{"id":144357,"date":"2025-07-21T10:04:20","date_gmt":"2025-07-21T10:04:20","guid":{"rendered":"https:\/\/clone4.10pearls.com\/?p=144357"},"modified":"2026-07-30T10:46:02","modified_gmt":"2026-07-30T10:46:02","slug":"ai-data-readiness-roadmap-guidance","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/","title":{"rendered":"5 Essential steps to prepare your data for successful AI implementation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"144357\" class=\"elementor elementor-144357\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3fe9caa7 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"3fe9caa7\" 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-top-column elementor-element elementor-element-53cfc6a2\" data-id=\"53cfc6a2\" 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-454c478 elementor-widget elementor-widget-heading\" data-id=\"454c478\" 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\">AI Data Readiness Roadmap &amp; Guidance<\/h1>\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-7c3c850f elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"7c3c850f\" 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-top-column elementor-element elementor-element-7f5be556\" data-id=\"7f5be556\" 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-662e7321 elementor-position-left author-small elementor-vertical-align-middle elementor-widget__width-initial elementor-widget elementor-widget-image-box\" data-id=\"662e7321\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"81\" height=\"81\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/04\/10p-circle-logo.svg\" class=\"attachment-full size-full wp-image-128512\" alt=\"10p-circle-logo\" loading=\"lazy\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-title\">By 10Pearls editorial team<\/p><p class=\"elementor-image-box-description\">A global team of technologists, strategists, and creatives dedicated to delivering the forefront of innovation. Stay informed with our latest updates and trends in artificial intelligence, advanced technology, healthcare, fintech, and beyond. Discover insightful perspectives that shape the future of industries worldwide.<\/p><\/div><\/div>\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-39b7014e elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"39b7014e\" 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-50 elementor-top-column elementor-element elementor-element-5ee7e216\" data-id=\"5ee7e216\" 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-9b932f1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"9b932f1\" 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 style=\"font-size: 20px;\">Data is the backbone of artificial intelligence (AI). An AI application\u2019s efficacy and accuracy depend heavily on the quantity and quality of data fed to it. As such, special care must be taken to select and prepare AI-ready data. A lack of AI data readiness could have severe consequences, with Gartner\u00ae research from <span style=\"text-decoration: underline;\"><a style=\"color: black;\" href=\"https:\/\/www.gartner.com\/en\/articles\/ai-ready-data\" target=\"_blank\" rel=\"noopener nofollow\">A Journey Guide to Delivering AI Success Through \u2018AI-Ready\u2019 Data<\/a><\/span> predicting that \u201corganizations that don\u2019t enable and support their AI use cases through an AI-ready data practice will see over 60% of AI projects fail.\u201d<\/p><p style=\"font-size: 20px;\">The importance of AI data readiness can\u2019t be overstated, but AI-ready data requirements differ significantly from traditional data management strategies, creating challenges for organizations. This blog provides a thorough overview of what AI data readiness means before offering a five-step roadmap to get your data AI-ready.<\/p>\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-top-column elementor-element elementor-element-e0ccac5\" data-id=\"e0ccac5\" 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-4abca6e elementor-widget elementor-widget-image\" data-id=\"4abca6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"599\" height=\"561\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Main-Image.webp\" class=\"attachment-full size-full wp-image-144424\" alt=\"Professional team working together on AI data readiness roadmap, sitting around computer.\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Main-Image.webp 599w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Main-Image-300x281.webp 300w\" sizes=\"auto, (max-width: 599px) 100vw, 599px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\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-4722972d elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"4722972d\" 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-top-column elementor-element elementor-element-373f4198\" data-id=\"373f4198\" 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-6825136a blog-menu-hd elementor-widget elementor-widget-text-editor\" data-id=\"6825136a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"blog-menu-hd\">\n\n<strong >Blog contents<\/strong>\n\n<\/div>\n<ul id=\"homeAnchorMenu2\" class=\"blog-menu\" style=\"list-style-type: none;\">\n \t<li><a data-target=\"#01\">What is AI data readiness?