{"id":193972,"date":"2026-03-12T04:08:52","date_gmt":"2026-03-12T08:08:52","guid":{"rendered":"https:\/\/innowise.com\/?p=193972"},"modified":"2026-03-26T10:18:15","modified_gmt":"2026-03-26T14:18:15","slug":"energy-data-analytics-software","status":"publish","type":"post","link":"https:\/\/innowise.com\/pl\/blog\/energy-data-analytics-software\/","title":{"rendered":"Jak analiza danych poprawia wydajno\u015b\u0107 i niezawodno\u015b\u0107 elektrowni"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"193972\" class=\"elementor elementor-193972\">\n\t\t\t\t<div class=\"elementor-element elementor-element-819836f e-flex e-con-boxed e-con e-parent\" data-id=\"819836f\" data-element_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<div class=\"elementor-element elementor-element-9c98be7 e-con-full max100 e-flex e-con e-child\" data-id=\"9c98be7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-93f634e elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"93f634e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">How data analytics improves efficiency and reliability in power generation plants<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9d0705 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"e9d0705\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"heroBottom\">\n<div>    \n <a href=\"\/authors\/dmitry-nazarevich\/\">Dmitry Nazarevich<\/a>  \n<\/div> \n\n<div class=\"second\">    \n    <span>Mar 12, 2026<\/span>\n    <span>13 min read<\/span>  \n<\/div>  \n<\/div>\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-8922e45 elementor-hidden-desktop elementor-hidden-tablet e-flex e-con-boxed e-con e-parent\" data-id=\"8922e45\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aed8783 elementor-widget elementor-widget-image\" data-id=\"aed8783\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover-How-data-analytics-improves-efficiency-and-reliability-in-power-generation-plants.png\" class=\"attachment-large size-large wp-image-193974\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover-How-data-analytics-improves-efficiency-and-reliability-in-power-generation-plants.png 880w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover-How-data-analytics-improves-efficiency-and-reliability-in-power-generation-plants-300x225.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover-How-data-analytics-improves-efficiency-and-reliability-in-power-generation-plants-768x576.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover-How-data-analytics-improves-efficiency-and-reliability-in-power-generation-plants-16x12.png 16w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-970be0b article-description e-flex e-con-boxed e-con e-parent\" data-id=\"970be0b\" data-element_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<div class=\"elementor-element elementor-element-f2465c0 author-article e-con-full e-flex e-con e-child\" data-id=\"f2465c0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-bd82c18 e-con-full e-flex e-con e-child\" data-id=\"bd82c18\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e6baabc e-con-full e-flex e-con e-child\" data-id=\"e6baabc\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac14cfb elementor-widget elementor-widget-shortcode\" data-id=\"ac14cfb\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[summarize_button_ai]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9e03e83 e-con-full takeways e-flex e-con e-child\" data-id=\"9e03e83\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa49f89 elementor-widget elementor-widget-heading\" data-id=\"aa49f89\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key takeaways<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0ac753 elementor-widget elementor-widget-text-editor\" data-id=\"a0ac753\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"blackUl\"><li><span style=\"font-weight: 400;\">Data <\/span><span style=\"font-weight: 400;\">analytics for energy<\/span><span style=\"font-weight: 400;\"> involves applying big data and AI models to large-scale data from energy systems.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">By surfacing subtle yet critical patterns in system behavior, analytics can forecast demand, supply, detect anomalies, suggest optimization pathways, and anticipate upcoming failures.<\/span><\/li><li><span style=\"font-weight: 400;\">IoT sensors, SCADA, and asset management systems are core data donors for energy analytics. To gain insights you can trust, keep it quality, integration-friendly, secure, and interpretable.<\/span><\/li><li><span style=\"font-weight: 400;\">When integrating data analytics, you combine OT with IT systems, which requires cross-functional expertise both in data and engineering, as well as a phased rollout.<\/span><\/li><\/ul>\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-d96eaab elementor-widget elementor-widget-text-editor\" data-id=\"d96eaab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Energy demand has changed from a steady upward momentum to a rapid acceleration, and in numerous ways. Data center capacities are doubling down after 2025, set to devour <\/span><a href=\"https:\/\/www.iea.org\/reports\/energy-and-ai\/energy-demand-from-ai\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">945 TWh by 2030<\/span><\/a><span style=\"font-weight: 400;\">. Electric vehicles are expected to gulp up to about <\/span><a href=\"https:\/\/www.iea.org\/reports\/global-ev-outlook-2025\/outlook-for-energy-demand\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">780 TWh by the end of the decade<\/span><\/a><span style=\"font-weight: 400;\">, up from a mere 130 TWh in 2023. And the EU is championing electricity-hungry \u201cgreen hydrogen,\u201d which is effectively becoming <\/span><a href=\"https:\/\/eur-lex.europa.eu\/legal-content\/EN\/TXT\/?uri=OJ:L_202302413\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">de facto obligatory<\/span><\/a><span style=\"font-weight: 400;\"> for hard-to-abate sectors. The fact of the matter is, we don&#8217;t simply need <\/span><i><span style=\"font-weight: 400;\">more<\/span><\/i><span style=\"font-weight: 400;\"> energy. We need a ton of it, it must be clean, and it has to be cheap enough not to stifle economic growth.<\/span><\/p><p><span style=\"font-weight: 400;\">So what\u2019s the answer? More capacity alone won\u2019t solve the problem. Without smarter management, extra generation can be wasted or costly, especially with intermittent renewables and stretched grids. Data analytics make energy use more efficient by supply adjusting to real-time needs and generating precise demand forecasts. With AI models now mainstream, <\/span><span style=\"font-weight: 400;\">energy data analytics software<\/span><span style=\"font-weight: 400;\"> is no longer an experiment or deferred value. Now analytics can respond to the needs of the energy sector, churning out colossal data volumes to make operations more predictable and efficient.<\/span><\/p><p><span style=\"font-weight: 400;\">It\u2019s time to (re)build smart energy infrastructure tailored for analytics. In this article, I unpack what matters here, how to extract maximum value from data analysis, and how my team implements it effectively.