{"id":193517,"date":"2026-05-05T09:12:55","date_gmt":"2026-05-05T09:12:55","guid":{"rendered":"https:\/\/10pearls.com\/uk\/?page_id=193517"},"modified":"2026-08-03T10:00:13","modified_gmt":"2026-08-03T10:00:13","slug":"machine-learning","status":"publish","type":"page","link":"https:\/\/10pearls.com\/uk\/machine-learning\/","title":{"rendered":"Machine Learning Development Services \u2013 10Pearls"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"193517\" class=\"elementor elementor-193517\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3fd27cd section-h-img-page full-view-top-banner  elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3fd27cd\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2d61f17\" data-id=\"2d61f17\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-c228a99 elementor-section-full_width hero-content elementor-section-height-default elementor-section-height-default\" data-id=\"c228a99\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-509e637\" data-id=\"509e637\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7dd40de elementor-widget elementor-widget-heading\" data-id=\"7dd40de\" 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\">Machine Learning Development Services\u00a0for Enterprises\u00a0<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e017f4a elementor-widget elementor-widget-heading\" data-id=\"e017f4a\" 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\">We deliver machine learning development services designed for enterprise environments, built around your business goals and engineered for real-world environments.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b33644 elementor-align-left elementor-tablet-align-left indigo-btn indigo-btn--ghost elementor-mobile-align-left elementor-widget elementor-widget-button\" data-id=\"7b33644\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" 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-md\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-35cf4ac\" data-id=\"35cf4ac\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f8dcf54 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"f8dcf54\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-91ba316\" data-id=\"91ba316\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e27d156 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"e27d156\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<section class=\"home-anchor-bar\" id=\"homeAnchorBar\">\r\n    <div class=\"wrap\">\r\n        <ul id=\"homeAnchorMenu\" class=\"home-anchor-menu\">\r\n            <li>\r\n                <a data-target=\"#01\">SERVICES<img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/li>\r\n            <li>\r\n                <a data-target=\"#02\">WHY US<img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/li>\r\n            <li>\r\n                <a data-target=\"#03\">INDUSTRIES<img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/li>\r\n            <li>\r\n                <a data-target=\"#04\">ENGAGEMENT MODELS<img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/li>\r\n            <li>\r\n                <a data-target=\"#05\">OUR APPROACH<img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/li>\r\n            <li>\r\n                <a data-target=\"#06\">CASE STUDIES<img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/li>\r\n            <li>\r\n                <a data-target=\"#07\">INSIGHTS<img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/li>\r\n        <\/ul>\r\n        <div class=\"home-anchor-dropdown home-anchor-bar-sm\">\r\n            <button class=\"ha-toggle\" type=\"button\" data-toggle=\"dropdown\" aria-expanded=\"false\" id=\"haToggle\">\r\n                Go to Section\r\n                <span class=\"ha-toggle-arrow\"><\/span>\r\n            <\/button>\r\n            <div class=\"ha-dropdown-menu\" id=\"homeAnchorMenuMobile\">\r\n                <a data-target=\"#01\">SERVICES <img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n                <a data-target=\"#02\">WHY US <img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n                <a data-target=\"#03\">INDUSTRIES <img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n                <a data-target=\"#04\">ENGAGEMENT MODELS <img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n                <a data-target=\"#05\">OUR APPROACH <img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n                <a data-target=\"#06\">CASE STUDIES <img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n                <a data-target=\"#07\">INSIGHTS <img decoding=\"async\" src=\"\/wp-content\/uploads\/2024\/05\/arrow-bottom-black.svg\"><\/a>\r\n            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-505e3af e-flex e-con-boxed e-con e-parent\" data-id=\"505e3af\" 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<div class=\"elementor-element elementor-element-b4da6c6 e-con-full e-flex e-con e-child\" data-id=\"b4da6c6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c699b4c location-heading elementor-widget elementor-widget-heading\" data-id=\"c699b4c\" 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\">TURNING <span style=\"font-weight: 700\">machine learning <\/span><br \/>\n INTO MEASURABLE RESULTS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-225efbe e-con-full e-flex e-con e-child\" data-id=\"225efbe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd74b8a location-heading elementor-widget elementor-widget-heading\" data-id=\"bd74b8a\" 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\">As an AI-first digital engineering partner, we take an outcome-driven\u00a0approach to designing and delivering secure, enterprise-ready machine learning\u00a0(ML)\u00a0solutions built around real-world business constraints\u00a0\u2014\u00a0messy data, legacy systems, and the teams who need to trust the output.\u00a0\n<br \/>\n<br \/>\nWith experience supporting organizations in regulated industries such as <a href=\"\/industry-healthcare\/\" target=\"_blank\" style=\"text-decoration: underline\">healthcare<\/a> and <a href=\"\/industry-financial-services\/\" target=\"_blank\" style=\"text-decoration: underline\">financial services<\/a>, our globally distributed engineering teams help enterprises build AI systems that are compliant, scalable, and production ready. Our machine learning development services bridge the gap between experimentation and execution, helping you move from validated ideas to live, and ensuring those systems continue delivering value long after launch.<\/p>\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-b315ff4 e-flex e-con-boxed e-con e-parent\" data-id=\"b315ff4\" data-element_type=\"container\" data-e-type=\"container\" id=\"01\" 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-603d855 location-heading elementor-widget elementor-widget-heading\" data-id=\"603d855\" 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\">Our machine learning services<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c56605 elementor-icon-list--layout-inline elementor-align-start elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"8c56605\" 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<a href=\"#order-to-cash\">\n\n\t\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-arrow-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M413.1 222.5l22.2 22.2c9.4 9.4 9.4 24.6 0 33.9L241 473c-9.4 9.4-24.6 9.4-33.9 0L12.7 278.6c-9.4-9.4-9.4-24.6 0-33.9l22.2-22.2c9.5-9.5 25-9.3 34.3.4L184 343.4V56c0-13.3 10.7-24 24-24h32c13.3 0 24 10.7 24 24v287.4l114.8-120.5c9.3-9.8 24.8-10 34.3-.4z\"><\/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\">Customer &amp; revenue intelligence\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"#revenue-and-leakage\">\n\n\t\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-arrow-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M413.1 222.5l22.2 22.2c9.4 9.4 9.4 24.6 0 33.9L241 473c-9.4 9.4-24.6 9.4-33.9 0L12.7 278.6c-9.4-9.4-9.4-24.6 0-33.9l22.2-22.2c9.5-9.5 25-9.3 34.3.4L184 343.4V56c0-13.3 10.7-24 24-24h32c13.3 0 24 10.7 24 24v287.4l114.8-120.5c9.3-9.8 24.8-10 34.3-.4z\"><\/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\">Operational intelligence &amp; forecasting\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"#media-supply-chain\">\n\n\t\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-arrow-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M413.1 222.5l22.2 22.2c9.4 9.4 9.4 24.6 0 33.9L241 473c-9.4 9.4-24.6 9.4-33.9 0L12.7 278.6c-9.4-9.4-9.4-24.6 0-33.9l22.2-22.2c9.5-9.5 25-9.3 34.3.4L184 343.4V56c0-13.3 10.7-24 24-24h32c13.3 0 24 10.7 24 24v287.4l114.8-120.5c9.3-9.8 24.8-10 34.3-.4z\"><\/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\">Document intelligence &amp; workflow automation\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"#business-process\">\n\n\t\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-arrow-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M413.1 222.5l22.2 22.2c9.4 9.4 9.4 24.6 0 33.9L241 473c-9.4 9.4-24.6 9.4-33.9 0L12.7 278.6c-9.4-9.4-9.4-24.6 0-33.9l22.2-22.2c9.5-9.5 25-9.3 34.3.4L184 343.4V56c0-13.3 10.7-24 24-24h32c13.3 0 24 10.7 24 24v287.4l114.8-120.5c9.3-9.8 24.8-10 34.3-.4z\"><\/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\">Risk, compliance &amp; security analytics\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"#network-and-infrastructure\">\n\n\t\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-arrow-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M413.1 222.5l22.2 22.2c9.4 9.4 9.4 24.6 0 33.9L241 473c-9.4 9.4-24.6 9.4-33.9 0L12.7 278.6c-9.4-9.4-9.4-24.6 0-33.9l22.2-22.2c9.5-9.5 25-9.3 34.3.4L184 343.4V56c0-13.3 10.7-24 24-24h32c13.3 0 24 10.7 24 24v287.4l114.8-120.5c9.3-9.8 24.8-10 34.3-.4z\"><\/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\">Generative AI\u00a0&amp; intelligent agents\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"#service-innovation\">\n\n\t\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-arrow-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M413.1 222.5l22.2 22.2c9.4 9.4 9.4 24.6 0 33.9L241 473c-9.4 9.4-24.6 9.4-33.9 0L12.7 278.6c-9.4-9.4-9.4-24.6 0-33.9l22.2-22.2c9.5-9.5 25-9.3 34.3.4L184 343.4V56c0-13.3 10.7-24 24-24h32c13.3 0 24 10.7 24 24v287.4l114.8-120.5c9.3-9.8 24.8-10 34.3-.4z\"><\/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\">Computer vision &amp; image intelligence\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"#service-innovation-m\">\n\n\t\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-arrow-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M413.1 222.5l22.2 22.2c9.4 9.4 9.4 24.6 0 33.9L241 473c-9.4 9.4-24.6 9.4-33.9 0L12.7 278.6c-9.4-9.4-9.4-24.6 0-33.9l22.2-22.2c9.5-9.5 25-9.3 34.3.4L184 343.4V56c0-13.3 10.7-24 24-24h32c13.3 0 24 10.7 24 24v287.4l114.8-120.5c9.3-9.8 24.8-10 34.3-.4z\"><\/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\">Machine learning infrastructure &amp; platforms\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<div class=\"elementor-element elementor-element-8bce55b e-con-full scroll-padding e-flex e-con e-child\" data-id=\"8bce55b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-95d736e e-con-full e-flex e-con e-child\" data-id=\"95d736e\" data-element_type=\"container\" data-e-type=\"container\" id=\"order-to-cash\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53e1fd7 aug-larg-head elementor-widget elementor-widget-heading\" data-id=\"53e1fd7\" 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\">Customer &amp; revenue intelligence\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ce6593 elementor-widget elementor-widget-text-editor\" data-id=\"9ce6593\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tTurn customer and revenue data into predictive insights. We design ML systems that analyze behavioral patterns, engagement signals, and transaction data to help organizations anticipate customer needs and strengthen long-term customer relationships.\u00a0\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0674cc9 e-con-full e-flex e-con e-child\" data-id=\"0674cc9\" 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-c1f3c83 elementor-widget elementor-widget-n-accordion\" data-id=\"c1f3c83\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2030\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2030\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Churn prediction systems <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2030\" class=\"elementor-element elementor-element-025c970 e-con-full e-flex e-con e-child\" data-id=\"025c970\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55c8652 elementor-widget elementor-widget-text-editor\" data-id=\"55c8652\" 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>Build churn models trained on your customer behavior data, identifying risk early enough with the reasoning behind each prediction for your team to act on it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2031\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2031\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Customer segmentation models  <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2031\" class=\"elementor-element elementor-element-0b1dc09 e-con-full e-flex e-con e-child\" data-id=\"0b1dc09\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd55f25 elementor-widget elementor-widget-text-editor\" data-id=\"dd55f25\" 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>We move your segmentation beyond age and geography by training models on behavioral signals, purchase patterns, and engagement history.