<\/a><\/li>\n \t<li><a data-target=\"#02\">AI use case data alignment factors <\/a><\/li>\n \t<li><a data-target=\"#03\">AI-ready data meets quality requirements<\/a><\/li>\n \t<li><a data-target=\"#04\">AI-ready data meets governance requirements<\/a><\/li>\n<\/ul>\n<ul id=\"homeAnchorMenu2\" class=\"blog-menu\" style=\"list-style-type: none;\">\n \t<li><a data-target=\"#05\">5-Steps AI data readiness roadmap<\/a><\/li>\n \t<li><a data-target=\"#06\">Conduct an AI data readiness assessment<\/a><\/li>\n \t<li><a data-target=\"#07\">Secure executive buy-in<\/a><\/li>\n \t<li><a data-target=\"#08\">Adopt AI-ready data management strategies<\/a><\/li>\n \t<li><a data-target=\"#09\">Expand the data infrastructure and capabilities<\/a><\/li>\n \t<li><a data-target=\"#10\">Implement scalable data governance strategies<\/a><\/li>\n \t<li><a data-target=\"#11\">Maximize AI data readiness with 10Pearls<\/a><\/li>\n<\/ul>\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-2f493c69 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2f493c69\" data-element_type=\"section\" data-e-type=\"section\" id=\"01\">\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-6c8be4d7\" data-id=\"6c8be4d7\" 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-81bedd7 location-heading elementor-widget elementor-widget-heading\" data-id=\"81bedd7\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"01\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is AI data readiness?\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4052c24c li.margin.rightli.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"4052c24c\" 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 class=\"mb-0\">There are three essential characteristics of AI-ready data:\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c2e575 e-con-full e-flex e-con e-parent\" data-id=\"4c2e575\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5b19691 e-con-full e-flex e-con e-child\" data-id=\"5b19691\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1ed3b60 e-con-full e-flex e-con e-child\" data-id=\"1ed3b60\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb1c5b3 elementor-widget elementor-widget-heading\" data-id=\"bb1c5b3\" 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\">Alignment with \nbusiness use cases<\/h2>\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-9ab1b15 e-con-full e-flex e-con e-child\" data-id=\"9ab1b15\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e71bd41 e-con-full e-flex e-con e-child\" data-id=\"e71bd41\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-251c86b elementor-widget elementor-widget-heading\" data-id=\"251c86b\" 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\">Meeting quality <br>requirements<\/h2>\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-9618e7a e-con-full e-flex e-con e-child\" data-id=\"9618e7a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ff43c77 e-con-full e-flex e-con e-child\" data-id=\"ff43c77\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfdb854 elementor-widget elementor-widget-heading\" data-id=\"cfdb854\" 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\">Meeting governance <br>requirements<\/h2>\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<\/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-80e54c1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"80e54c1\" data-element_type=\"section\" data-e-type=\"section\" id=\"02\">\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-f0fdf39\" data-id=\"f0fdf39\" 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-4b2e9c7 location-heading elementor-widget elementor-widget-heading\" data-id=\"4b2e9c7\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"02\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI use case data alignment factors\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9728cc li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"d9728cc\" 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 class=\"mb-0\">An <span style=\"text-decoration: underline;\"><span style=\"color: #000000; text-decoration: underline;\"><a style=\"color: #000000; text-decoration: underline;\" href=\"\/artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">Artificial Intelligence software development company<\/a><\/span><\/span> help organization establish AI data readiness by clearly defining the data requirements for each AI use case. These requirements will likely evolve as data is used by AI applications in production. Some of the factors to consider while aligning data to specific AI use cases are listed below.\u00a0<\/p>\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-4b70f82 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"4b70f82\" 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-top-column elementor-element elementor-element-dfb8fe6\" data-id=\"dfb8fe6\" 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-87c9ac2 elementor-section-full_width key-steps elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"87c9ac2\" 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-inner-column elementor-element elementor-element-71f0ec5\" data-id=\"71f0ec5\" 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-c639be1 costing-box elementor-widget elementor-widget-text-editor\" data-id=\"c639be1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<strong><h5>AI use case data alignment factors<\/h5><\/strong>\n<div class=\"eae-table-wrap\">\n<table class=\"stats-table\" style=\"border-collapse: collapse; width: 100%;\">\n<tbody>\n<tr>\n<td style=\"width: 350px;\"><strong>AI technology\u00a0<\/strong><\/td>\n<td>Different types of artificial intelligence technologies, like generative AI and computer vision, require differing types and quantities of data.