-monitoring\/\" 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\/10\/aml-transaction-monitoring-thumbnail.webp\" alt=\"AML Transaction Monitoring and KYC: From Manual to AI\" 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\/aml-transaction-monitoring\/\">AML Transaction Monitoring and KYC: From Manual to AI<\/a><\/p><div class=\"isw-excerpt-wrap\"><p class=\"isw-excerpt\">Traditional KYC and AML processes are struggling to keep up with modern financial crime. Learn how automation and AI are...<\/p><\/div><div class=\"isw-readmore-wrap\" style=\"text-align:left\"><a class=\"isw-readmore\" href=\"https:\/\/10pearls.com\/uk\/blog\/aml-transaction-monitoring\/\">Read More<\/a><\/div><\/div><\/div><\/div><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><\/div><div class=\"isw-dots\"><\/div><\/div><script>(function(){\n\t\t\tvar id       = \"isw-df2b51f\";\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  = 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