<\/span><\/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<div class=\"elementor-element elementor-element-5ced5ea e-con-full e-flex e-con e-child\" data-id=\"5ced5ea\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ff6324b elementor-widget elementor-widget-heading\" data-id=\"ff6324b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is energy data analytics in power generation?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e8a0401 e-con-full e-flex e-con e-child\" data-id=\"e8a0401\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0bfb58 elementor-widget elementor-widget-text-editor\" data-id=\"b0bfb58\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Analytics in energy means deploying statistical, computational, and ML methods to data produced by power plants, transmission grids, consumption assets, and other ancillary systems. The flow is straightforward: raw operational and asset data gets collected, structured, and analyzed to identify patterns or predictions that translate into valuable metrics. This results in insights into performance, reliability, costs, and consumer behavior that underpin proactive energy management strategies.<\/span><\/p><p><span style=\"font-weight: 400;\">Key data sources feeding <\/span><span style=\"font-weight: 400;\">energy analytics software<\/span><span style=\"font-weight: 400;\">:<\/span><\/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-6bce30b elementor-widget elementor-widget-html\" data-id=\"6bce30b\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\r\n<ul class=\"blackUl\">\r\n     <li>\r\n<b>SCADA systems,<\/b> streaming real-time operational data including power output, load, voltage, current, temperatures, pressures, alarms, and more;\r\n<\/li>\r\n   <li><b>IoT sensors and smart meters,<\/b> deployed across customer sites and broader infrastructure, capturing consumption, weather, and environmental signals that complement SCADA measurements;\r\n<\/li>\r\n     <li><b>Maintenance and asset management systems,<\/b> containing asset lifecycle master data, logging maintenance histories and work orders, disclosing failure modes, repair actions, and spare part inventories.\r\n<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7784d26 elementor-widget elementor-widget-text-editor\" data-id=\"7784d26\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">While traditional reporting shows only what happened and triggers reactive responses, advanced energy analytics leverage predictive methods and reveal what is about to happen <\/span><span style=\"font-weight: 400;\">and when.<\/span><\/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>\n\t\t<div class=\"elementor-element elementor-element-d290df6 e-con-full e-flex e-con e-child\" data-id=\"d290df6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f77668 elementor-widget elementor-widget-heading\" data-id=\"3f77668\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data issues in energy analytics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7dc634f e-con-full e-flex e-con e-child\" data-id=\"7dc634f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70d20d0 elementor-widget elementor-widget-text-editor\" data-id=\"70d20d0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Modern energy plants run on data. Among other factors, blackouts can stem from data management collapses. As analytics capabilities advance, data requirements are getting tougher. Its quality drives output accuracy, accuracy dictates AI model reliability, and reliability settles whether your investment holds water.<\/span><\/p><p><span style=\"font-weight: 400;\">Common data pitfalls:<\/span><\/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-995fb6f elementor-widget elementor-widget-html\" data-id=\"995fb6f\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\r\n<ul class=\"blackUl\">\r\n     <li>\r\n<b>Data quality.<\/b> Missing, inaccurate, or inconsistent readings from sensors, meters, or logs may lead to flawed forecasts, inefficient operations, and incorrect insights.\r\n<\/li>\r\n   <li><b>Integration and standardization.<\/b>  Disparate data sources with conflicting formats and units fragment holistic analysis, forcing harmonization before systems can interconnect.\r\n<\/li>\r\n     <li><b>Volume, velocity, and timeliness.<\/b>  Transmission issues hinder real-time monitoring, decision-making, grid balancing, and system resilience.\r\n<\/li>\r\n<li><b>Governance and security.<\/b> Sustained compliance demands rigorous policy enforcement, unambiguous data ownership, and robust defenses against cyber threats targeting IoT and grid infrastructure.\r\n<\/li>\r\n<li><b>Data interpretability.<\/b>  A key challenge rooted in sparse metadata and contextual gaps across complex energy systems. Unstructured data breeds misread performance indicators and ultimately flawed decision-making.\r\n<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2388ad5 e-con-full e-flex e-con e-child\" data-id=\"2388ad5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f7b42cc elementor-widget elementor-widget-heading\" data-id=\"f7b42cc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Energy data issues in real-world<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9394dc8 elementor-widget elementor-widget-text-editor\" data-id=\"9394dc8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">When the infamous Northeast blackout happened, <\/span><a href=\"https:\/\/www.energy.gov\/sites\/default\/files\/oeprod\/DocumentsandMedia\/BlackoutFinal-Web.pdf\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">50+ million people<\/span><\/a><span style=\"font-weight: 400;\"> lost power, not from generation failure, but primarily from catastrophic loss of system visibility, caused by a program failure and data starvation. Dispatchers had no data on voltages, overloads, or shutdowns, while integration gaps and siloed data prevented correlating Ohio&#8217;s initial blackout with cascading outages in Michigan, New York, and Ontario.<\/span><\/p><p><span style=\"font-weight: 400;\">However, even modern energy systems are not a panacea for data-triggered collapses. <\/span><a href=\"https:\/\/www.bbc.com\/news\/uk-49300025\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">The GB power system disruption<\/span><\/a><span style=\"font-weight: 400;\"> on 9 August 2019 showed how lightning-induced outages at two critical facilities paralyzed over a million people, transport networks, and emergency services. <\/span><a href=\"https:\/\/assets.publishing.service.gov.uk\/media\/5e0e1fa9e5274a0fa7b4d96a\/e3c-gb-power-disruption-9-august-2019-final-report.pdf\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">The official investigation<\/span><\/a><span style=\"font-weight: 400;\"> found, among other causes, that gaps in modelling and data use led to an underestimation of generation losses and impacts. More advanced data analytics could have helped reduce these effects.