<\/td>\n<\/tr>\n<tr>\n<td><strong>Quantity<\/strong><\/td>\n<td>How much data is needed will also vary depending on the use case, though any AI deployment requires a large volume of usable data.<\/td>\n<\/tr>\n<tr>\n<td><strong>Annotation and labeling\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/strong><\/td>\n<td>Data needs to be properly annotated and labeled so the AI model knows how to identify the information contained within.<\/td>\n<\/tr>\n<tr>\n<td><strong>Quality<\/strong><\/td>\n<td>It\u2019s crucial to ensure that data meets the specific quality standards for each use case, including identifying errors and outliers.<\/td>\n<\/tr>\n<tr>\n<td><strong>Trust<\/strong><\/td>\n<td>The various data sources must be reliable and diverse, with special care taken to avoid bias and other ethical concerns.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ea4355d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea4355d\" data-element_type=\"section\" data-e-type=\"section\" id=\"03\">\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-f7a08eb\" data-id=\"f7a08eb\" 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-2888de6 location-heading elementor-widget elementor-widget-heading\" data-id=\"2888de6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI-ready data meets quality requirements<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ae2048 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"9ae2048\" 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 class=\"mb-0\">AI data should be continuously validated to ensure it meets quality requirements at all stages of training, development, and production usage. Below are some of the parameters for ensuring continuous quality.\u00a0<\/p>\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-2bec9b5 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"2bec9b5\" 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-top-column elementor-element elementor-element-3a1b878\" data-id=\"3a1b878\" 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-0dedbc3 elementor-section-full_width key-steps elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"0dedbc3\" 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-inner-column elementor-element elementor-element-9b7a4d5\" data-id=\"9b7a4d5\" 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<div class=\"elementor-element elementor-element-44a975a costing-box elementor-widget elementor-widget-text-editor\" data-id=\"44a975a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<span  margin-bottom: -25px!important;\"><strong><h5>AI data quality parameters<\/h5><\/strong>\n<\/span>\n<div class=\"eae-table-wrap\">\n<table class=\"stats-table\" style=\"border-collapse: collapse; width: 100%;\">\n<tbody>\n<tr>\n<td style=\"width: 350px;\"><b>Continuous validation<\/b><\/td>\n<td>Data should be regularly tested to ensure it continues to meet quality requirements during AI development and usage.<\/td>\n<\/tr>\n<tr>\n<td><b>Response time<\/b><\/td>\n<td>It\u2019s critical to ensure that data performance adheres to service level agreements (SLA) for response time.<\/td>\n<\/tr>\n<tr>\n<td><b>Versioning<\/b><\/td>\n<td>Data changes and versions should be tracked and managed to mitigate drift and other data pipeline issues.<\/td>\n<\/tr>\n<tr>\n<td><b>Regression testing<\/b><\/td>\n<td>Data drift and failures should also be mitigated with continuous regression testing using custom test cases.<\/td>\n<\/tr>\n<tr>\n<td><b>Observability<\/b><\/td>\n<td>Metrics should be established to monitor and ensure data health, performance, and accuracy.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-20ba93a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"20ba93a\" data-element_type=\"section\" data-e-type=\"section\" id=\"04\">\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-a6efe7a\" data-id=\"a6efe7a\" 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-ce63be9 location-heading elementor-widget elementor-widget-heading\" data-id=\"ce63be9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI-ready data meets governance requirements<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d954f36 li.margin.right elementor-widget elementor-widget-text-editor\" data-id=\"d954f36\" 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 class=\"mb-0\">An organization\u2019s AI data readiness is evidenced by its AI-specific governance policies, practices, and technologies. Here are some of the data governance requirements for AI-ready data.