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2032\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2032\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Personalization engines <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2032\" class=\"elementor-element elementor-element-382f7de e-con-full e-flex e-con e-child\" data-id=\"382f7de\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72fff4b elementor-widget elementor-widget-text-editor\" data-id=\"72fff4b\" 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>Design recommendation systems that learn from real user interactions and serve the right content, product, or offer to each user, getting sharper with every data point.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2033\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2033\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Pricing &amp; revenue optimization <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2033\" class=\"elementor-element elementor-element-50dfd08 e-flex e-con-boxed e-con e-child\" data-id=\"50dfd08\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19b02cd elementor-widget elementor-widget-text-editor\" data-id=\"19b02cd\" 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>Maximize margins with ML-driven pricing intelligence. We develop dynamic pricing models that factor in demand signals, competitor data, and customer segments.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f6f9d40 e-con-full scroll-padding e-flex e-con e-child\" data-id=\"f6f9d40\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e20fc00 e-con-full e-flex e-con e-child\" data-id=\"e20fc00\" 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-4f21c9c elementor-widget elementor-widget-n-accordion\" data-id=\"4f21c9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8290\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-8290\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Demand forecasting\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8290\" class=\"elementor-element elementor-element-ae460de e-con-full e-flex e-con e-child\" data-id=\"ae460de\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a780ca7 elementor-widget elementor-widget-text-editor\" data-id=\"a780ca7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tTrain forecasting models on your historical sales, seasonality, and external signals, giving your supply chain projections they can plan around with confidence. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8291\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-8291\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Capacity planning\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8291\" class=\"elementor-element elementor-element-7b9ec95 e-con-full e-flex e-con e-child\" data-id=\"7b9ec95\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-209fb57 elementor-widget elementor-widget-text-editor\" data-id=\"209fb57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDevelop predictive capacity models that anticipate workload peaks, so operations can scale resources before demand spikes. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8292\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-8292\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Predictive maintenance\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8292\" class=\"elementor-element elementor-element-6e23366 e-con-full e-flex e-con e-child\" data-id=\"6e23366\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72458e8 elementor-widget elementor-widget-text-editor\" data-id=\"72458e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tForecast failures and schedule interventions proactively with predictive maintenance models that analyze sensor data, operational logs, and equipment history. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8293\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-8293\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Route &amp; logistics optimization\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8293\" class=\"elementor-element elementor-element-6d8f333 e-flex e-con-boxed e-con e-child\" data-id=\"6d8f333\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19f00d9 elementor-widget elementor-widget-text-editor\" data-id=\"19f00d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDevelop optimization models that factor in real-world constraints and find the routing decisions that cut delivery times and last-mile costs simultaneously.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8294\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-8294\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Predictive analytics systems <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8294\" class=\"elementor-element elementor-element-37ebbb6 e-flex e-con-boxed e-con e-child\" data-id=\"37ebbb6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a919dad elementor-widget elementor-widget-text-editor\" data-id=\"a919dad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tTurn raw data into foresight with end-to-end predictive analytics pipelines that forecast outcomes and drive proactive decision-making. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4db044b e-con-full e-flex e-con e-child\" data-id=\"4db044b\" data-element_type=\"container\" data-e-type=\"container\" id=\"revenue-and-leakage\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c562cf6 aug-larg-head elementor-widget elementor-widget-heading\" data-id=\"c562cf6\" 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\">Operational intelligence &amp; forecasting\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c37564 elementor-widget elementor-widget-text-editor\" data-id=\"9c37564\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tAnticipate operational demands and make more informed planning decisions with predictive analytics. We develop machine learning models that analyze historical data, real-time signals, and external factors to forecast demand and improve operational efficiency across complex environments.\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-7f029ca e-con-full scroll-padding e-flex e-con e-child\" data-id=\"7f029ca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3d083b4 e-con-full e-flex e-con e-child\" data-id=\"3d083b4\" data-element_type=\"container\" data-e-type=\"container\" id=\"media-supply-chain\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c6e3c1d aug-larg-head elementor-widget elementor-widget-heading\" data-id=\"c6e3c1d\" 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\">Document intelligence &amp; workflow automation\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a76f15 elementor-widget elementor-widget-text-editor\" data-id=\"3a76f15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tTransform document-heavy processes into intelligent, automated workflows. Our solutions use ML and AI to extract, classify, and route information from complex documents while enabling faster decisions, improved accuracy, and reduced manual effort across business operations.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a470b79 e-con-full e-flex e-con e-child\" data-id=\"a470b79\" 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-5426ce8 elementor-widget elementor-widget-n-accordion\" data-id=\"5426ce8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8820\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-8820\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Intelligent document processing\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8820\" class=\"elementor-element elementor-element-ed43bfd e-con-full e-flex e-con e-child\" data-id=\"ed43bfd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35b7833 elementor-widget elementor-widget-text-editor\" data-id=\"35b7833\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBuild end-to-end IDP pipelines that extract, classify, and route data from contracts, invoices, and reports, giving visibility across teams. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8821\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-8821\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Data extraction pipelines\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8821\" class=\"elementor-element elementor-element-671a863 e-con-full e-flex e-con e-child\" data-id=\"671a863\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ceb9c12 elementor-widget elementor-widget-text-editor\" data-id=\"ceb9c12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDesign and maintain structured data feeds that pull from messy, multi-source environments and deliver clean, model-ready inputs they can trust. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-8822\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-8822\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Workflow automation\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-8822\" class=\"elementor-element elementor-element-b97b58a e-con-full e-flex e-con e-child\" data-id=\"b97b58a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64b973e elementor-widget elementor-widget-text-editor\" data-id=\"64b973e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tReplace rule-based processes with AI-driven decision systems that use real-time data and escalate only what is needed for the user. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-867749d e-con-full scroll-padding e-flex e-con e-child\" data-id=\"867749d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2bd516e e-con-full e-flex e-con e-child\" data-id=\"2bd516e\" 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-0be55d2 elementor-widget elementor-widget-n-accordion\" data-id=\"0be55d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1240\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1240\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Fraud detection systems\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1240\" class=\"elementor-element elementor-element-f96ae79 e-con-full e-flex e-con e-child\" data-id=\"f96ae79\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-626f473 elementor-widget elementor-widget-text-editor\" data-id=\"626f473\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDevelop real-time scoring models that align with your transaction flows, flagging suspicious activity the moment it happens. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1241\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1241\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Anomaly monitoring systems\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1241\" class=\"elementor-element elementor-element-f046f4f e-con-full e-flex e-con e-child\" data-id=\"f046f4f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-095b410 elementor-widget elementor-widget-text-editor\" data-id=\"095b410\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tTrain your ML systems and data pipelines with drift detection and anomaly alerting, so your team knows when something shifts before it becomes a problem. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1242\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1242\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Compliance flagging\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1242\" class=\"elementor-element elementor-element-ab335d2 e-con-full e-flex e-con e-child\" data-id=\"ab335d2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-48dd864 elementor-widget elementor-widget-text-editor\" data-id=\"48dd864\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBuild automated review pipelines that continuously scan transactions against your compliance criteria, reducing manual audit burden and surfacing real risk faster. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1243\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1243\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Cybersecurity threat detection\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1243\" class=\"elementor-element elementor-element-3d395db e-flex e-con-boxed e-con e-child\" data-id=\"3d395db\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfb6d30 elementor-widget elementor-widget-text-editor\" data-id=\"cfb6d30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBuild ML-powered security systems that detect anomalies, flag suspicious behavior, and identify vulnerabilities in real time \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-48c86b8 e-con-full e-flex e-con e-child\" data-id=\"48c86b8\" data-element_type=\"container\" data-e-type=\"container\" id=\"business-process\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c7fa46 aug-larg-head elementor-widget elementor-widget-heading\" data-id=\"7c7fa46\" 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\">Risk, compliance &amp; security analytics\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8ddbfe elementor-widget elementor-widget-text-editor\" data-id=\"c8ddbfe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tStrengthen enterprise resilience with advanced analytics for risk detection and compliance monitoring. We build machine learning systems that continuously analyze transactions, system behavior, and operational signals to identify anomalies and surface potential risks before they escalate.