<\/span><\/p><p><span style=\"font-weight: 400;\">The lesson crystallizes: as grid complexity grows, reliance on smart infrastructure for rapid insight and preemptive planning is becoming non-negotiable.<\/span><\/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>\n\t\t<div class=\"elementor-element elementor-element-647ed87 e-con-full e-flex e-con e-child\" data-id=\"647ed87\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-db6899a elementor-widget elementor-widget-heading\" data-id=\"db6899a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Improving operational efficiency with energy data analytics software<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c27b76c elementor-widget elementor-widget-text-editor\" data-id=\"c27b76c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The analytics enable organizations to address two core challenges \u2014 how efficiently assets generate energy and how efficiently personnel and workflows run the energy generation, transmission, and distribution processes.<\/span><\/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-c771081 e-con-full e-flex e-con e-child\" data-id=\"c771081\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2773a4 elementor-widget elementor-widget-heading\" data-id=\"b2773a4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Performance optimization<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-745be31 e-con-full e-flex e-con e-child\" data-id=\"745be31\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26531b8 elementor-widget elementor-widget-text-editor\" data-id=\"26531b8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">With a holistic view of operations, utilities can maximize asset output against key constraints like fuel availability, weather, equipment RUL, and grid demand.<\/span><\/p><p><span style=\"font-weight: 400;\">What can be optimized:<\/span><\/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-d324f04 elementor-widget elementor-widget-html\" data-id=\"d324f04\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\r\n<ul class=\"blackUl\">\r\n     <li><b>Heat rate and efficiency.<\/b>\r\n By combining SCADA data with ambient conditions and historical performance curves, analytics detects deviations from optimal operating points, quantifies efficiency losses from fouling, leakage, or wear, and recommends optimal setpoints.\r\n<\/li>\r\n   <li><b>Equipment degradation detection.<\/b> High-fidelity data streams from vibration, thermodynamic, and acoustics sensors, combined with computer-vision inspections, allow analytics to track gradual efficiency erosion, distinguish normal aging from abnormal degradation, and predict when performance decline becomes economically untenable.\r\n<\/li>\r\n     <li><b>Auxiliary power.<\/b> Analytics flags excessive auxiliary consumption from fans, pumps, compressors, and exposes inefficient control strategies. It offers opportunities to reduce internal energy use, resulting in more net energy exported without increasing generation.\r\n<\/li>\r\n<li><b>Start-up, shutdown, and ramping.<\/b> By analyzing historical cycles, e.g., energy losses, thermal stress, and emissions spikes, analytics define optimal start-up sequences,\r\nminimize fuel and time to full load, and mitigate equipment stress.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1eba943 e-con-full e-flex e-con e-child\" data-id=\"1eba943\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c21073 elementor-widget elementor-widget-heading\" data-id=\"6c21073\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Process optimization<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75e7ef0 elementor-widget elementor-widget-text-editor\" data-id=\"75e7ef0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">By gaining more insights into operational data, generation facilities can fine-tune their entire production cycle against diverse constraints.<\/span><\/p><p><span style=\"font-weight: 400;\">First \u2014 maintenance. Linking operational data with CMMS\/EAM systems enables condition-based maintenance, which reduces unnecessary inspections and minimizes downtimes. As maintenance costs account for <\/span><a href=\"https:\/\/www.mckinsey.com\/mckinsey-client-capabilities-network\/~\/media\/McKinsey\/Business%20Functions\/Operations\/Our%20Insights\/The%20future%20of%20maintenance%20for%20distributed%20fixed%20assets\/The-future-of-maintenace-for-distributed-fixed-assets.pdf\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">20\u201360% of total OpEx<\/span><\/a><span style=\"font-weight: 400;\">, even a reduction of one-half or one-third would be substantial.<\/span><\/p><p><span style=\"font-weight: 400;\">Second \u2014 workforce efficiency and decision support. Analytics filters and prioritizes alarms, guides operators toward the most impactful actions, and automates routine responses, such as sending maintenance alerts or rerouting power to prevent overloads. It helps everyone on every shift respond faster and more consistently, and make the right decisions.<\/span><\/p><p><span style=\"font-weight: 400;\">Third \u2014 spare parts and inventory. Predictive models forecast component failure, triggering automatic orders for replacements before the failure occurs. This way, energy companies reduce inventory holding costs and lower the risk of extended outages due to missing parts.<\/span><\/p><p><span style=\"font-weight: 400;\">Fourth \u2014 standardization and best-practice replication. With analytics, you can instantly see which plants or units are doing well and which are lagging. Use that insight to focus improvements where they matter most.<\/span><\/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>\n\t\t<div class=\"elementor-element elementor-element-4c15f8b e-con-full e-flex e-con e-child\" data-id=\"4c15f8b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a5256a elementor-widget elementor-widget-heading\" data-id=\"1a5256a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Enhancing reliability through predictive and prescriptive analytics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b224c4a elementor-widget elementor-widget-text-editor\" data-id=\"b224c4a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">There are two major use cases where data analytics proves its worth in energy generation. Predictive algorithms convert data patterns into foresight on potential problems, while prescriptive analytics takes that output, weighs it against objectives, and delivers specific recommendations.<\/span><\/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-f469628 e-con-full e-flex e-con e-child\" data-id=\"f469628\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d2e416 tableWrapper elementor-widget elementor-widget-html\" data-id=\"9d2e416\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"custom-table\">\r\n  <div class=\"row header\">\r\n    <div class=\"cell\">Aspect<\/div>\r\n    <div class=\"cell\">Predictive analytics<\/div>\r\n    <div class=\"cell\">Prescriptive analytics<\/div>\r\n  <\/div>\r\n\r\n  <!