\u00a0<\/p>\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-7ac207e elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"7ac207e\" 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-top-column elementor-element elementor-element-69ff7f4\" data-id=\"69ff7f4\" 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-97061d0 costing-box elementor-widget elementor-widget-text-editor\" data-id=\"97061d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<strong><span margin-bottom: -25px!important;\"><h5>AI data governance requirements<\/h5><\/span><\/strong>\n<div class=\"eae-table-wrap\">\n<table class=\"stats-table\" style=\"border-collapse: collapse; width: 100%;\">\n<tbody>\n<tr>\n<td style=\"width: 350px;\"><strong>Data stewardship\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/strong><\/td>\n<td>Consistent policies should be applied throughout the entire data lifecycle, with roles and responsibilities clearly defined.<\/td>\n<\/tr>\n<tr>\n<td><strong>Compliance<\/strong><\/td>\n<td>AI data must comply with regulations for privacy and security, including new, AI-specific laws like the AI EU Act.<\/td>\n<\/tr>\n<tr>\n<td><strong>Ethics<\/strong><\/td>\n<td>Special care must be taken to ensure the transparency of AI data usage and mitigate ethical issues like training with real customer data.<\/td>\n<\/tr>\n<tr>\n<td><strong>Fairness<\/strong><\/td>\n<td>It\u2019s important to proactively mitigate data bias and routinely test models to ensure fair decisions.<\/td>\n<\/tr>\n<tr>\n<td><strong>Sharing<\/strong><\/td>\n<td>To support new and changing AI use cases, data architectures should enable safe sharing among various AI tools.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\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<div class=\"elementor-element elementor-element-56869a3 e-flex e-con-boxed e-con e-parent\" data-id=\"56869a3\" data-element_type=\"container\" data-e-type=\"container\" id=\"05\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8011a9c location-heading elementor-widget elementor-widget-heading\" data-id=\"8011a9c\" 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\">5-Steps AI data readiness roadmap\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3871f8 elementor-widget elementor-widget-text-editor\" data-id=\"a3871f8\" 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>There are five essential steps organizations can take to establish AI data readiness.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-779f1bc elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"779f1bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"423\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap-1024x423.webp\" class=\"attachment-large size-large wp-image-209894\" alt=\"Flow chart graphic demonstrating the 5 steps of an AI readiness roadmap\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap-1024x423.webp 1024w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap-300x124.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap-768x317.webp 768w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap.webp 1211w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a785ac8 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"a785ac8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"393\" height=\"828\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap-mobile.webp\" class=\"attachment-large size-large wp-image-209895\" alt=\"Flow chart graphic demonstrating the 5 steps of an AI readiness roadmap\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap-mobile.webp 393w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/ai-data-roadmap-mobile-142x300.webp 142w\" sizes=\"auto, (max-width: 393px) 100vw, 393px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-17b75be e-flex e-con-boxed e-con e-parent\" data-id=\"17b75be\" data-element_type=\"container\" data-e-type=\"container\" id=\"06\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7126f75 location-heading elementor-widget elementor-widget-heading\" data-id=\"7126f75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Conduct an AI data readiness assessment \u200b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c58dc1 elementor-widget elementor-widget-text-editor\" data-id=\"6c58dc1\" 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 style=\"font-size: 20px;\">The best way to start is by assessing your current data management practices to identify weaknesses and determine where to target your efforts. Organizations without sufficient AI experience to thoroughly evaluate AI data readiness should partner with an established firm like <span style=\"text-decoration: underline;\"><a style=\"color: black; font-weight: 400;\" href=\"\/ai-assessment\/\" target=\"_blank\" rel=\"noopener\">10Pearls <\/a><\/span>to perform this assessment and learn the next steps.