\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-82dd9eb e-con-full scroll-padding e-flex e-con e-child\" data-id=\"82dd9eb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-716880b e-con-full e-flex e-con e-child\" data-id=\"716880b\" data-element_type=\"container\" data-e-type=\"container\" id=\"network-and-infrastructure\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a02813 aug-larg-head elementor-widget elementor-widget-heading\" data-id=\"4a02813\" 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\">Generative AI\u00a0&amp; intelligent agents\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4c6e41 elementor-widget elementor-widget-text-editor\" data-id=\"e4c6e41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBring generative AI into real enterprise workflows. We develop AI assistants, chatbots, and autonomous agents that understand context, access enterprise knowledge, and execute tasks across systems.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22ecce9 e-con-full e-flex e-con e-child\" data-id=\"22ecce9\" 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-57f3e5b elementor-widget elementor-widget-n-accordion\" data-id=\"57f3e5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9220\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-9220\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> AI chatbots &amp; assistants\u00a0\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9220\" class=\"elementor-element elementor-element-caec871 e-con-full e-flex e-con e-child\" data-id=\"caec871\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c75862 elementor-widget elementor-widget-text-editor\" data-id=\"7c75862\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBuild context-aware AI assistants that understand intent, retain conversation history, and integrate with your enterprise systems. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9221\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9221\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> AI agents &amp; orchestration <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9221\" class=\"elementor-element elementor-element-cf5f71d e-con-full e-flex e-con e-child\" data-id=\"cf5f71d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f672337 elementor-widget elementor-widget-text-editor\" data-id=\"f672337\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDeploy autonomous AI agents that plan and execute multi-step workflows across your tools and systems, reducing human-in-the-loop and accelerate complex processes. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9222\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9222\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Enterprise knowledge assistants\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9222\" class=\"elementor-element elementor-element-6b1dfb9 e-con-full e-flex e-con e-child\" data-id=\"6b1dfb9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ee0bc6 elementor-widget elementor-widget-text-editor\" data-id=\"5ee0bc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDevelop retrieval-augmented AI systems that securely access internal knowledge bases to provide accurate answers and insights. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1833db4 e-con-full scroll-padding e-flex e-con e-child\" data-id=\"1833db4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7b2dfb6 e-con-full e-flex e-con e-child\" data-id=\"7b2dfb6\" 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-dfd78bf elementor-widget elementor-widget-n-accordion\" data-id=\"dfd78bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2340\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2340\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Medical imaging analysis\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2340\" class=\"elementor-element elementor-element-611e49b e-con-full e-flex e-con e-child\" data-id=\"611e49b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb7b346 elementor-widget elementor-widget-text-editor\" data-id=\"cb7b346\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDevelop and validate <a href=\"\/computer-vision\/\" target=\"_blank\" style=\"text-decoration:underline\"> computer vision<\/a> models for imaging workflows, helping teams prioritize cases and reduce review time without compromising accuracy.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2341\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2341\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Visual inspection systems\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2341\" class=\"elementor-element elementor-element-3695eb5 e-con-full e-flex e-con e-child\" data-id=\"3695eb5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b1a962 elementor-widget elementor-widget-text-editor\" data-id=\"7b1a962\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDevelop and validate computer vision models that help healthcare teams prioritize cases and reduce review time. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cbd3cc8 e-con-full e-flex e-con e-child\" data-id=\"cbd3cc8\" data-element_type=\"container\" data-e-type=\"container\" id=\"service-innovation\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6800cdc aug-larg-head elementor-widget elementor-widget-heading\" data-id=\"6800cdc\" 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\">Computer vision &amp; image intelligence\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39b5aae elementor-widget elementor-widget-text-editor\" data-id=\"39b5aae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tUnlock insights from visual data using advanced computer vision models. We design AI systems that analyze images and video to automate inspection, support medical imaging workflows, and enable faster, more accurate visual analysis across industries.\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-0ee9969 e-con-full scroll-padding e-flex e-con e-child\" data-id=\"0ee9969\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c852e8d e-con-full e-flex e-con e-child\" data-id=\"c852e8d\" 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-6c879ad elementor-widget elementor-widget-n-accordion\" data-id=\"6c879ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1130\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1130\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> MLOps implementation\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1130\" class=\"elementor-element elementor-element-9c74bec e-con-full e-flex e-con e-child\" data-id=\"9c74bec\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25e1040 elementor-widget elementor-widget-text-editor\" data-id=\"25e1040\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tDesign scalable MLOps pipelines for automated model deployment, monitoring, versioning, and governance at enterprise scale. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1131\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1131\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> AI platform engineering\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1131\" class=\"elementor-element elementor-element-da99649 e-con-full e-flex e-con e-child\" data-id=\"da99649\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e5e264a elementor-widget elementor-widget-text-editor\" data-id=\"e5e264a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBuild secure, scalable AI platforms that support model training, orchestration, and enterprise-grade AI operations. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1132\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1132\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Enterprise data platform modernization\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1132\" class=\"elementor-element elementor-element-4ef9d0e e-con-full e-flex e-con e-child\" data-id=\"4ef9d0e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee991af elementor-widget elementor-widget-text-editor\" data-id=\"ee991af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tTransform legacy data systems into cloud-native platforms on AWS, Azure, or GCP optimized for AI, scale, and compliance. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1133\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1133\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Data &amp; AI maturity assessments\u00a0 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1133\" class=\"elementor-element elementor-element-29ece4e e-flex e-con-boxed e-con e-child\" data-id=\"29ece4e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ab8f20 elementor-widget elementor-widget-text-editor\" data-id=\"3ab8f20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tAssess data, infrastructure, governance, and AI readiness to define a scalable, risk-aware transformation roadmap. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9a0bb65 e-con-full e-flex e-con e-child\" data-id=\"9a0bb65\" data-element_type=\"container\" data-e-type=\"container\" id=\"service-innovation-m\">\n\t\t\t\t<div class=\"elementor-element elementor-element-31ea9d8 aug-larg-head elementor-widget elementor-widget-heading\" data-id=\"31ea9d8\" 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\">Machine learning infrastructure &amp; platforms\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c2f885 elementor-widget elementor-widget-text-editor\" data-id=\"4c2f885\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tBuild the technical foundation required to develop and scale machine learning responsibly. We implement enterprise-grade ML infrastructure, MLOps pipelines, and AI platforms that support continuous model training, governance, monitoring, and secure integration with modern data ecosystems.\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ca2d16 faq e-flex e-con-boxed e-con e-parent\" data-id=\"3ca2d16\" 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<div class=\"elementor-element elementor-element-0b35a9e e-con-full e-flex e-con e-child\" data-id=\"0b35a9e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb24b26 outsource-title elementor-widget elementor-widget-heading\" data-id=\"fb24b26\" 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\u00a0enterprises\u00a0choose\u00a0us for machine learning development\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b78c8b0 elementor-widget elementor-widget-text-editor\" data-id=\"b78c8b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A lot of ML firms build impressive models.\u00a0Fewer of them build systems your operations team can actually rely on six months later.\u00a0<\/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-eca43d7 e-con-full e-flex e-con e-child\" data-id=\"eca43d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dfd46ad e-con e-atomic-element e-div-block-base e-dfd46ad-4dc4591\" data-id=\"dfd46ad\" data-element_type=\"e-div-block\" data-e-type=\"e-div-block\" data-interaction-id=\"dfd46ad\" data-e-type=\"e-div-block\" data-id=\"dfd46ad\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f3518c elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"3f3518c\" 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\">Security &amp; governance by design<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eda985 elementor-widget elementor-widget-text-editor\" data-id=\"9eda985\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Data protection, access controls, and audibility aren&#8217;t afterthoughts in our ML development services; they&#8217;re part of the architecture from day one.<\/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-12d8d05 e-con e-atomic-element e-div-block-base e-12d8d05-13fb7d0\" data-id=\"12d8d05\" data-element_type=\"e-div-block\" data-e-type=\"e-div-block\" data-interaction-id=\"12d8d05\" data-e-type=\"e-div-block\" data-id=\"12d8d05\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f320a79 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"f320a79\" 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\">Enterprise ready architecture &amp; integration<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-717661b elementor-widget elementor-widget-text-editor\" data-id=\"717661b\" 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>Implement machine learning systems that integrate seamlessly with your existing enterprise platforms, data infrastructure, and applications.\u00a0<\/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-fd05d14 e-con e-atomic-element e-div-block-base e-fd05d14-85661fb\" data-id=\"fd05d14\" data-element_type=\"e-div-block\" data-e-type=\"e-div-block\" data-interaction-id=\"fd05d14\" data-e-type=\"e-div-block\" data-id=\"fd05d14\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d4bfcb5 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"d4bfcb5\" 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\">Built to scale, not to demo<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ceccca2 elementor-widget elementor-widget-text-editor\" data-id=\"ceccca2\" 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>Every custom machine learning solution we ship is architected for the data volumes and traffic\u00a0you&#8217;ll\u00a0have two years from now, not just today.