-- \u0441\u0442\u0440\u043e\u043a\u0438 \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 -->\r\n  <div class=\"row data\">\r\n    <div class=\"cell\">Goal<\/div>\r\n    <div class=\"cell\">\r\n      Forecast future events<\/div>\r\n    <div class=\"cell\">Offer optimal actions<\/div>\r\n  <\/div>\r\n\r\n  <div class=\"row data\">\r\n    <div class=\"cell\">\r\n      Focus\r\n    <\/div>\r\n    <div class=\"cell\">\r\n     Probability of failure and deterioration\r\n    <\/div>\r\n    <div class=\"cell\">Concrete solutions: repair, redistribution, adjustment of modes<\/div>\r\n  <\/div>\r\n\r\n  <div class=\"row data\">\r\n    <div class=\"cell\">\r\n      Input data\r\n    <\/div>\r\n    <div class=\"cell\">\r\n     SCADA, IoT, EAM\r\n    <\/div>\r\n    <div class=\"cell\">\r\n      Same + rules, constraints and business goals\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <div class=\"row data\">\r\n    <div class=\"cell\">Output form<\/div>\r\n    <div class=\"cell\"><i> \u201cEquipment X is likely to go out of service in two weeks.\u201d<\/i>\r\n    \r\n    <\/div>\r\n    <div class=\"cell\">\r\n      <i>\u201cReplace the bearing before July 10th, change the pump operating mode.\u201d<\/i>\r\n    <\/div>\r\n  <\/div>\r\n<\/div>\r\n\r\n<style>\r\n  .custom-table {\r\n    width: 100%;\r\n    margin: 0;\r\n    display: flex;\r\n    flex-direction: column;\r\n    border-collapse: collapse;\r\n    gap: 0;\r\n  }\r\n\r\n  .custom-table.row.data {\r\n    border-bottom: 1px solid black;\r\n  }\r\n\r\n  .custom-table .row {\r\n    display: grid;\r\n    grid-template-columns: 28% 40% 32%;\r\n    font-size: 18px;\r\n    border-bottom: 1px solid #000;\r\n    font-weight: 600;\r\n  }\r\n\r\n  .custom-table .cell {\r\n    background-color: unset;\r\n    color: #2e2e2e;\r\n    font-family: Karla;\r\n    font-size: 18px;\r\n    font-weight: 400;\r\n    line-height: 27px;\r\n    vertical-align: top;\r\n    margin: 0;\r\n    padding: 20px 20px 20px 0px;\r\n  }\r\n\r\n  .custom-table .header {\r\n    font-weight: 600;\r\n    border-bottom: 1px solid #000;\r\n    text-align: left;\r\n  }\r\n\r\n  .custom-table .row.header .cell {\r\n    font-weight: 700;\r\n    padding-top: 0;\r\n  }\r\n\r\n  \/* .custom-table .row.data .cell:nth-child(1) {\r\n    font-weight: 700;\r\n  } *\/\r\n\r\n  .custom-table .row.hidden {\r\n    display: none;\r\n  }\r\n\r\n  .table-toggle {\r\n    display: none;\r\n  }\r\n\r\n  \/* ====== RESPONSIVE ====== *\/\r\n\r\n  @media (max-width: 1279px) {\r\n    .custom-table {\r\n      min-width: 1000px;\r\n    }\r\n  }\r\n\r\n  @media screen and (max-width: 1024px) {\r\n    .table-toggle {\r\n      display: inline-block;\r\n      color: #c63031;\r\n      margin-top: 20px;\r\n      padding: 10px;\r\n      cursor: pointer;\r\n    }\r\n\r\n    .table-toggle:hover {\r\n      color: #e36d6d;\r\n    }\r\n  }\r\n\r\n  @media (max-width: 767px) {\r\n    .custom-table {\r\n      min-width: 732px;\r\n    }\r\n\r\n    .custom-table .cell {\r\n      font-size: 14px;\r\n      line-height: 21px;\r\n      padding: 10px 10px 5px 10px;\r\n    }\r\n  }\r\n<\/style>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-29fcbb8 e-con-full e-flex e-con e-child\" data-id=\"29fcbb8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f894af elementor-widget elementor-widget-text-editor\" data-id=\"6f894af\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Operating in tandem, they forge a robust end-to-end workflow:<\/span><\/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-81984ba elementor-widget elementor-widget-text-editor\" data-id=\"81984ba\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Data collection \u2192 Anomaly detection \u2192 RUL modeling \u2192 Predictive analysis \u2192 Prescriptive analysis \u2192 Action<\/b><\/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-a48c1aa elementor-widget elementor-widget-text-editor\" data-id=\"a48c1aa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As a result, malfunction-driven unplanned downtimes tend to zero, and spare parts are always in place. <\/span><\/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>\n\t\t<div class=\"elementor-element elementor-element-166badf e-con-full e-flex e-con e-child\" data-id=\"166badf\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1bf699d elementor-widget elementor-widget-heading\" data-id=\"1bf699d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Integrating <a href=\"\/industries\/energy-and-utilities\/\">energy data analytics software<\/a> into existing infrastructure<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b71d366 elementor-widget elementor-widget-text-editor\" data-id=\"b71d366\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In the energy generation sector, analytics never starts from scratch, but overlays the existing decades-old OT infrastructure. This makes integration a business-critical goal: how to establish cohesive data pipelines without disrupting critical processes. Key Innowise fundamentals follow.<\/span><\/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-1592e23 e-con-full e-flex e-con e-child\" data-id=\"1592e23\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-285fe9a elementor-widget elementor-widget-heading\" data-id=\"285fe9a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Phase 1: Laying the foundation \u2014 connection and context<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6ceaf36 e-con-full e-flex e-con e-child\" data-id=\"6ceaf36\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17b9b4b elementor-widget elementor-widget-text-editor\" data-id=\"17b9b4b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">At the first step, we establish secure and reliable data pipelines from the source systems, which involves:<\/span><\/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-a1548e3 elementor-widget elementor-widget-html\" data-id=\"a1548e3\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\r\n<ol class=\"blackUl\">\r\n     <li><b>A thorough audit<\/b>\r\n  to identify all relevant data sources, such as SCADA and DCS historians (OSIsoft PI, GE Historian), AMS\/EAM, and energy price data platforms.\r\n<\/li>\r\n   <li>Choosing the right connectors, ensuring data flow through a demilitarized zone (DMZ) using one-way diodes or heavily firewalled gateways to protect the OT environment from external threats.\r\n<\/li>\r\n     <li><b>Ingesting raw data<\/b>  into a centralized data lake or cloud platform to establish a single source of truth. We tag each data point with metadata: the parent asset, unit of measure, alarm limits, and inter-tag relationships.\r\n<\/li>\r\n<\/ol>\r\n\r\n\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-46e0a83 e-con-full e-flex e-con e-child\" data-id=\"46e0a83\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-23824ca elementor-widget elementor-widget-heading\" data-id=\"23824ca\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Phase 2: Overcoming data challenges<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f262ac e-con-full e-flex e-con e-child\" data-id=\"3f262ac\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a38bb8e elementor-widget elementor-widget-text-editor\" data-id=\"a38bb8e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Since raw operational data is rarely clean and often messy, we confront these challenges head-on:<\/span><\/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-ce9dd6c elementor-widget elementor-widget-html\" data-id=\"ce9dd6c\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\r\n<ul class=\"blackUl\">\r\n     <li>To address <b>bad or missing data<\/b> challenges when sensors fail and communication is lost, our team implements a first layer of data quality rules at ingestion. It comes to filtering out physically impossible values, flagging \"frozen\" signals, and using simple interpolation or model-based estimates to fill short gaps.