<\/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<div class=\"elementor-element elementor-element-7e3ea79 e-flex e-con-boxed e-con e-parent\" data-id=\"7e3ea79\" data-element_type=\"container\" data-e-type=\"container\" id=\"07\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b075343 location-heading elementor-widget elementor-widget-heading\" data-id=\"b075343\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Secure executive buy-in<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1da863 elementor-widget elementor-widget-text-editor\" data-id=\"d1da863\" 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 style=\"font-size: 20px;\">Restructuring your data practices and architecture to support AI requires a lot of major organizational changes, so it\u2019s absolutely crucial that you shore up support from executives and other business leaders. The rest of the organization will follow their lead, making it easier to implement the necessary changes. An <a href=\"\/artificial-intelligence\/\"><span style=\"text-decoration: underline;\">AI consulting firm<\/span><\/a> like 10Pearls can help by creating customized, high-level executive reports that highlight the business benefits of implementing AI-ready data practices.<\/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<div class=\"elementor-element elementor-element-5b88a56 e-flex e-con-boxed e-con e-parent\" data-id=\"5b88a56\" data-element_type=\"container\" data-e-type=\"container\" id=\"08\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f6a268 location-heading elementor-widget elementor-widget-heading\" data-id=\"0f6a268\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Adopt AI-ready data management strategies\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0076f0a elementor-widget elementor-widget-text-editor\" data-id=\"0076f0a\" 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 style=\"font-size: 20px;\">We discussed several AI-specific data management practices and strategies above. This step involves adopting new policies, tools, and practices, or modifying your existing strategies to meet the requirements of your AI use cases. This step can be the most complicated, so many organizations may find it beneficial to work with outside AI implementation experts like 10Pearls to ensure a smooth transition.<\/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<div class=\"elementor-element elementor-element-eb4b890 e-flex e-con-boxed e-con e-parent\" data-id=\"eb4b890\" data-element_type=\"container\" data-e-type=\"container\" id=\"09\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d8d44b location-heading elementor-widget elementor-widget-heading\" data-id=\"8d8d44b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. Expand the data infrastructure and capabilities<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dfafeb7 elementor-widget elementor-widget-text-editor\" data-id=\"dfafeb7\" 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 style=\"font-size: 20px;\">The underlying technical data infrastructure needs to support not just your current AI initiatives but also any new or evolving use cases that may arise. This step may involve refactoring on-premises storage architectures, migrating data to the cloud, or integrating new tools into data pipelines. Working with <a style=\"color: black; font-weight: 400;\" href=\"\/modernization\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">migration and modernization<\/span><\/a> experts like 10Pearls can significantly reduce the challenges involved and help eliminate the chances of business disruption.<\/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<div class=\"elementor-element elementor-element-d90dcdd e-flex e-con-boxed e-con e-parent\" data-id=\"d90dcdd\" data-element_type=\"container\" data-e-type=\"container\" id=\"10\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aba7881 location-heading elementor-widget elementor-widget-heading\" data-id=\"aba7881\" 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\">5. Implement scalable data governance strategies\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f499d30 elementor-widget elementor-widget-text-editor\" data-id=\"f499d30\" 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 style=\"font-size: 20px;\">Your new data governance practices must be able to grow with your AI capabilities to ensure scalability without compromising quality, safety, or ethics. Anticipating your future needs can be challenging, especially without prior AI experience, which is why it\u2019s recommended to consult with AI experts when developing your data governance strategy.<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3647b22 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"3647b22\" data-element_type=\"section\" data-e-type=\"section\" id=\"11\" 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-bcfbeda\" data-id=\"bcfbeda\" 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-d6eeafe elementor-section-full_width elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"d6eeafe\" 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-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-17b9f1d\" data-id=\"17b9f1d\" 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-c703a8f location-heading elementor-widget elementor-widget-heading\" data-id=\"c703a8f\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"09\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Maximize your AI data  readiness<\/h2>\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-ccad570\" data-id=\"ccad570\" 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<div class=\"elementor-element elementor-element-01d42c3 elementor-widget elementor-widget-text-editor\" data-id=\"01d42c3\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"13\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"abc\"><a style=\"color: black; font-weight: 400; text-decoration: underline;\" href=\"\/\" target=\"_blank\" rel=\"noopener\">10Pearls<\/a> has the proven expertise to help your organization adopt AI-ready data practices and implement safe, scalable AI data architectures. Reach out to schedule a risk-free consultation with our AI data readiness experts.