\u00a0<\/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-172798c e-con e-atomic-element e-div-block-base e-172798c-681b03c\" data-id=\"172798c\" data-element_type=\"e-div-block\" data-e-type=\"e-div-block\" data-interaction-id=\"172798c\" data-e-type=\"e-div-block\" data-id=\"172798c\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed63cf3 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"ed63cf3\" 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\">Monitoring &amp; retraining<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07ddefc elementor-widget elementor-widget-text-editor\" data-id=\"07ddefc\" 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>Model drift happens. We build the retraining pipelines and\u00a0alerting\u00a0into every\u00a0engagement,\u00a0so performance\u00a0doesn&#8217;t\u00a0quietly degrade.\u00a0<\/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-02aa13c e-con e-atomic-element e-div-block-base e-02aa13c-39117d2\" data-id=\"02aa13c\" data-element_type=\"e-div-block\" data-e-type=\"e-div-block\" data-interaction-id=\"02aa13c\" data-e-type=\"e-div-block\" data-id=\"02aa13c\">\n\t\t\t\t<div class=\"elementor-element elementor-element-48912ac elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"48912ac\" 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\">Faster time to production\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efbb1ca elementor-widget elementor-widget-text-editor\" data-id=\"efbb1ca\" 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>Shorten the path from validated\u00a0ideas\u00a0to\u00a0the live\u00a0system,\u00a0without skipping the steps that keep it stable.\u00a0<\/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-4f353e1 e-con e-atomic-element e-div-block-base e-4f353e1-1fb9a47\" data-id=\"4f353e1\" data-element_type=\"e-div-block\" data-e-type=\"e-div-block\" data-interaction-id=\"4f353e1\" data-e-type=\"e-div-block\" data-id=\"4f353e1\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e296ca6 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"e296ca6\" 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\">KPI-first model design\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c118db1 elementor-widget elementor-widget-text-editor\" data-id=\"c118db1\" 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>We define success in business terms before we write a single line of model code. Accuracy metrics are the means, not the goal.\u00a0<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-35a07ac faq e-flex e-con-boxed e-con e-parent\" data-id=\"35a07ac\" 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-688ef28 location-heading elementor-widget elementor-widget-heading\" data-id=\"688ef28\" 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\">Our focus on governance, security &amp; operational ML\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d583e9 e-con-full e-flex e-con e-child\" data-id=\"1d583e9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a84ab8c e-con-full e-flex e-con e-child\" data-id=\"a84ab8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d57103f outsource-title elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d57103f\" 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\">MLOPs\u00a0&amp; production readiness\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46fe0cc elementor-widget elementor-widget-text-editor\" data-id=\"46fe0cc\" 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>Production machine learning is not a one-time delivery\u2014it is an ongoing operational discipline. Our ML development services embed MLOPs practices that ensure models remain reliable, scalable, and continuously optimized as data, systems, and business conditions evolve.<\/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-f61917e e-con-full e-flex e-con e-child\" data-id=\"f61917e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ec5f34a e-con-full e-flex e-con e-child\" data-id=\"ec5f34a\" 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-98a6d92 e-con-full e-flex e-con e-child\" data-id=\"98a6d92\" 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-d9d3bdb elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"d9d3bdb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Model\u00a0monitoring<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24548cc elementor-widget elementor-widget-text-editor\" data-id=\"24548cc\" 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>Track performance, data quality, and distribution drift continuously, not just at launch.\u00a0<\/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-f036207 e-con-full e-flex e-con e-child\" data-id=\"f036207\" 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-dfdb56e elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"dfdb56e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Retraining\u00a0strategies\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b72ccf6 elementor-widget elementor-widget-text-editor\" data-id=\"b72ccf6\" 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>Scheduled and trigger-based retraining pipelines that keep your models\u00a0accurate\u00a0as the world changes.\u00a0<\/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-a1e63bf e-con-full e-flex e-con e-child\" data-id=\"a1e63bf\" 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-b7c4b06 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"b7c4b06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Experiment tracking &amp; versioning\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6ff013 elementor-widget elementor-widget-text-editor\" data-id=\"b6ff013\" 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>Full lineage on every model iteration so you can reproduce, compare, and roll back with confidence.\u00a0<\/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-76f0187 e-con-full e-flex e-con e-child\" data-id=\"76f0187\" 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-130d774 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"130d774\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Deployment pipelines\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8fd873d elementor-widget elementor-widget-text-editor\" data-id=\"8fd873d\" 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>Automated, tested deployment workflows that remove human error from the critical path.\u00a0<\/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-3abb26c e-con-full e-flex e-con e-child\" data-id=\"3abb26c\" 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-f2409d5 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"f2409d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Rollback &amp; reliability\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcdbbbb elementor-widget elementor-widget-text-editor\" data-id=\"dcdbbbb\" 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>Blue\/green and canary deployment patterns with instant rollback capability if something goes wrong in production.\u00a0<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5104576 e-con-full e-flex e-con e-child\" data-id=\"5104576\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ac8b246 e-con-full e-flex e-con e-child\" data-id=\"ac8b246\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c5fa63 outsource-title elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3c5fa63\" 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\">Security, governance &amp; responsible AI\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36ecaba elementor-widget elementor-widget-text-editor\" data-id=\"36ecaba\" 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 ingestion to model output, our machine learning solutions are designed with enterprise security, governance, and responsible AI principles to ensure transparency, compliance, and trust in every decision the system makes.\u00a0<\/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-b5e7a38 e-con-full e-flex e-con e-child\" data-id=\"b5e7a38\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4cdc179 e-con-full e-flex e-con e-child\" data-id=\"4cdc179\" 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-a721121 e-con-full e-flex e-con e-child\" data-id=\"a721121\" 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-a96691a elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"a96691a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Data\u00a0protection\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b87df0 elementor-widget elementor-widget-text-editor\" data-id=\"8b87df0\" 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>Encryption at rest and in transit, with clear data handling protocols agreed before any work begins.\u00a0<\/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-9a494e6 e-con-full e-flex e-con e-child\" data-id=\"9a494e6\" 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-fd854da elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"fd854da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Access\u00a0control\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-063304c elementor-widget elementor-widget-text-editor\" data-id=\"063304c\" 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>Role-based permissions and audit logging across the full ML pipeline,\u00a0nothing unaccounted for.<\/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-68080b4 e-con-full e-flex e-con e-child\" data-id=\"68080b4\" 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-f9f766f elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"f9f766f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Audibility<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc1e9d9 elementor-widget elementor-widget-text-editor\" data-id=\"dc1e9d9\" 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>Detailed model and data lineage records that stand up to internal review and regulatory scrutiny.\u00a0<\/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-e9e5441 e-con-full e-flex e-con e-child\" data-id=\"e9e5441\" 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-410ad61 elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"410ad61\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Explainability<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b2b3df elementor-widget elementor-widget-text-editor\" data-id=\"5b2b3df\" 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>Where decisions need to be defensible, we implement interpretability layers that make model reasoning transparent.\u00a0<\/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-91d6f33 e-con-full e-flex e-con e-child\" data-id=\"91d6f33\" 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-fffb77a elementor-widget__width-initial light-color elementor-widget elementor-widget-heading\" data-id=\"fffb77a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Responsible AI\u00a0principles\u00a0<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d668a8 elementor-widget elementor-widget-text-editor\" data-id=\"2d668a8\" 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>Bias evaluation, fairness checks, and impact assessments are part of how we build,\u00a0not a box we tick at the end.\u00a0\u00a0<\/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\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-37aae1a support e-flex e-con-boxed e-con e-parent\" data-id=\"37aae1a\" data-element_type=\"container\" data-e-type=\"container\" id=\"03\" 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-f3569f3 e-con-full e-flex e-con e-child\" data-id=\"f3569f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5ced80c e-con-full e-flex e-con e-child\" data-id=\"5ced80c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5325f69 elementor-widget elementor-widget-heading\" data-id=\"5325f69\" 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\">Our industry-specific AI development expertise<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e1930b elementor-widget elementor-widget-text-editor\" data-id=\"0e1930b\" 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>We can develop AI &amp; ML systems, applications, and solutions for a wide range of use cases and industries. Our industry-specific AI &amp; ML development expertise includes:<\/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-d9e2d1c e-grid e-con-boxed e-con e-child\" data-id=\"d9e2d1c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be70c4b elementor-position-inline-start elementor-widget-mobile__width-initial healthcare elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"be70c4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"\/industry-healthcare\/\" target=\"_blank\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"Healthcare\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M29.6 14.36c0-0.080 0-0.24-0.080-0.32l-2.8-5.6c-0.48-0.96-1.44-1.6-2.48-1.6h-3.68c-0.080 0-0.16 0-0.24 0.080-0.48-0.96-1.44-1.68-2.56-1.68h-12.8c-1.52 0-2.8 1.28-2.8 2.8v13.12c0 1.52 1.28 2.8 2.8 2.8h1.28c0.16 0.64 0.48 1.28 0.96 1.76 0.64 0.64 1.6 1.040 2.56 1.040s1.84-0.4 2.56-1.040c0.4-0.4 0.64-0.8 0.8-1.28h6.16c0.16 0.48 0.48 0.96 0.8 1.28 0.64 0.64 1.6 1.040 2.56 1.040s1.84-0.4 2.56-1.040c0.64-0.64 0.96-1.36 1.040-2.24h0.8c0.72 0 1.44-0.32 2-0.8 0.56-0.56 0.8-1.2 0.8-2l-0.24-6.32zM24.24 8.44c0.48 0 0.88 0.24 1.040 0.64l2.72 5.52v0.24h-7.44c0 0 0 0 0 0v-6.4c0 0 0 0 0 0h3.68zM3.76 21.16v-13.12c0-0.64 0.56-1.2 1.2-1.2h12.8c0.64 0 1.2 0.56 1.2 1.2v13.44c0 0.24 0.080 0.4 0.24 0.56-0.080 0.24-0.16 0.56-0.16 0.8h-5.76c-0.080-0.8-0.4-1.6-1.040-2.16-0.64-0.64-1.6-1.040-2.56-1.040s-1.84 0.4-2.56 1.040c-0.48 0.48-0.8 1.040-0.96 1.68h-1.2c-0.64 0-1.2-0.56-1.2-1.2zM11.12 24.6c-0.72 0.72-2.080 0.72-2.8 0-0.4-0.4-0.56-0.88-0.56-1.36s0.24-1.040 0.56-1.36c0.4-0.4 0.88-0.56 1.36-0.56s1.040 0.24 1.36 0.56c0.4 0.4 0.56 0.88 0.56 1.36 0.080 0.48-0.080 0.96-0.48 1.36zM23.92 24.6c-0.72 