\r\n<\/li>\r\n   <li>To battle <b>inconsistent timestamps<\/b>, such as when data from different sensors and control systems are apart, we standardize and synchronize them.\r\n<\/li>\r\n     <li>To avoid <b>siloed systems<\/b> and subsequent high OpEx, we create unified asset models in the analytics platform. Financial data from the ERP can be linked to the physical asset tags in the historian, enabling KPIs like real-time Margin per MWh.\r\n<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d644b7 e-con-full e-flex e-con e-child\" data-id=\"1d644b7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7c33ba elementor-widget elementor-widget-heading\" data-id=\"d7c33ba\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Phase 3: Deployment and further evolution<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a8ee59a e-con-full e-flex e-con e-child\" data-id=\"a8ee59a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d756061 elementor-widget elementor-widget-text-editor\" data-id=\"d756061\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Energy forbids disruptive &#8220;big bang&#8221; rollouts. Best practice is a use-case-driven, phased deployment to validate value at each step:<\/span><\/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-08947fb elementor-widget elementor-widget-html\" data-id=\"08947fb\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\r\n<ol class=\"blackUl\">\r\n     <li><b>A contained pilot<\/b>  to show a focused application with a clear ROI and limited data integration, avoiding a forced outage.\r\n<\/li>\r\n   <li><b>Cross-functional \"analytics squads\"<\/b> to include an OT engineer (for domain expertise), a data scientist (for model building), an IT specialist (for infrastructure), and a business lead (for maintenance or trading). This ensures both practical and commercially aligned solutions.\r\n<\/li>\r\n     <li><b>A user-centric interface<\/b> is key for rapid adoption. We co-design dashboards with energy engineers and operators to deliver intuitive displays that load in under 3 seconds, provide vivid insights, and integrate alerts into existing work order systems.\r\n<\/li>\r\n<li><b>Pilot-based scaling<\/b>, supporting pilot credibility to secure buy-in for subsequent use cases, e.g., combustion optimization or trading support. Gradually expand the asset model and analytics library until the platform becomes the plant\u2019s central decision-support system.\r\n<\/li>\r\n<\/ol>\r\n\r\n\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ccb1da e-con-full e-flex e-con e-child\" data-id=\"9ccb1da\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed1b1ea elementor-widget elementor-widget-heading\" data-id=\"ed1b1ea\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Business benefits of energy data analytics for power generation plants<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a199741 e-con-full e-flex e-con e-child\" data-id=\"a199741\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-91f2666 elementor-widget elementor-widget-text-editor\" data-id=\"91f2666\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">What energy enterprises have actually achieved by implementing data analytics and AI:<\/span><\/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-431080c e-con-full takeways e-flex e-con e-child\" data-id=\"431080c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-42bc674 elementor-widget elementor-widget-text-editor\" data-id=\"42bc674\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"blackUl\"><li><b>Increased operational efficiency <\/b><span style=\"font-weight: 400;\">\u2014 reported by 70% of energy companies leveraging analytics and AI<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Reduced costs <\/b><span style=\"font-weight: 400;\">\u2014 ~15% drop in energy operational expenses; up to $80B in annual global savings<\/span><\/li><li><b>Improved asset lifespan<\/b><span style=\"font-weight: 400;\"> \u2014 20-40% improvement in equipment longevity<\/span><\/li><li><b>Enhanced safety &amp; regulatory compliance<\/b><span style=\"font-weight: 400;\"> \u2014 20\u201325% boost in regulatory adherence through early anomaly detection<\/span><\/li><li><b>Accelerated ROI <\/b><span style=\"font-weight: 400;\">\u2014 95% of adopters achieve positive returns; one-third recoup investment within the first year<\/span><\/li><\/ul>\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-211949d elementor-widget elementor-widget-text-editor\" data-id=\"211949d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<span style=\"font-weight: 400;\">Sources: <\/span><a href=\"https:\/\/gitnux.org\/ai-in-the-utility-industry-statistics\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">gitnux<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/www.iea.org\/reports\/digitalisation-and-energy\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">iea<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/operations\/our-insights\/manufacturing-analytics-unleashes-productivity-and-profitability\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">mckinsey<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/worldmetrics.org\/digital-transformation-in-the-power-industry-statistics\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">worldmetrics<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/nearshore-it.eu\/articles\/predictive-maintenance-systems\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">nearshore-it<\/span><\/a><span style=\"font-weight: 400;\">.<\/span>\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>\n\t\t<div class=\"elementor-element elementor-element-7cdacce e-con-full e-flex e-con e-child\" data-id=\"7cdacce\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9f31f6f elementor-widget elementor-widget-heading\" data-id=\"9f31f6f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Future trends: AI and advanced analytics for energy generation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-01d7915 e-con-full e-flex e-con e-child\" data-id=\"01d7915\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aade272 elementor-widget elementor-widget-heading\" data-id=\"aade272\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI-driven optimization and autonomous operations<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-077e9a3 elementor-widget elementor-widget-text-editor\" data-id=\"077e9a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">With predictive analytics forecasting problems and prescriptive analytics recommending specific actions, autonomous action emerges as the next evolutionary leap toward smart energy systems. This industrializes <\/span><span style=\"font-weight: 400;\">analytics for energy<\/span><span style=\"font-weight: 400;\"> into continuous and self-optimizing workflows that liberate human experts from monitoring for oversight.