<\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ed83c36 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"ed83c36\" 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-99b7378\" data-id=\"99b7378\" 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-988869d elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"988869d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;animation&quot;:&quot;none&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-50 elementor-inner-column elementor-element elementor-element-3bfb607\" data-id=\"3bfb607\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\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-1443ab6 elementor-widget elementor-widget-image\" data-id=\"1443ab6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"426\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/exelon-blog-contact-bg.jpg\" class=\"attachment-full size-full wp-image-114002\" alt=\"Exelon Recognizes 10Pearls for Advancing Inclusivity in Business Practices\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/exelon-blog-contact-bg.jpg 720w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/11\/exelon-blog-contact-bg-300x178.jpg 300w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\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-5b3394e\" data-id=\"5b3394e\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;}\">\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-8ceb9b8 elementor-widget elementor-widget-image\" data-id=\"8ceb9b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"94\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2024\/04\/10P-Logo.svg\" class=\"attachment-medium size-medium wp-image-83077\" alt=\"10p-logo-get-in-touch\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d89b341 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d89b341\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Get in touch with us<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac5195f elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"ac5195f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Global digital transformation and product engineering partner<\/div>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-843a81e elementor-widget elementor-widget-wpforms\" data-id=\"843a81e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wpforms.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style id=\"wpforms-css-vars-elementor-widget-843a81e\">\n\t\t\t\t.elementor-widget-wpforms.elementor-element-843a81e {\n\t\t\t\t--wpforms-button-background-color: #6366F1;\n--wpforms-button-text-color: #171616;\n\t\t\t}\n\t\t\t<\/style><div class=\"wpforms-container wpforms-container-full wpforms-render-modern\" id=\"wpforms-128773\"><form id=\"wpforms-form-128773\" class=\"wpforms-validate wpforms-form wpforms-ajax-form\" data-formid=\"128773\" method=\"post\" enctype=\"multipart\/form-data\" action=\"\/uk\/wp-json\/wp\/v2\/posts\/144357\" data-token=\"4b6cf8200b40c0ebf94b8ea3d80e6301\" data-token-time=\"1785786359\"><noscript class=\"wpforms-error-noscript\">Please enable JavaScript in your browser to complete this form.<\/noscript><div id=\"wpforms-error-noscript\" style=\"display: none;\">Please enable JavaScript in your browser to complete this form.<\/div><div class=\"wpforms-field-container\">\t\t<div id=\"wpforms-128773-field_1-container\"\n\t\t\tclass=\"wpforms-field wpforms-field-text\"\n\t\t\tdata-field-type=\"text\"\n\t\t\tdata-field-id=\"1\"\n\t\t\t>\n\t\t\t<label class=\"wpforms-field-label\" for=\"wpforms-128773-field_1\" >email<\/label>\n\t\t\t<input type=\"text\" id=\"wpforms-128773-field_1\" class=\"wpforms-field-medium\" name=\"wpforms[fields][1]\" >\n\t\t<\/div>\n\t\t<div id=\"wpforms-128773-field_2-container\" class=\"wpforms-field wpforms-field-email\" data-field-id=\"2\"><label class=\"wpforms-field-label wpforms-label-hide\" for=\"wpforms-128773-field_2\" aria-hidden=\"false\">email<\/label><input type=\"email\" id=\"wpforms-128773-field_2\" class=\"wpforms-field-large\" name=\"wpforms[fields][2]\" placeholder=\"Email*\" spellcheck=\"false\" aria-errormessage=\"wpforms-128773-field_2-error\" ><\/div><script>\n\t\t\t\t( function() {\n\t\t\t\t\tconst style = document.createElement( 'style' );\n\t\t\t\t\tstyle.appendChild( document.createTextNode( '#wpforms-128773-field_1-container { position: absolute !important; overflow: hidden !important; display: inline !important; height: 1px !important; width: 1px !important; z-index: -1000 !important; padding: 0 !important; } #wpforms-128773-field_1-container input { visibility: hidden; } #wpforms-conversational-form-page #wpforms-128773-field_1-container label { counter-increment: none; }' ) );\n\t\t\t\t\tdocument.head.appendChild( style );\n\t\t\t\t\tdocument.currentScript?.remove();\n\t\t\t\t} )();\n\t\t\t<\/script><\/div><!