0.72-2.080 0.72-2.8 0-0.4-0.4-0.56-0.88-0.56-1.36s0.24-1.040 0.56-1.36c0.4-0.4 0.88-0.56 1.36-0.56 0.56 0 1.040 0.24 1.36 0.56 0.4 0.4 0.56 0.88 0.56 1.36 0.080 0.48-0.080 0.96-0.48 1.36zM27.68 21.56c-0.24 0.24-0.56 0.32-0.8 0.32h-1.040c-0.16-0.48-0.48-0.88-0.8-1.2-0.64-0.64-1.6-1.040-2.56-1.040-0.72 0-1.44 0.24-2 0.64v-3.84c0 0 0 0 0 0h7.44v4.24c0.080 0.32 0 0.64-0.24 0.88z\"><\/path><path d=\"M9.36 14.84h1.6v1.92c0 0.48 0.32 0.8 0.8 0.8s0.8-0.32 0.8-0.8v-1.92h2.72c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8h-2.72v-2.4c0-0.48-0.32-0.8-0.8-0.8s-0.8 0.32-0.8 0.8v2.4h-1.6c-0.48 0-0.8 0.32-0.8 0.8s0.32 0.8 0.8 0.8z\"><\/path><\/svg>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"\/industry-healthcare\/\" target=\"_blank\" >\n\t\t\t\t\t\t\tHealthcare\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t<ul>\n    <li>Clinical decision support systems<\/li>\n    <li>Medical imaging analysis<\/li>\n    <li>Patient risk analysis &amp; prediction<\/li>\n<\/ul>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65872af elementor-position-inline-start elementor-widget-mobile__width-initial healthcare elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"65872af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"\/industry-financial-services\/\" target=\"_blank\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"Finance\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M28.32 24.48c-0.88-0.88-2.080-1.44-3.36-1.44h-3.2v-4.72c0-0.88-0.32-1.68-0.96-2.32s-1.44-0.96-2.32-0.96c-0.88 0-1.68 0.32-2.32 0.96 0 0 0 0 0 0 0.24-0.4 0.4-0.88 0.4-1.44 0-1.28-0.96-2.48-2.24-2.72l-2.4-0.4c-0.48-0.080-0.8-0.48-0.8-0.96 0-0.56 0.48-0.96 0.96-0.96h1.52c0.32 0 0.64 0.16 0.88 0.4 0.080 0.080 0.16 0.24 0.24 0.4 0.16 0.4 0.64 0.64 1.040 0.48s0.64-0.64 0.48-1.040c-0.16-0.32-0.32-0.64-0.56-0.96-0.56-0.56-1.28-0.96-2.080-0.96h-0.88v-1.52c0-0.48-0.32-0.8-0.8-0.8s-0.8 0.32-0.8 0.8v1.76c-0.96 0.4-1.6 1.28-1.6 2.4 0 1.2 0.88 2.24 2 2.56l2.32 0.48c0.56 0.080 0.96 0.64 0.96 1.2 0 0.64-0.56 1.2-1.2 1.2h-1.36c-0.48 0-0.96-0.32-1.12-0.8-0.16-0.4-0.64-0.64-1.040-0.48s-0.64 0.64-0.48 1.040c0.24 0.72 0.8 1.28 1.44 1.6v1.52c0 0.48 0.32 0.8 0.8 0.8s0.8-0.32 0.8-0.8v-1.28h0.96c0.8 0 1.44-0.32 2-0.8-0.32 0.48-0.48 1.12-0.48 1.68v10.48c0 0.48 0.32 0.8 0.8 0.8s0.8-0.32 0.8-0.8v-10.48c0-0.48 0.16-0.88 0.48-1.2 0.64-0.64 1.76-0.64 2.4 0 0.32 0.32 0.48 0.72 0.48 1.2v5.52c0 0.48 0.32 0.8 0.8 0.8h4c0.88 0 1.68 0.32 2.24 0.96s0.96 1.44 0.96 2.24v0.96c0 0.48 0.32 0.8 0.8 0.8s0.8-0.32 0.8-0.8v-0.96c0-1.28-0.48-2.48-1.36-3.44z\"><\/path><path d=\"M12.16 20.4c-4.56 0-8.24-3.68-8.24-8.24s3.68-8.24 8.24-8.24c4.56 0 8.24 3.68 8.24 8.24 0 0.4 0 0.8-0.080 1.12-0.080 0.4 0.24 0.88 0.72 0.88 0.4 0.080 0.88-0.24 0.88-0.72 0.080-0.48 0.080-0.88 0.080-1.36 0-5.36-4.4-9.76-9.84-9.76s-9.84 4.4-9.84 9.84c0 5.44 4.4 9.84 9.84 9.84 0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8z\"><\/path><\/svg>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"\/industry-financial-services\/\" target=\"_blank\" >\n\t\t\t\t\t\t\tFinance\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t<ul>\n    <li>Fraud detection<\/li>\n    <li>AML transaction monitoring<\/li>\n    <li>Credit risk modeling<\/li>\n<\/ul>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36ae2f9 elementor-position-inline-start elementor-widget-mobile__width-initial healthcare elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"36ae2f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M22.944 18.374c-0.48 0-0.8 0.32-0.8 0.8 0 1.52-0.4 2.96-1.12 4.32-0.64 1.2-1.6 2.16-2.64 2.96v-4.8c0-0.64-0.24-1.2-0.64-1.6s-1.040-0.64-1.6-0.64c-0.32 0-0.56-0.080-0.8-0.16s-0.48-0.24-0.72-0.48c-0.24-0.24-0.4-0.4-0.48-0.72-0.080-0.24-0.16-0.56-0.16-0.8 0-0.32 0.080-0.72 0.24-1.040 0.16-0.4 0-0.88-0.4-1.040s-0.88 0-1.040 0.4c-0.32 0.4-0.48 1.040-0.48 1.6 0 0.48 0.080 0.96 0.32 1.44 0.16 0.48 0.48 0.88 0.8 1.2s0.8 0.64 1.2 0.8c0.48 0.16 0.96 0.32 1.44 0.32 0.16 0 0.4 0.080 0.56 0.24s0.24 0.32 0.24 0.48v5.76c-0.96 0.4-1.92 0.64-2.96 0.72-0.96 0.080-2-0.080-2.88-0.32 0-0.080 0.080-0.16 0.080-0.24v-4.8c0-0.48-0.080-1.040-0.32-1.44-0.16-0.48-0.48-0.88-0.88-1.28-0.4-0.32-0.8-0.64-1.28-0.8-0.56-0.16-1.040-0.24-1.52-0.24h-2.8c0-1.040 0.24-2 0.56-2.96 0.56-1.36 1.44-2.64 2.56-3.6 0.32-0.32 0.4-0.8 0.080-1.12s-0.8-0.4-1.12-0.080c-1.36 1.12-2.4 2.64-2.96 4.24-0.56 1.28-0.72 2.72-0.72 4.16 0 0.080 0 0.080 0 0.16s0 0.24 0.080 0.32c0 0.16 0 0.4 0.080 0.56 0.24 1.76 0.96 3.44 2 4.8 1.040 1.44 2.48 2.56 4.080 3.28 1.36 0.64 2.88 0.96 4.4 0.96 0.24 0 0.48 0 0.72 0 1.76-0.16 3.44-0.72 4.96-1.6 1.52-0.96 2.72-2.24 3.52-3.84 0.88-1.52 1.28-3.28 1.28-5.040-0.080-0.48-0.4-0.88-0.88-0.88zM6.064 24.534c-0.88-1.12-1.44-2.48-1.6-3.92h2.72c0.32 0 0.56 0.080 0.88 0.16 0.24 0.080 0.56 0.24 0.72 0.48 0.24 0.24 0.4 0.48 0.48 0.72s0.16 0.56 0.16 0.88v4.4c-1.36-0.64-2.48-1.6-3.36-2.72z\"><\/path><path d=\"M29.104 5.654c-0.16-0.24-0.4-0.48-0.72-0.64 0 0 0 0-0.080 0l-1.92-0.64c-0.32-0.080-0.64-0.080-0.96 0s-0.56 0.32-0.72 0.56l-1.040 1.6-7.040-3.52c-0.72-0.4-1.52-0.72-2.32-0.72-0.8-0.080-1.68 0-2.48 0.32s-1.52 0.72-2.080 1.36c-0.56 0.56-1.040 1.28-1.28 2.080-0.16 0.16-0.16 0.48-0.16 0.8s0.080 0.56 0.24 0.88c0.16 0.24 0.32 0.48 0.56 0.72 0.24 0.16 0.48 0.32 0.72 0.4l5.040 1.6h0.080l0.8 2.88c0.080 0.24 0.16 0.48 0.4 0.64 0.16 0.16 0.4 0.32 0.64 0.4l2.32 0.72c0.16 0.080 0.32 0.080 0.48 0.080 0.080 0 0.16 0 0.32 0 0.24-0.080 0.48-0.16 0.72-0.32 0.16-0.16 0.32-0.4 0.4-0.64s0.080-0.48 0.080-0.8l-0.24-1.2 4 1.28c0.56 0.16 1.12 0.16 1.6-0.080s0.88-0.64 1.040-1.2l1.76-5.36c0-0.080 0-0.080 0-0.16 0.080-0.4 0-0.72-0.16-1.040zM25.984 11.574c-0.080 0.16-0.16 0.24-0.24 0.32s-0.24 0.080-0.4 0l-4.96-1.6c-0.080 0-0.16 0-0.24 0h-0.32c-0.24 0-0.48 0.080-0.64 0.32-0.16 0.16-0.24 0.4-0.16 0.64l0.48 2.24-2.080-0.64-0.96-3.28c-0.080-0.24-0.24-0.48-0.48-0.56l-5.68-1.84c-0.080 0-0.16-0.080-0.16-0.080-0.080-0.080-0.080-0.080-0.16-0.16s-0.080-0.16-0.080-0.24c0-0.080 0-0.16 0-0.24 0.16-0.56 0.56-1.040 0.96-1.52 0.4-0.4 0.96-0.72 1.52-0.96 0.4-0.080 0.88-0.16 1.36-0.16 0.16 0 0.24 0 0.4 0 0.56 0.080 1.2 0.24 1.76 0.56l7.76 3.92c0.4 0.16 0.8 0.080 1.040-0.32l1.36-2.080 1.68 0.56-1.76 5.12z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tLogistics\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t<ul>\n    <li>Predictive maintenance<\/li>\n    <li>Demand forecasting<\/li>\n    <li>Grid optimization<\/li>\n<\/ul>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-229b99b elementor-position-inline-start elementor-widget-mobile__width-initial healthcare elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"229b99b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"\/industry-telecomm\/\" target=\"_blank\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"Telecom\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M29.38 18.96l-7.84-7.84 4.4-4.32c0.32-0.32 0.32-0.8 0-1.12s-0.8-0.32-1.12 0l-4.4 4.32-7.52-7.52c-0.32-0.32-0.8-0.32-1.12 0-2.32 2.32-3.68 5.44-3.68 8.8 0 2 0.48 3.92 1.36 5.6-0.080 0.080-0.080 0.080-0.16 0.16l-6.72 11.52c-0.16 0.24-0.16 0.56 0 0.8s0.4 0.4 0.72 0.4h12.56c0.24 0 0.48-0.080 0.64-0.24s0.24-0.4 0.16-0.64l-0.8-6c1.44 0.56 3.040 0.88 4.64 0.88 3.36 0 6.48-1.28 8.8-3.68 0.16-0.16 0.24-0.32 0.24-0.56s-0.080-0.4-0.16-0.56zM14.98 28.16h-10.32l5.68-9.68c0.4 0.56 0.88 1.12 1.36 1.68 0.72 0.72 1.52 1.36 2.4 1.84l0.88 6.16zM20.58 22.16c-1.84 0-3.6-0.48-5.12-1.28-0.080 0-0.080-0.080-0.16-0.080-0.88-0.48-1.68-1.12-2.4-1.76-2.080-2.080-3.2-4.8-3.2-7.68 0-2.64 0.96-5.12 2.64-7.12l15.28 15.28c-1.92 1.68-4.48 2.64-7.040 2.64z\"><\/path><\/svg>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"\/industry-telecomm\/\" target=\"_blank\" >\n\t\t\t\t\t\t\tTelecom\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t<ul>\n    <li>Churn prediction<\/li>\n    <li>Network anomaly detection<\/li>\n    <li>Customer segmentation<\/li>\n<\/ul>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\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-cf0baca e-flex e-con-boxed e-con e-parent\" data-id=\"cf0baca\" data-element_type=\"container\" data-e-type=\"container\" id=\"04\" 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-3c15eef elementor-widget elementor-widget-heading\" data-id=\"3c15eef\" 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\">Engagement model\u00a0for\u00a0machine learning development\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5359dd elementor-widget elementor-widget-text-editor\" data-id=\"b5359dd\" 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>Whether\u00a0you&#8217;re\u00a0exploring use cases or scaling a mature ML program, we have an engagement structure that fits.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3eadb56 e-grid e-con-full e-con e-child\" data-id=\"3eadb56\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94f36e2 achievement-box elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"94f36e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M17.84 17.44c0.24-0.32 0.24-0.88-0.16-1.12-1.36-1.12-3.040-1.68-4.8-1.68-2.48 0-4.72 1.12-6.24 3.12-0.24 0.32-0.16 0.88 0.16 1.12 0.16 0.080 0.32 0.16 0.48 0.16 0.24 0 0.48-0.080 0.64-0.32 1.2-1.6 2.96-2.48 4.96-2.48 1.44 0 2.72 0.48 3.84 1.36 0.32 0.24 0.8 0.16 1.12-0.16z\"><\/path><path d=\"M11.44 22.56h-6.96c-0.32 0-0.64-0.16-0.88-0.32-0.16-0.24-0.32-0.56-0.32-0.88v-15.92c0-0.32 0.16-0.64 0.32-0.88 0.24-0.16 0.56-0.32 0.88-0.32h15.92c0.32 0 0.64 0.16 0.88 0.32 0.24 0.24 0.32 0.56 0.32 0.88v6c0 0.48 0.32 0.8 0.8 0.8s0.8-0.32 0.8-0.8v-6c0-0.72-0.32-1.44-0.8-2-0.56-0.56-1.2-0.8-2-0.8h-15.92c-0.72 0-1.44 0.32-2 0.8s-0.8 1.28-0.8 2v15.92c0 0.72 0.32 1.44 0.8 2 0.56 0.56 1.2 0.8 2 0.8h6.96c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8z\"><\/path><path d=\"M9.68 9.6c0 2.080 1.68 3.76 3.76 3.76s3.76-1.68 3.76-3.76c0-2.080-1.68-3.76-3.76-3.76s-3.76 1.68-3.76 3.76zM15.68 9.6c0 1.2-0.96 2.16-2.16 2.16s-2.24-0.96-2.24-2.16 0.96-2.16 2.16-2.16 2.24 0.96 2.24 2.16z\"><\/path><path d=\"M29.12 21.040c-2.24-0.4-4-2.080-4.48-4.24l-0.080-0.24c-0.16-0.64-0.72-1.12-1.44-1.12 0 0 0 0 0 0-0.72 0-1.28 0.48-1.44 1.12l-0.080 0.16c-0.48 2.24-2.24 3.84-4.48 4.24-0.72 0.16-1.2 0.72-1.2 1.44s0.48 1.28 1.2 1.44c0 0 0 0 0 0 2.24 0.4 4 2.080 4.48 4.24l0.080 0.16c0.16 0.64 0.72 1.12 1.44 1.12 0 0 0 0 0 0 0.72 0 1.28-0.48 1.44-1.12l0.080-0.24c0.48-2.16 2.24-3.84 4.48-4.24 0.72-0.16 1.2-0.72 1.2-1.44 0-0.56-0.48-1.12-1.2-1.28zM23.2 27.44c-0.64-2.4-2.56-4.32-4.96-4.96 2.4-0.64 4.24-2.56 4.96-4.96 0.64 2.4 2.56 4.32 4.96 4.96-2.4 0.64-4.32 2.56-4.96 4.96z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDiscovery\u00a0sprint\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tA time-boxed evaluation to assess feasibility, data readiness, and expected ROI,\u00a0with a clear recommendation at the end.\u00a0<span class=\"excerpt-link\"><a href=\"https:\/\/10pearls.com\/uk\/artificial-intelligence\/ai-consulting-services\/\" class=\"more-anchore\">Learn more \u2192<\/a><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56e7e9e achievement-box elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"56e7e9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M17.845 17.36c-0.72 0.8-1.52 1.44-2.48 1.92-0.32 0.16-0.48 0.4-0.48 0.72v2.96c0 0.080 0 0.080-0.080 0.16 0 0-0.080 0.080-0.16 0.080h-5.92c-0.080 0-0.080 0-0.16-0.080 0 0-0.080-0.080-0.080-0.16v-2.96c0-0.32-0.16-0.56-0.48-0.72-1.28-0.64-2.4-1.6-3.2-2.8s-1.2-2.64-1.28-4c-0.080-1.44 0.24-2.88 0.96-4.16 0.8-1.28 1.84-2.4 3.040-3.12s2.64-1.2 4.080-1.2c1.2 0 2.4 0.24 3.44 0.72 0.4 0.16 0.88 0 1.040-0.4s0-0.88-0.4-1.040c-1.28-0.64-2.72-0.88-4.16-0.88-1.76 0-3.44 0.56-4.88 1.44s-2.64 2.16-3.44 3.68c-0.8 1.52-1.2 3.2-1.12 4.96s0.64 3.36 1.52 4.8c0.88 1.28 2 2.4 3.36 3.12v2.48c0 0.48 0.16 0.96 0.56 1.28 0.32 0.32 0.8 0.56 1.28 0.56h5.92c0.48 0 0.96-0.16 1.28-0.56 0.32-0.32 0.56-0.8 0.56-1.28v-2.48c0.96-0.56 1.84-1.2 2.56-2.080 0.32-0.32 0.24-0.8-0.080-1.12-0.4-0.16-0.96-0.16-1.2 0.16z\"><\/path><path d=\"M15.525 28h-7.84c-0.48 0-0.8 0.32-0.8 0.8s0.32 0.8 0.8 0.8h7.84c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8z\"><\/path><path d=\"M28.565 7.92c-2.16-0.4-3.92-2-4.4-4.16l-0.080-0.24c-0.080-0.64-0.64-1.12-1.36-1.12 0 0 0 0 0 0-0.72 0-1.28 0.48-1.44 1.12v0.24c-0.48 2.16-2.24 3.84-4.4 4.24-0.72 0.16-1.2 0.72-1.2 1.44s0.48 1.28 1.2 1.44c2.16 0.4 3.92 2 4.4 4.24l0.080 0.16c0.16 0.64 0.72 1.12 1.44 1.12 0 0 0 0 0 0 0.72 0 1.28-0.48 1.44-1.12l0.080-0.24c0.48-2.16 2.24-3.84 4.4-4.16 0.72-0.16 1.2-0.72 1.2-1.44-0.16-0.8-0.64-1.36-1.36-1.52zM22.725 14.24c-0.64-2.4-2.48-4.24-4.8-4.88 2.32-0.64 4.16-2.48 4.8-4.88 0.64 2.4 2.48 4.24 4.88 4.88-2.4 0.64-4.24 2.48-4.88 4.88z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tImplementation\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWe work with defined deliverables, milestones, and\u00a0budgets\u00a0for teams that know what they need and want predictable delivery<span class=\"excerpt-link\"><a href=\"https:\/\/10pearls.com\/uk\/artificial-intelligence\/\">Learn more \u2192<\/a><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad64b9d achievement-box elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"ad64b9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M24.6 18.32c-0.48 0-0.8 0.32-0.8 0.8v7.92c0 0.64-0.56 1.2-1.2 1.2h-17.68c-0.32 0-0.64-0.16-0.8-0.32-0.24-0.24-0.4-0.56-0.4-0.88v-12.16h12c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8h-12v-2c0-0.32 0.16-0.64 0.32-0.8 0.24-0.24 0.56-0.32 0.8-0.32h6.88c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8h-6.8c-0.72 0-1.44 0.32-2 0.8-0.48 0.48-0.8 1.2-0.8 2v15.76c0 0.72 0.32 1.44 0.8 2 0.48 0.48 1.2 0.8 2 0.8h17.76c1.52 0 2.8-1.28 2.8-2.8v-7.92c-0.080-0.48-0.4-0.88-0.88-0.88z\"><\/path><path d=\"M7.16 25.36c0.16 0.16 0.4 0.24 0.56 0.24s0.4-0.080 0.56-0.24l2.96-2.96c0.16-0.16 0.24-0.32 0.24-0.56s-0.080-0.4-0.24-0.56l-2.96-2.96c-0.32-0.32-0.8-0.32-1.12 0s-0.32 0.8 0 1.12l2.4 2.4-2.4 2.4c-0.32 0.32-0.32 0.8 0 1.12z\"><\/path><path d=\"M13.32 23.68c0 0.48 0.32 0.8 0.8 0.8h2.96c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8h-2.96c-0.48 0-0.8 0.32-0.8 0.8z\"><\/path><path d=\"M28.68 7.6c-2.16-0.4-3.92-2-4.4-4.16l-0.080-0.24c-0.16-0.64-0.72-1.12-1.44-1.12 0 0 0 0 0 0-0.72 0-1.28 0.48-1.44 1.12v0.24c-0.48 2.16-2.24 3.84-4.4 4.24-0.72 0.16-1.2 0.72-1.2 1.44s0.48 1.28 1.2 1.44c2.16 0.4 3.92 2 4.4 4.24v0.080c0.16 0.64 0.72 1.12 1.44 1.12 0 0 0 0 0 0 0.72 0 1.28-0.48 1.44-1.12l0.080-0.24c0.48-2.16 2.24-3.84 4.4-4.16 0.72-0.16 1.2-0.72 1.2-1.44s-0.48-1.28-1.2-1.44zM22.76 13.92c-0.64-2.4-2.48-4.24-4.88-4.88 2.32-0.64 4.16-2.48 4.88-4.88 0.64 2.4 2.56 4.24 4.88 4.88-2.32 0.64-4.16 2.48-4.88 4.88z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tML operations &amp; optimization\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tContinuous monitoring, optimization, and iteration for ML systems already \nin production,\u00a0keeping them\u00a0\naccurate\u00a0and aligned with your evolving business.