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Let\u2019s take a combined-cycle gas plant as an example. AI models can continuously forecast electricity demand and optimize turbine operations. When a turbine shows early signs of wear, the system automatically adjusts its setpoints to maintain efficiency and schedules maintenance before a failure occurs. At the same time, the grid is rebalanced in milliseconds to handle unexpected load changes, ensuring uninterrupted power delivery without operator intervention. This future is actively being engineered.<\/span><\/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<div class=\"elementor-element elementor-element-0fd103d e-con-full e-flex e-con e-child\" data-id=\"0fd103d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-238aa79 elementor-widget elementor-widget-heading\" data-id=\"238aa79\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Digital twins and simulation models<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71b616b elementor-widget elementor-widget-text-editor\" data-id=\"71b616b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">This trend is a direct response to the prohibitively high cost of trial-and-error in the energy world. You cannot afford to test a new control algorithm or push an aging turbine to its limit without knowing the exact consequences. The prerequisite is a high-fidelity virtual replica \u2014 a digital twin. This zero-risk experimentation sandbox allows engineers to simulate decades of wear in hours, optimize plant start-up sequences for fuel savings, or virtually redesign energy assets before breaking ground, dramatically reducing capital risk and accelerating innovation.<\/span><\/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<div class=\"elementor-element elementor-element-8aa75b3 e-con-full e-flex e-con e-child\" data-id=\"8aa75b3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d9984c4 elementor-widget elementor-widget-heading\" data-id=\"d9984c4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sustainability-driven analytics<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd7fa0f elementor-widget elementor-widget-text-editor\" data-id=\"cd7fa0f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">With the EU\u2019s Carbon Border Adjustment Mechanism, Renewable Energy Directive, and ESG-linked financing in force, analytics platforms are becoming increasingly <\/span><a href=\"\/services\/sustainability-consulting\/\"><span style=\"font-weight: 400;\">sustainability-focused<\/span><\/a><span style=\"font-weight: 400;\">. The goal of <\/span><span style=\"font-weight: 400;\">analytics for energy<\/span><span style=\"font-weight: 400;\"> is clear: optimize real-time emissions, fuel use, and auxiliary power, and address the volatility renewables add to grids. As solar and wind output rise and fall unpredictably, the grid experiences sudden spikes or drops in electricity supply, AI models forecast output, balance supply and demand, and minimize curtailment, making low-carbon generation both reliable and efficient.<\/span><\/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>\n\t\t<div class=\"elementor-element elementor-element-d009170 e-con-full e-flex e-con e-child\" data-id=\"d009170\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b34eb7d elementor-widget elementor-widget-heading\" data-id=\"b34eb7d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Get prepared for smart energy with Innowise<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fff487b e-con-full e-flex e-con e-child\" data-id=\"fff487b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae7d553 elementor-widget elementor-widget-text-editor\" data-id=\"ae7d553\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">At Innowise, we help solve your pressing challenges \u2014 from the business level, such as high OpEx, to the integration level \u2014 and have a big heritage of implementing <\/span><span style=\"font-weight: 400;\">big data analytics in energy &amp; utilities<\/span><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Why choose Innowise:<\/span><\/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-577c0e5 elementor-widget elementor-widget-html\" data-id=\"577c0e5\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n\r\n<ul class=\"blackUl\">\r\n     <li><a href=\"\/data-ai-hub\/\">Data and AI hub<\/a> \u2014 we unite top minds in big data and artificial intelligence across the CEE region, delivering sophisticated data solutions and AI models for large-scale projects.\r\n<\/li>\r\n   <li>3,500+ in-house talent \u2014 we scale projects seamlessly, ramping resources up or down as your initiative evolves.\r\n<\/li>\r\n     <li>End-to-end technology partner for enterprise projects \u2014 we provide expertise across the spectrum, from IoT and telemetry to digital twins, cloud, and mobility systems.\r\n<\/li>\r\n<li>Compliance built-in \u2014 we operate in compliance with a large number of regulations, such as GDPR, ISO 27001, PCI DSS, CCPA, SOC1, and SOC2.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00d966b elementor-widget elementor-widget-text-editor\" data-id=\"00d966b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Ready to tailor your energy infrastructure to analytics? <\/span><a href=\"\/blog\/energy-data-analytics-software\/#contact-form\"><span style=\"font-weight: 400;\">Let\u2019s talk<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/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>\n\t\t<div class=\"elementor-element elementor-element-27a3008 e-con-full e-flex e-con e-child\" data-id=\"27a3008\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1fd70e6 e-con-full e-flex e-con e-child\" data-id=\"1fd70e6\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0a7c2fd elementor-widget elementor-widget-shortcode\" data-id=\"0a7c2fd\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[post_share]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-162c535 e-con-full tablePadding40 e-flex e-con e-child\" data-id=\"162c535\" data-element_type=\"container\" id=\"author-card\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-2c151b2 e-grid e-con-full e-con e-child\" data-id=\"2c151b2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-68fd7c8 elementor-widget elementor-widget-image\" data-id=\"68fd7c8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"100\" height=\"100\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/09\/Rectangle-34624319.png\" class=\"attachment-full size-full wp-image-187531\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/09\/Rectangle-34624319.png 100w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/09\/Rectangle-34624319-12x12.png 12w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63c1b92 e-con-full e-flex