\u00a0<span class=\"excerpt-link\"><a href=\"https:\/\/10pearls.com\/uk\/artificial-intelligence\/custom-ai-solutions\/\">Learn more \u2192<\/a><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b8f9a22 e-flex e-con-boxed e-con e-parent\" data-id=\"b8f9a22\" data-element_type=\"container\" data-e-type=\"container\" id=\"05\" 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-9bc5fc7 e-con-full e-flex e-con e-child\" data-id=\"9bc5fc7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2aca727 elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"2aca727\" 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\">Our approach to machine learning development\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be09fae elementor-widget elementor-widget-text-editor\" data-id=\"be09fae\" 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>Structured enough to stay on track.\u00a0Flexible enough to handle what real projects actually throw at you.\u00a0<\/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-5c37f1b7 e-con-full e-flex e-con e-child\" data-id=\"5c37f1b7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-31b59418 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon-box\" data-id=\"31b59418\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M25.16 24.8c-0.48 0-0.8 0.32-0.8 0.8v0.64c0 0.48-0.16 0.88-0.56 1.2-0.32 0.32-0.8 0.56-1.28 0.56h-15.6c-0.48 0-0.96-0.16-1.28-0.56-0.32-0.32-0.56-0.8-0.56-1.2v-17.92c0-0.48 0.16-0.88 0.56-1.2 0.32-0.32 0.8-0.56 1.28-0.56h1.84v0.48c0 1.12 0.96 2.080 2.080 2.080h7.84c1.2 0 2.080-0.96 2.080-2.080v-0.48h1.84c0.32 0 0.64 0.080 0.88 0.24s0.48 0.4 0.64 0.64c0.24 0.4 0.72 0.48 1.12 0.32 0.4-0.24 0.48-0.72 0.32-1.12-0.32-0.48-0.72-0.96-1.28-1.2-0.48-0.32-1.12-0.48-1.68-0.48h-1.84v-0.48c0-1.12-0.96-2.080-2.080-2.080h-7.84c-1.12 0-2.080 0.96-2.080 2.080v0.48h-1.84c-0.88 0-1.76 0.32-2.4 0.96s-1.040 1.52-1.040 2.4v17.92c0 0.88 0.4 1.76 1.040 2.4s1.52 0.96 2.4 0.96h15.68c0.88 0 1.76-0.32 2.4-0.96s1.040-1.52 1.040-2.4v-0.64c-0.080-0.48-0.48-0.8-0.88-0.8zM10.28 5.76v-1.28c0-0.24 0.24-0.48 0.48-0.48h7.84c0.24 0 0.48 0.24 0.48 0.48v2.56c0 0.24-0.24 0.48-0.48 0.48h-7.84c-0.24 0-0.48-0.24-0.48-0.48v-1.28z\"><\/path><path d=\"M27.48 12.4c-0.64-0.64-1.6-1.040-2.48-1.040-0.96 0-1.84 0.4-2.48 1.040l-5.2 5.12c-0.4 0.4-0.72 0.88-0.88 1.44l-1.12 3.68c-0.080 0.24-0.080 0.48 0 0.8 0.080 0.24 0.16 0.48 0.4 0.64 0.16 0.16 0.4 0.32 0.64 0.4 0.080 0 0.24 0.080 0.32 0.080 0.16 0 0.24 0 0.4-0.080l3.76-1.040c0.56-0.16 1.040-0.48 1.44-0.88l5.2-5.12c0.64-0.64 1.040-1.6 1.040-2.48 0-1.040-0.32-1.92-1.040-2.56zM26.36 16.24l-5.2 5.12c-0.24 0.24-0.48 0.4-0.8 0.48l-3.52 1.040 1.040-3.44c0.080-0.32 0.24-0.56 0.48-0.72l5.2-5.12c0.4-0.4 0.88-0.56 1.36-0.56 0.56 0 1.040 0.24 1.36 0.56 0.4 0.4 0.56 0.88 0.56 1.36 0.080 0.4-0.080 0.88-0.48 1.28z\"><\/path><path d=\"M9.48 22.88c-0.48 0-0.8 0.32-0.8 0.8s0.32 0.8 0.8 0.8h1.28c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8h-1.28z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDiscovery &amp; success definition\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6159afae elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6159afae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tWe start by getting specific about business goals, constraints, and what &#8216;done&#8217;\u00a0actually looks\u00a0like, so the entire engagement is calibrated to outcomes from the start.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b864e68 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon-box\" data-id=\"6b864e68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M26.68 2.44h-3.84c-1.52 0-2.72 1.28-2.72 2.8v3.92c0 1.52 1.2 2.8 2.72 2.8h0.080l-0.96 3.28h-3.12c-0.64 0-1.28 0.24-1.76 0.64l-2-2c0 0 0 0-0.080 0v-3.84c0-1.52-1.2-2.8-2.72-2.8h-3.84c-1.52 0-2.72 1.28-2.72 2.8v3.92c0 1.52 1.2 2.72 2.64 2.8l-0.88 3.28h-2.24c-1.52 0-2.72 1.28-2.72 2.8v3.92c0 1.52 1.2 2.8 2.72 2.8h3.84c1.52 0 2.72-1.28 2.72-2.8v-3.92c0-1.52-1.2-2.72-2.64-2.8l0.88-3.36h2.32c0.88 0 1.68-0.48 2.24-1.12l1.68 1.76c-0.080 0.24-0.080 0.48-0.080 0.72v3.92c0 1.52 1.2 2.8 2.72 2.8h3.84c1.52 0 2.72-1.28 2.72-2.8v-3.92c0-1.2-0.8-2.24-1.84-2.64l1.040-3.52h2.080c1.52 0 2.72-1.28 2.72-2.8v-3.84c-0.080-1.52-1.28-2.8-2.8-2.8zM10.2 22.84v3.92c0 0.64-0.48 1.2-1.12 1.2h-3.84c-0.64 0-1.12-0.56-1.12-1.2v-3.92c0-0.64 0.48-1.2 1.12-1.2h2.56c0 0 0.080 0 0.080 0.080 0.080 0 0.16 0 0.16 0 0.080 0 0.24 0 0.32-0.080h0.64c0.72 0 1.2 0.56 1.2 1.2zM13.4 13.96c0 0.64-0.48 1.2-1.12 1.2h-3.84c-0.64 0-1.12-0.56-1.12-1.2v-3.92c0-0.64 0.48-1.2 1.12-1.2h3.84c0.64 0 1.12 0.56 1.12 1.2v3.92zM23.8 21.96c0 0.64-0.48 1.2-1.12 1.2h-3.84c-0.64 0-1.12-0.56-1.12-1.2v-3.92c0-0.64 0.48-1.2 1.12-1.2h3.28c0.080 0 0.080 0.080 0.16 0.080s0.16 0 0.24 0 0.24-0.080 0.4-0.080c0.56 0.080 0.96 0.56 0.96 1.12v4zM27.8 9.16c0 0.64-0.48 1.2-1.12 1.2h-3.84c-0.64 0-1.12-0.56-1.12-1.2v-3.92c0-0.64 0.48-1.2 1.12-1.2h3.84c0.64 0 1.12 0.56 1.12 1.2v3.92z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSolution design &amp; planning\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42ed3ff4 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"42ed3ff4\" 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>Architecture decisions, data strategy, and a delivery roadmap grounded in your environment, not a generic ML template.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-330ae62c elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon-box\" data-id=\"330ae62c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M27.91 3.88h-23.68c-0.96 0-1.76 0.8-1.76 1.76v15.76c0 0.96 0.8 1.76 1.76 1.76h8.64l-1.36 3.36h-1.44c-0.48 0-0.8 0.32-0.8 0.8s0.32 0.8 0.8 0.8h2c0 0 0 0 0 0s0 0 0 0h7.84c0 0 0 0 0 0s0 0 0 0h2c0.48 0 0.8-0.32 0.8-0.8s-0.32-0.8-0.8-0.8h-1.44l-1.36-3.36h8.64c0.96 0 1.76-0.8 1.76-1.76v-15.76c0.16-0.96-0.64-1.76-1.6-1.76zM18.79 26.52h-5.52l1.36-3.36h2.88l1.28 3.36zM28.070 21.4c0 0.080-0.080 0.16-0.16 0.16h-13.84c0 0 0 0 0 0h-9.84c-0.080 0.080-0.16-0.080-0.16-0.16v-15.76c0-0.080 0.080-0.16 0.16-0.16h23.6c0.16 0 0.24 0.080 0.24 0.16v15.76z\"><\/path><path d=\"M10.63 10.44l-3.44 2.96c-0.16 0.16-0.32 0.4-0.24 0.64s0.080 0.48 0.32 0.64l2.96 2.48c0.16 0.16 0.32 0.16 0.48 0.16 0.24 0 0.48-0.080 0.64-0.32 0.32-0.32 0.24-0.88-0.080-1.12l-2.24-1.84 2.72-2.32c0.32-0.32 0.4-0.8 0.080-1.12s-0.88-0.4-1.2-0.16z\"><\/path><path d=\"M21.99 10.92c-0.32-0.24-0.8-0.16-1.12 0.16s-0.24 0.88 0.080 1.12l2.24 1.84-2.72 2.32c-0.32 0.32-0.4 0.8-0.080 1.12 0.16 0.16 0.4 0.24 0.64 0.24 0.16 0 0.4-0.080 0.56-0.16l3.44-2.96c0.16-0.16 0.32-0.4 0.24-0.64s-0.080-0.48-0.32-0.64l-2.96-2.4z\"><\/path><path d=\"M17.83 8.36c-0.4-0.16-0.88 0.080-1.040 0.48l-2.96 8.88c-0.16 0.4 0.080 0.88 0.48 1.040 0.080 0 0.16 0.080 0.24 0.080 0.32 0 0.64-0.24 0.72-0.56l2.96-8.88c0.24-0.48 0-0.88-0.4-1.040z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tBuild, test &amp; integrate\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b258e07 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"4b258e07\" 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>Iterative development with regular stakeholder checkpoints, so nothing ships that\u00a0hasn&#8217;t\u00a0been\u00a0validated\u00a0against real requirements.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56e0b0db elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon-box\" data-id=\"56e0b0db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><path d=\"M28.689 16.92l-2.16-3.040c-0.16-3.84-2.16-7.36-5.52-9.44-0.16-0.080-0.32-0.24-0.48-0.32-0.4-0.24-0.88-0.080-1.12 0.32s-0.080 0.88 0.32 1.12c0.16 0.080 0.32 0.16 0.4 0.24 2.96 1.84 4.72 4.96 4.8 8.4 0 0.16 0.080 0.32 0.16 0.48l2.32 3.2c0.080 0.080 0.080 0.16 0.080 0.24 0 0 0 0.080-0.080 0.080-0.4 0.24-1.12 0.56-2.080 0.8-0.32 0.080-0.56 0.4-0.64 0.72l-0.32 4.16c0 0.16-0.080 0.24-0.16 0.4s-0.16 0.24-0.24 0.32c-0.080 0.080-0.24 0.16-0.4 0.16s-0.32 0.080-0.4 0l-1.76-0.24c-0.24 0-0.48 0.080-0.64 0.16-0.16 0.16-0.24 0.4-0.24 0.56v2.24c0 0.080-0.080 0.24-0.16 0.32s-0.16 0.16-0.32 0.16h-10.64c-0.080 0-0.24-0.080-0.32-0.16s-0.16-0.16-0.16-0.32v-4.64c0-0.24-0.16-0.48-0.32-0.64-2.56-1.92-4.080-4.8-4.080-8 0-3.44 1.76-6.64 4.8-8.48 0.4-0.24 0.48-0.72 0.24-1.12s-0.72-0.48-1.12-0.24c-3.44 2.24-5.52 5.92-5.52 9.92 0 3.52 1.6 6.8 4.4 9.040v4.24c0 0.56 0.24 1.040 0.56 1.44 0.4 0.4 0.88 0.56 1.44 0.56h10.72c0.56 0 1.040-0.24 1.44-0.56 0.4-0.4 0.56-0.88 0.56-1.44v-1.28l0.88 0.16c0.32 0.080 0.72 0 1.040-0.080s0.64-0.24 0.96-0.48c0.32-0.24 0.48-0.48 0.64-0.8s0.24-0.64 0.32-1.040l0.32-3.6c0.72-0.24 1.36-0.48 2-0.88 0.4-0.24 0.72-0.64 0.8-1.12 0.16-0.56 0-1.040-0.32-1.52z\"><\/path><path d=\"M9.249 12.12c-0.48 1.12-0.56 2.48-0.24 3.68s1.040 2.32 2 3.040c0.96 0.8 2.16 1.2 3.44 1.2 1.2 0 2.48-0.4 3.44-1.2s1.68-1.84 2-3.040c0.32-1.2 0.24-2.48-0.24-3.68-0.4-1.040-1.12-1.92-2-2.48 0-0.4 0-0.88 0-1.44 0-1.28 0-2.48-0.080-3.52-0.080-1.2-0.88-2.080-2-2.16-0.4 0-0.8-0.080-1.2-0.080-0.48 0-0.88 0-1.2 0.080-1.12 0.080-1.92 1.040-2 2.16 0 0.64-0.080 1.84-0.080 3.52 0 0.56 0 1.040 0 1.44-0.8 0.56-1.44 1.44-1.84 2.48zM12.449 10.76c0.24-0.16 0.4-0.4 0.4-0.72 0-0.56 0-1.2 0-1.84 0-1.68 0-2.8 0.080-3.44 0-0.32 0.16-0.64 0.48-0.64s0.64 0 1.040-0.080c0.32 0 0.72 0 1.040 0.080 0.32 0 0.48 0.32 0.48 0.64 0 0.96 0.080 2.16 0.080 3.44 0 0.72 0 1.36 0 1.84 0 0.32 0.16 0.56 0.4 0.72 0.8 0.48 1.36 1.12 1.68 2 0.32 0.8 0.4 1.76 0.16 2.64s-0.72 1.68-1.44 2.24c-1.36 1.12-3.44 1.12-4.88 0-0.72-0.56-1.2-1.36-1.44-2.24s-0.16-1.84 0.16-2.64c0.32-0.88 0.96-1.6 1.76-2z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDeploy,\u00a0monitor\u00a0&amp; improve\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2283745e elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"2283745e\" 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>Production\u00a0launch\u00a0with full monitoring in place from day one, and a clear process for continuous refinement as your data and business evolve.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6dd2403 media-insights elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6dd2403\" data-element_type=\"section\" data-e-type=\"section\" id=\"06\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-347265b\" data-id=\"347265b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-356ef32 elementor-widget elementor-widget-heading\" data-id=\"356ef32\" 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\">Our machine learning case studies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-d628692 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"d628692\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-4c1cab1\" data-id=\"4c1cab1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397b2b2 case-slider-alt elementor-widget elementor-widget-shortcode\" data-id=\"397b2b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n    <div class=\"casestudiesbox-cb_6a70f09d0c43d\">\n        <div id=\"cb_6a70f09d0c43d\" class=\"swiper casestudiesbox-wrapper-cb_6a70f09d0c43d\">\n            <div class=\"swiper-wrapper\">\n                                <div class=\"swiper-slide\">\n                    <div class=\"sa_hover_container\">\n                        <div class=\"cs-column-cb_6a70f09d0c43d\">\n                            <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/05\/Enhancing-Genealogy-Matching-thumbnail.jpg\"\n                                 class=\"front\"\n                                 alt=\"Enhancing Genealogy Matching \u2013 10Pearls\"\n                                 loading=\"lazy\">\n                            <div class=\"cs-text-wrap-cb_6a70f09d0c43d\">\n                                <div>\n                                    <p class=\"cs-h3-cb_6a70f09d0c43d\">Artificial Intelligence<\/p>\n                                    <hr class=\"cs-hr-cb_6a70f09d0c43d\">\n                                    <p class=\"cs-h5-cb_6a70f09d0c43d\">Enhancing Genealogy Matching \u2013 10Pearls<\/p>\n                                    <p class=\"cs-p-cb_6a70f09d0c43d\">An AI-powered facial recognition system improved genealogy matching with 94% accuracy and cut processing time to just four minutes.