e-con e-child\" data-id=\"63c1b92\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3071d77 e-con-full e-flex e-con e-child\" data-id=\"3071d77\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-548642f no-text-decoration elementor-widget elementor-widget-heading\" data-id=\"548642f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"\/authors\/dmitry-nazarevich\/\">Dmitry Nazarevich<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20787df elementor-widget elementor-widget-image\" data-id=\"20787df\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/dmitry-nazarevich-b12837151\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"32\" height=\"33\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/04\/Social-icons-1.svg\" class=\"attachment-full size-full wp-image-181902\" alt=\"Linkedin icon\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ceab47 elementor-widget elementor-widget-text-editor\" data-id=\"8ceab47\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Chief Technology Officer<\/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>\n\t\t<div class=\"elementor-element elementor-element-5baf1e3 e-con-full e-flex e-con e-child\" data-id=\"5baf1e3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-90374b9 text4String elementor-widget elementor-widget-text-editor\" data-id=\"90374b9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dmitry leads the tech strategy behind custom solutions that actually work for clients \u2014 now and as they grow. He bridges big-picture vision with hands-on execution, making sure every build is smart, scalable, and aligned with the business.<\/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-7986137 readMore elementor-widget elementor-widget-heading\" data-id=\"7986137\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"\/authors\/dmitry-nazarevich\/\">Read more<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52e4df0 table-content-container stickyWrapper72 e-con-full e-flex e-con e-child\" data-id=\"52e4df0\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6e41316 e-con-full stickyTable e-flex e-con e-child\" data-id=\"6e41316\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9a04570 author-block e-con-full e-flex e-con e-child\" data-id=\"9a04570\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08445bc ddcv elementor-widget elementor-widget-html\" data-id=\"08445bc\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n.article-description > .e-con-inner{\r\n     align-items: baseline !important;\r\n}\r\n\r\n.stickyWrapper72{\r\n    position: sticky;\r\n    top: 132px;\r\n    bottom: auto;   \r\n}  \r\n<\/style>\r\n\r\n<script>\r\ndocument.addEventListener(\"DOMContentLoaded\", ()=>{\r\n    const headerElement = document.querySelector(\".new-menu\");\r\n    const stickyElement = document.querySelector(\".stickyWrapper72\");\r\n\r\n    \/\/ \u041f\u0420\u041e\u0412\u0415\u0420\u041a\u0410: \u0414\u0435\u043b\u0430\u0435\u043c \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u043d\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435\r\n    if (headerElement && stickyElement) {\r\n        const headerElementH = headerElement.clientHeight;\r\n        stickyElement.style.top =  headerElementH + 60 + \"px\";\r\n    }\r\n});\r\n<\/script>\r\n\r\n\r\n<div class=\"toc-wrapper\">\r\n  <h4 class=\"toc-title\">Table of contents<\/h4>\r\n  <div class=\"toc toc-2\"><\/div>\r\n<\/div>\r\n\r\n<script>\r\n  const LINKS = {\r\n    \"Unleashing the power of .NET 8\": \"gggggg\",\r\n    \"Revamping legacy systems: unlocking business potential through software modernization\": \"hello\",\r\n  };\r\n\r\n  const OFFSET = 70;\r\n  const PADDING_BOTTOM_FOR_SCROLL = 100;\r\n  let headerList = [];\r\n  let 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<ul><\/ul><\/div>\n<form action=\"\/pl\/wp-json\/wp\/v2\/posts\/193972#wpcf7-f100240-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" enctype=\"multipart\/form-data\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"100240\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f100240-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<style>\n#form-templates .contact__info {\n  background-color: #f4f4f4;\n  padding: 70px 44px 70px 50px;\n  position: relative;\n  max-width: 540px;\n  width: 100%;\nborder: 1px solid #AEB1B7;\n}\n\n#form-templates .contact__info-background {\n  z-index: -1;\n  position: absolute;\n  top: 20px;\n  left: 20px;\n  width: 100%;\n  height: 100%;\n  border: 1px dashed #ef4557;\n}\n\n\n#form-templates .new-container{\ndisplay: flex;\njustify-content: space-between;\nflex-wrap: wrap;\n}\n\n\n#form-templates{\npadding: 100px 15px 100px 15px;        \n}\n\n#form-templates .contact__info-heading {\n  font-family: 'Sora' !important;\n  font-style: normal !important;\n  font-weight: 400 !important;\n  font-size: 36px !important;\n  line-height: 46px !important;\n  color: #2E2E2E !important;\n   margin-bottom: 60px !important;\n\n}\n\n\n#form-templates .message label{\ncolor: #585858 !important;   \n}\n\n.elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n font-size: 60px !important;\n  line-height: 70px !important;\n  font-family: \"Sora\", Sans-serif;\n  font-weight: 400;\n  margin: 0;  \n  margin-bottom: 20px;\n}\n\n\n\n\n.elementor-widget-container.form-template p{\n  font-family: \"Karla\", Sans-serif;\n  font-size: 22px;\n  font-weight: 400;\n  line-height: 28px;\n  color: var( --e-global-color-primary );\n  max-width: 700px;\n  margin: 0; \n  margin-bottom: 40px;\n} \n  \n\n\n.new-container #spinner{\nwidth: 50%;\nmax-width: 700px;\n}\n\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:30px; \n    \n}\n\n\n#form-templates .contact__info-heading {\n  margin-bottom: 67px;\n  font-size: 36px;\n  font-family: karla;\n  color:  #2E2E2E;\n\n  line-height: 49px;\n}\n\n#form-templates .contact__info-steps {\n  display: flex;\n  flex-direction: column;\n  max-width: 425x;\n  row-gap: 20px;\n  border-left: 1px solid #2e2e2e;\n}\n\n#form-templates .contact__info-block {\n  position: relative;\n  padding-left: 45px;\n}\n\n#form-templates .contact__info-block:last-child {\n  box-shadow: -1px 0 0 1px #f4f4f4;\n}\n\n#form-templates .contact__info-step {\n  position: absolute;\n  border: 1px solid #2e2e2e;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 20px;\n  left: -20px;\n  top: -8px;\n  background-color: #F4F4F4;\n  color:  #2E2E2E;\n\nfont-family: Karla;\nfont-weight: 700;\nfont-size: 18px;\nline-height: 28px;\n\n}\n\n.elementor-widget-global .contact__info-step {\n        color:  #2E2E2E;\n}\n\n#form-templates .contact__info-text {\n  margin: 0;\n  font-size: 16px;\n  line-height: 26px;\n  color: #2E2E2E;\n  font-family: karla;\n\n  width: 100%;\n}\n\n\n#form-templates .contact-us__send{\nflex-shrink: 0;\nmargin-top:0;\n}\n\n\n\n@media screen and (max-width: 1279px) {\n    .new-container #spinner{\n        width: 100%;\n        max-width:100%;\n        margin-bottom:40px;\n    }\n    \n\n    .new-container .contact__info {\n        max-width: 700px !important;\n    }\n    \n}\n\n\n@media screen and (max-width: 1279px) {\n#form-templates{\npadding: 60px 15px 70px 15px;     \n}\n}\n\n\n\n@media screen and (max-width: 767px) {\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:20px; \n \n}\n\n\n  #form-templates .contact__info {\n    padding: 20px 20px 40px 40px;\n    margin: 0 auto;\n  }\n\n\n#form-templates{\npadding: 40px 15px 50px 15px;  \n    \n}\n\n  \n   .new-container #spinner{\n       \n    margin-bottom:30px;   \n   }\n   \n   \n   .elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n   font-size: 32px !important;\n    line-height: 42px !important;    \n   }\n   \n   \n   .elementor-widget-container.form-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px;\n \n       \n   }\n   \n   #form-templates .contact__info-heading{\n   font-size: 24px !important;\n    line-height: 49px !important;    \n       \n   }\n   \n\n.mailToContact{\nmargin-top: 10px !important;        \n}\n   \n\n  #form-templates .contact__info-heading {\n    font-size: 24px;\n    margin-bottom: 37px;\n  }\n\n  #form-templates .contact__info-background {\n    top: 10px;\n    left: 10px;\n  }\n\n  #form-templates .contact__info-text {\n    font-size: 12px;\n    line-height: 20px;\n  }\n  \n  \n  #form-templates .contact__info-heading {\n   margin-bottom: 35px !important;\n\n}\n\n}\n\n@media (max-width: 767px) {\n    .mailToContact {\n        max-width: 100%;\n    }\n}\n<\/style>\n\n<script>\nwindow.addEventListener('hashchange',function(e){if(window.history.pushState){window.history.pushState('','\/',window.location.pathname)}else{window.location.hash=''}})\n<\/script>\n\n\n<div id=\"form-templates\">\n<div class=\"elementor-widget-container form-template\">\n<a name=\"contact-form\"><\/a>\n<h2>Contact us<\/h2>\n<p><a id=\"calendlylink\" style=\"color: #c63031; border-bottom: 1px solid #c63031; padding: 0;\">Book a call<\/a> or fill out the form below and we\u2019ll get back to you once we\u2019ve processed your request.<\/p>\n<\/div>\n\n<div class=\"new-container\">\n\n\n<div class=\"contact-us__main\" id=\"spinner\" data-no-defer=\"1\">\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"name\">\n<label>Name<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"field_name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__name\" id=\"contact-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name*\" value=\"\" type=\"text\" name=\"field_name\" \/><\/span>\n<\/div>\n\n<div class=\"company\">\n<label>Company<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__company\" id=\"contact-company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company*\" value=\"\" type=\"text\" name=\"company\" \/><\/span>\n<\/div>\n\n<\/div>\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"email\">\n<label>Email<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email contact-us__email\" id=\"contact-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Corporate email*\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n<\/div>\n\n<div class=\"phone\">\n<label>Phone<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"tel\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel contact-us__phone\" id=\"contact-phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Phone*\" value=\"\" type=\"tel\" name=\"tel\" \/><\/span>\n<\/div>\n\n<\/div>\n<div class=\"contact-us__wrapper subj\">\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-recipient\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-subj_js\" aria-invalid=\"false\" name=\"your-recipient\"><option value=\"\">Subject*<\/option><option value=\"IT staff augmentation\">IT staff augmentation<\/option><option value=\"Turnkey product development\">Turnkey product development<\/option><option value=\"Support and enhancement\">Support and enhancement<\/option><option value=\"Careers\">Careers<\/option><option value=\"Other\">Other<\/option><\/select><\/span>\n\n<span class=\"wpcf7-form-control-wrap\" data-name=\"form-field-budget_js\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-budget_js\" aria-invalid=\"false\" name=\"form-field-budget_js\"><option value=\"\">Project budget<\/option><option value=\"Under $15K\">Under $15K<\/option><option value=\"$15K-$30K\">$15K-$30K<\/option><option value=\"$30K-$100K\">$30K-$100K<\/option><option value=\"$100K-$250K\">$100K-$250K<\/option><option value=\"$250K-$500K\">$250K-$500K<\/option><option value=\"More than $500K\">More than $500K<\/option><\/select><\/span>\n\n<\/div>\n\n\n<div class=\"message\">\n<label>Message<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea cols=\"40\" rows=\"1\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required contact-us__message\" id=\"contact-message\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Describe your needs in detail*\" name=\"message\"><\/textarea><\/span>\n<\/div>\n\n<div class=\"atvoice-wrap\">\n\n<div class=\"voice-wrap\">\n<span id=\"voice-mut\" class=\"voicetext\">Send us a voice message<\/span>\n         <div class=\"qc_voice_audio_wrapper\">\n            <div class=\"qc_voice_audio_container\">\n                <div class=\"qc_voice_audio_upload_main\" id=\"qc_audio_main\">\n                    <a class=\"qc_audio_record_button\" id=\"qc_audio_record\" href=\"#\" aria-label=\"Record an audio message\">\n                        <span class=\"dashicons dashicons-microphone\"><\/span> \u00a0<\/a> \n                <\/div>\n\n                <div class=\"qc_voice_audio_recorder\" id=\"qc_audio_recorder\" style=\"display:none\">\n\n                <\/div>\n                <div class=\"qc_voice_audio_display\" id=\"qc_audio_display\"  style=\"display:none\">\n                    <audio id=\"qc-audio\" controls src=\"\"><\/audio>\n                    <span title=\"Remove and back to main upload screen.\" class=\"qc_audio_remove_button dashicons dashicons-trash\"><\/span>\n                <\/div>\n            <\/div>\n            <input type=\"hidden\" value=\"\" name=\"qcwpvoicemessage\" id=\"qc_audio_url\" \/>\n        <\/div>\n        \n<\/div>\n\n\n<div class=\"attach-wrap\">\n<span class=\"voicetext\">Attach documents<\/span>\n\n<div class='attachment'>\n\n<div class=\"downloaded\">\n<span><\/span>\n<div class=\"deleteFile\"><\/div>\n<\/div>\n\n<div class=\"attachmentButton\" onclick=\"(function cl(e){if(e.target.nodeName == 'DIV'){e.target.parentNode.children[1].children[0].click(); }})(arguments[0]);\">\n\n<div class=\"innerText\">Upload file<\/div>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"att-files\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-file\" accept=\".jpg,.png,.jpeg,.pdf\" aria-invalid=\"false\" type=\"file\" name=\"att-files\" \/><\/span>\n\n<div class=\"tip\" onclick=\"event.stopPropagation()\">\n<p>You can attach 1 file up to 2MB. Valid file formats: pdf, jpg, jpeg, png.<\/p>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n\n\n<\/div>\n\n<div class=\"contact-us__wrapper\"> \n<p class=\"pp\">By clicking Send, you consent to Innowise processing your personal data per our<a href=\"\/privacy-notice\/\"> Privacy Policy <\/a>to provide you with relevant information. By submitting your phone number, you agree that we may contact you via voice calls, SMS, and messaging apps. 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