<\/p>\n                                <\/div>\n                                <div class=\"self-align-end d-flex justify-content-end\">\n                                    <a class=\"cs-readmore-cb_6a70f09d0c43d\"\n                                       href=\"https:\/\/10pearls.com\/uk\/portfolio\/enhancing-genealogy-matching\/\"\n                                       target=\"_blank\">Read More<\/a>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                                <div class=\"swiper-slide\">\n                    <div class=\"sa_hover_container\">\n                        <div class=\"cs-column-cb_6a70f09d0c43d\">\n                            <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/05\/Enhancing-Accessibility-Inclusivity-thumb.webp\"\n                                 class=\"front\"\n                                 alt=\"Accelerating Healthcare Delivery with Agentic AI\"\n                                 loading=\"lazy\">\n                            <div class=\"cs-text-wrap-cb_6a70f09d0c43d\">\n                                <div>\n                                    <p class=\"cs-h3-cb_6a70f09d0c43d\">Artificial Intelligence<\/p>\n                                    <hr class=\"cs-hr-cb_6a70f09d0c43d\">\n                                    <p class=\"cs-h5-cb_6a70f09d0c43d\">Accelerating Healthcare Delivery with Agentic AI<\/p>\n                                    <p class=\"cs-p-cb_6a70f09d0c43d\">An agentic AI assistant transformed caregiver support with multilingual guidance, sentiment-aware responses, and a more scalable care platform.<\/p>\n                                <\/div>\n                                <div class=\"self-align-end d-flex justify-content-end\">\n                                    <a class=\"cs-readmore-cb_6a70f09d0c43d\"\n                                       href=\"https:\/\/10pearls.com\/uk\/portfolio\/accelerating-healthcare-delivery-agentic-ai\/\"\n                                       target=\"_blank\">Read More<\/a>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                                <div class=\"swiper-slide\">\n                    <div class=\"sa_hover_container\">\n                        <div class=\"cs-column-cb_6a70f09d0c43d\">\n                            <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/Building-a-Clinical-Grade-AI-Platform-for-GLP-1-Weight-Care-soical-image-1.webp\"\n                                 class=\"front\"\n                                 alt=\"Developing a Dual-Pipeline AI Platform for GLP-1 Care\"\n                                 loading=\"lazy\">\n                            <div class=\"cs-text-wrap-cb_6a70f09d0c43d\">\n                                <div>\n                                    <p class=\"cs-h3-cb_6a70f09d0c43d\">Artificial Intelligence<\/p>\n                                    <hr class=\"cs-hr-cb_6a70f09d0c43d\">\n                                    <p class=\"cs-h5-cb_6a70f09d0c43d\">Developing a Dual-Pipeline AI Platform for GLP-1 Care<\/p>\n                                    <p class=\"cs-p-cb_6a70f09d0c43d\">We combined a patient app, clinician portal, and dual-pipeline AI to solve personalized care and body-composition tracking for a GLP-1 weight-care platform.<\/p>\n                                <\/div>\n                                <div class=\"self-align-end d-flex justify-content-end\">\n                                    <a class=\"cs-readmore-cb_6a70f09d0c43d\"\n                                       href=\"https:\/\/10pearls.com\/uk\/portfolio\/clinical-grade-ai-platform-for-glp-1-weight-care\/\"\n                                       target=\"_blank\">Read More<\/a>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <\/div>\n\n            <div class=\"swiper-pagination\"><\/div>\n            <div class=\"cs-btn-next-cb_6a70f09d0c43d\">\n                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"24\" viewBox=\"0 0 14 24\" fill=\"none\">\n                    <path d=\"M2 2L12 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15px; }\n    }\n    <\/style>\n    <\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d67e07 elementor-align-center elementor-mobile-align-center indigo-btn indigo-btn--solid elementor-widget elementor-widget-button\" data-id=\"2d67e07\" 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=\"\/casestudies\/\" 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\">View all case studies<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4e54712 media-insights--article elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e54712\" data-element_type=\"section\" data-e-type=\"section\" id=\"07\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-914573b\" data-id=\"914573b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f4669d6 elementor-widget__width-inherit highlight-yellow elementor-widget elementor-widget-heading\" data-id=\"f4669d6\" 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\">Machine learning insights<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9661db6 elementor-widget elementor-widget-shortcode\" data-id=\"9661db6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n    <div class=\"insights-section\">\n        <div class=\"swiper-outer-container casestudiesbox\">\n            <div class=\"swiper casestudiesbox-wrapper\">\n                <div class=\"swiper-wrapper\">\n\n                            <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/nevigating-ai-shift-blog-featured-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"Navigating the AI Shift: Lessons from Imran Aftab\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Navigating the AI Shift: Lessons from Imran Aftab<\/p>\n                            <p class=\"p\">In a recent Mauloa podcast, 10Pearls CEO Imran Aftab shares practical lessons on AI-native transformation, leadership, engineering excellence, and building businesses that create lasting value.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/navigating-ai-transformation\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/last-social-mile-blog-featured-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"How AI Is Reaching the Charity Sector\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">How AI Is Reaching the Charity Sector<\/p>\n                            <p class=\"p\">AI is reshaping how charities work and how people donate. The real opportunity lies less in new tools than in getting the technological foundations right.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/the-last-social-mile\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/ai-software-testing-companies-blog-thumb-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"Top AI-Powered Software Testing Companies\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Top AI-Powered Software Testing Companies<\/p>\n                            <p class=\"p\">Compare the top AI-powered software testing services and learn how automation, self-healing tests, and AI-augmented QA de-risk enterprise releases.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/top-software-testing-companies\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/Why-AI-Powered-QA-Main-thumbnail.webp\"\n                         class=\"front\"\n                         alt=\"Why AI-Powered QA Still Needs Human Judgement\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Why AI-Powered QA Still Needs Human Judgement<\/p>\n                            <p class=\"p\">AI is helping QA teams move faster, generating test cases, healing broken automation, and flagging risk before it becomes a problem. But faster testing isn&#039;t the same as safer testing. Here&#039;s why quality engineering still...<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/ai-powered-qa-human-judgement\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/The-Future-of-Software-Engineering-main-thumbnail-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"How AI Is Changing Software Engineering Roles\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">How AI Is Changing Software Engineering Roles<\/p>\n                            <p class=\"p\">AI is changing what makes software engineers valuable. Learn why business context, architecture, and problem-solving matter more than ever in the age of AI.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/future-of-software-engineering\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/07\/corporate-ai-featured.webp\"\n                         class=\"front\"\n                         alt=\"Corporate AI Implementation Failure &#8211; Role of Leadership\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Corporate AI Implementation Failure &#8211; Role of Leadership<\/p>\n                            <p class=\"p\">Most enterprises now share the same models and tools, so why does AI still fail? The gap is leadership: prioritization, ownership, and governance, not better technology.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/ai-fails-because-of-leadership-not-technology\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/Main-6-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"AI Skill Erosion &#8211; The Hidden Cost of AI Dependency\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">AI Skill Erosion &#8211; The Hidden Cost of AI Dependency<\/p>\n                            <p class=\"p\">As AI adoption accelerates, enterprises face a hidden challenge: skill erosion. Learn how governance, oversight, and human judgment prevent thinkslop.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/how-enterprises-can-avoid-ai-skill-erosion\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/Main-5-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"How AI creates value with open banking data\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">How AI creates value with open banking data<\/p>\n                            <p class=\"p\">Every fintech company with an open banking license in Saudi Arabia must build the basic infrastructure to receive open banking data. With the right data enrichment layers built into this architecture and integrated into the...<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/where-ai-creates-value-in-open-banking-data\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/outome-based-pricing-blog-thumbnail.webp\"\n                         class=\"front\"\n                         alt=\"Outcome Based Pricing in Digital Engineering\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">Outcome Based Pricing in Digital Engineering<\/p>\n                            <p class=\"p\">AI is making outcome-based pricing more viable, but success still depends on clear metrics, shared accountability, and disciplined execution.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/outcome-based-pricing-is-reshaping-digital-engineering\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n                <div class=\"swiper-slide\">\n            <div class=\"sa_hover_container\">\n                <div class=\"column\">\n                    <img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/06\/Main-3-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"The Hidden Risk Behind AI-Powered Software Development\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">AI\/ML<\/p>\n                            <hr>\n                            <p class=\"h5\">The Hidden Risk Behind AI-Powered Software Development<\/p>\n                            <p class=\"p\">AI coding tools are accelerating development, but code review, governance, and quality assurance aren&#039;t keeping pace. Learn how enterprises can scale AI development responsibly.<\/p>\n                        <\/div>\n                        <div class=\"self-align-end d-flex justify-content-end\">\n                            <a class=\"readmore-anchor\"\n                               href=\"https:\/\/10pearls.com\/uk\/blog\/hidden-risk-ai-powered-software-development\/\"\n                               target=\"_blank\">Read More<\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n        \n                <\/div>\n\n                <div class=\"swiper-pagination\"><\/div>\n                <div class=\"swiper-button-next\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"24\" viewBox=\"0 0 14 24\" fill=\"none\">\n                        <path d=\"M2 2L12 12L2 22\" stroke=\"black\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                    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under .insights-section to prevent\n       conflicts with identically-named classes elsewhere on the page.\n    \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\n\n    .insights-section .casestudiesbox-wrapper {\n        overflow: hidden;\n    }\n\n    .insights-section .casestudiesbox {\n        position: relative;\n        width: 100%;\n        padding: 0px;\n    }\n\n    .insights-section .casestudiesbox .column {\n        position: relative;\n        flex: 100%;\n        display: flex;\n        align-items: end;\n        height: 530px !important;\n        margin: 30px 0;\n        border-radius: 15px;\n        overflow: hidden;\n        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elementor-top-column elementor-element elementor-element-68d5bad\" data-id=\"68d5bad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-18469f1 elementor-widget elementor-widget-heading\" data-id=\"18469f1\" 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\">You are in great company<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e45f4a box-circle1 elementor-widget elementor-widget-image-carousel\" data-id=\"1e45f4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;5&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;speed&quot;:500}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Image Carousel\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/image-494.webp\" alt=\"image 494\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" 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class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/a.webp\" alt=\"a\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"15 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/Hologic-logo-2.webp\" alt=\"Hologic-logo 2\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"16 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/image-493.webp\" alt=\"image 493\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"17 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/image-30.webp\" alt=\"image 30\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"18 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/image.webp\" alt=\"image\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"19 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/image-465.webp\" alt=\"image 465\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"20 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/image-497.webp\" alt=\"image 497\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"21 of 21\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2026\/03\/image-498.webp\" alt=\"image 498\" \/><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-36d2469 box-circle awards-sec elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"36d2469\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bdc71f6\" data-id=\"bdc71f6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0caa090 elementor-widget elementor-widget-heading\" data-id=\"0caa090\" 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\">Awards &amp; recognitions <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2817cba award-img elementor-widget elementor-widget-image-carousel\" data-id=\"2817cba\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;4&quot;,&quot;navigation&quot;:&quot;none&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;speed&quot;:500}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Image Carousel\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Gartner_logo.svg.png\" alt=\"Gartner_logo.svg\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/FORRESTER-3-1.png\" alt=\"FORRESTER-3 1\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/Group-2.png\" alt=\"Group\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 of 4\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/10\/ey-logo-1-1.png\" alt=\"ey-logo (1) 1\" \/><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b808a16 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b808a16\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ef8f974\" data-id=\"ef8f974\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-63416d6 elementor-widget elementor-widget-heading\" data-id=\"63416d6\" 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\">FAQs about our machine learning development services<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc4d4b1 elementor-widget__width-inherit elementor-widget elementor-widget-accordion\" data-id=\"bc4d4b1\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"faq\" data-widget_type=\"accordion.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1971\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1971\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What are machine learning development services? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1971\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1971\"><p>Machine learning development services cover the full process of building, deploying, and maintaining ML systems, from data preparation and model training to integration, monitoring, and ongoing optimization.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1972\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1972\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What is the 80\/20 rule in machine learning? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1972\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1972\"><p>In practice, about 80% of the effort in any ML project goes into data, collecting, cleaning, and engineering features. The remaining 20% is model development. It&#8217;s why data readiness is the first thing we assess.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1973\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1973\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What are the four types of machine learning? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1973\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1973\"><p>Supervised, unsupervised, semi-supervised, and reinforcement learning. Most business applications use supervised or unsupervised approaches, and we&#8217;ll recommend the right fit for your use case.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1974\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1974\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">How do I know if machine learning is right for my use case? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1974\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1974\"><p>Generally, ML makes sense when you have enough historical data, a repeating decision that benefits from prediction, and a clear outcome you&#8217;re optimizing for. We run a quick feasibility check to help you figure this out early.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1975\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-1975\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What data do I need to get started? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1975\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-1975\"><p>It depends on the use case, but volume, quality, and labeling are the three things that matter most. We&#8217;ll audit your current data state as part of the discovery phase and tell you exactly what&#8217;s workable.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1976\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-1976\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What if our data is messy or spread across systems? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1976\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-1976\"><p>That&#8217;s more common than not. Our data engineering team handles consolidation, cleaning, and pipeline design as part of the engagement, you don&#8217;t need perfect data to start.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1977\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-1977\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">How long does a typical ML project take? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1977\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-1977\"><p>A focused use case with clean data can go from discovery to production in 8\u201312 weeks. More complex systems, or those requiring significant data work, typically run 4\u20136 months.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1978\" class=\"elementor-tab-title\" data-tab=\"8\" role=\"button\" aria-controls=\"elementor-tab-content-1978\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What's the difference between a PoC and a production-ready system? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1978\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"8\" role=\"region\" aria-labelledby=\"elementor-tab-title-1978\"><p>A PoC proves a concept works in a controlled environment. A production system handles real data volumes, integrates with your infrastructure, and has monitoring, error handling, and retraining in place. We build the latter.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1979\" class=\"elementor-tab-title\" data-tab=\"9\" role=\"button\" aria-controls=\"elementor-tab-content-1979\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Do you handle deployment and monitoring after launch? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1979\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"9\" role=\"region\" aria-labelledby=\"elementor-tab-title-1979\"><p>Yes, post-launch support is included across all our ML development services. We don&#8217;t consider a project delivered until it&#8217;s live, stable, and monitored.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-19710\" class=\"elementor-tab-title\" data-tab=\"10\" role=\"button\" aria-controls=\"elementor-tab-content-19710\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">How do you manage model drift and ongoing performance? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-19710\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"10\" role=\"region\" aria-labelledby=\"elementor-tab-title-19710\"><p>We configure drift detection and performance monitoring from day one, with automated alerts and a defined retraining cadence so your model stays accurate as the underlying data shifts.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-19711\" class=\"elementor-tab-title\" data-tab=\"11\" role=\"button\" aria-controls=\"elementor-tab-content-19711\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Can you integrate ML into our existing product or infrastructure? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-19711\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"11\" role=\"region\" aria-labelledby=\"elementor-tab-title-19711\"><p>Absolutely. ML integration into existing systems is one of our core service areas. We work within your current tech stack rather than requiring you to rebuild around ours.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-19712\" class=\"elementor-tab-title\" data-tab=\"12\" role=\"button\" aria-controls=\"elementor-tab-content-19712\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">How do you handle data security and sensitive information? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-19712\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"12\" role=\"region\" aria-labelledby=\"elementor-tab-title-19712\"><p>Data is handled under clearly agreed protocols, encrypted, access-controlled, and processed only as needed. We can work within your existing security framework or help you define one.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-19713\" class=\"elementor-tab-title\" data-tab=\"13\" role=\"button\" aria-controls=\"elementor-tab-content-19713\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Who owns the code, models, and IP after delivery? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-19713\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"13\" role=\"region\" aria-labelledby=\"elementor-tab-title-19713\"><p>You do. Full IP transfer is standard in all our project engagements. We don&#8217;t retain ownership or licensing rights to anything we build for you.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-19714\" class=\"elementor-tab-title\" data-tab=\"14\" role=\"button\" aria-controls=\"elementor-tab-content-19714\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What is the first step if we want to explore a project with you? <\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-19714\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"14\" role=\"region\" aria-labelledby=\"elementor-tab-title-19714\"><p>Book a free consultation. We&#8217;ll spend 30\u201345 minutes understanding your use case, your data situation, and your goals, and give you an honest view on where ML can move the needle.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bafd84e services-mid-cta elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bafd84e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f3f8ee7\" data-id=\"f3f8ee7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7be4b17 elementor-section-full_width mid-cta elementor-section-height-default elementor-section-height-default\" data-id=\"7be4b17\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-024210e\" data-id=\"024210e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0d2446e elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"0d2446e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Transform your data into actionable insights<\/h4>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-34c1a5f\" data-id=\"34c1a5f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3f19bd6 elementor-widget elementor-widget-text-editor\" data-id=\"3f19bd6\" 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>Partner with 10Pearls to design and deploy scalable machine learning solutions that deliver measurable impact.\u00a0<br \/><strong>Talk to\u00a0our\u00a0ML experts\u00a0<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edc9a44 elementor-align-left elementor-tablet-align-left indigo-btn indigo-btn--deep elementor-mobile-align-left elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"edc9a44\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" 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-md\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>10Pearls offers cutting-edge machine learning services that transform data into actionable insights. Our expertise drives innovation and efficiency for your business.<\/p>\n","protected":false},"author":79,"featured_media":199128,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-193517","page","type-page","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.5) - 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