-- .wpforms-field-container --><div class=\"wpforms-recaptcha-container wpforms-is-hcaptcha\" ><div class=\"h-captcha\" data-sitekey=\"b192f310-e2a0-450e-bda4-15f8857a8fbc\"><\/div><input type=\"text\" name=\"g-recaptcha-hidden\" class=\"wpforms-recaptcha-hidden\" style=\"position:absolute!important;clip:rect(0,0,0,0)!important;height:1px!important;width:1px!important;border:0!important;overflow:hidden!important;padding:0!important;margin:0!important;\" data-rule-hcaptcha=\"1\"><\/div><div class=\"wpforms-submit-container\" ><input type=\"hidden\" name=\"wpforms[id]\" value=\"128773\"><input type=\"hidden\" name=\"page_title\" value=\"\"><input type=\"hidden\" name=\"page_url\" value=\"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/144357\"><input type=\"hidden\" name=\"url_referer\" value=\"\"><button type=\"submit\" name=\"wpforms[submit]\" id=\"wpforms-submit-128773\" class=\"wpforms-submit\" data-alt-text=\"Sending...\" data-submit-text=\"Submit\" aria-live=\"assertive\" value=\"wpforms-submit\">Submit<\/button><img decoding=\"async\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/plugins\/wpforms\/assets\/images\/submit-spin.svg\" class=\"wpforms-submit-spinner\" style=\"display: none;\" width=\"26\" height=\"26\" alt=\"Loading\"><\/div><\/form><\/div>  <!-- .wpforms-container -->\t\t\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e65a3c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e65a3c\" 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-cbe8ac5\" data-id=\"cbe8ac5\" 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-e6e78cd elementor-widget elementor-widget-heading\" data-id=\"e6e78cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fb7f53b elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"fb7f53b\" 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-22c299d\" data-id=\"22c299d\" 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-20f0ebf elementor-widget elementor-widget-shortcode\" data-id=\"20f0ebf\" 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\/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\/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\/in-house-vs-outsourcing-blog-featured-image-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"In-House vs Outsource Mobile App Development: What&#8217;s Best?\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Mobile app development<\/p>\n                            <hr>\n                            <p class=\"h5\">In-House vs Outsource Mobile App Development: What&#8217;s Best?<\/p>\n                            <p class=\"p\">Every mobile app starts with one decision: build in-house or outsource. We break down the real costs, tradeoffs, and the questions that determine which model is right for you.<\/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\/inhouse-vs-outsource-mobile-app-development\/\"\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                <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\/2025\/07\/Top.webp\"\n                         class=\"front\"\n                         alt=\"Top 10 custom software development companies delivering innovative solutions\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Top 10 custom software development companies delivering innovative solutions<\/p>\n                            <p class=\"p\">This article compares the top 10 custom software development companies for 2026. The rankings are based on the average review rating on Clutch<\/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-custom-software-development-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\/04\/software-developer-challenges-featured.webp\"\n                         class=\"front\"\n                         alt=\"Software Development Challenges and Solutions for Modern Enterprises\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Software Development Challenges and Solutions for Modern Enterprises<\/p>\n                            <p class=\"p\">Discover the top software development challenges enterprises face, legacy systems, security, talent shortages, and proven solutions to overcome them.<\/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\/software-development-challenges-solutions\/\"\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\/03\/Thumbnsil-1024x1024.webp\"\n                         class=\"front\"\n                         alt=\"How AI is transforming Agile in 2026\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">How AI is transforming Agile in 2026<\/p>\n                            <p class=\"p\">Modern Agile evolves with AI, cloud, and governance, reshaping team workflows and delivery for scalable, secure enterprise software in 2026.<\/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\/agile-software-development\/\"\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\/01\/top-software-development-technologies-feature-image.webp\"\n                         class=\"front\"\n                         alt=\"Explore the tech driving software development innovation\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Explore the tech driving software development innovation<\/p>\n                            <p class=\"p\">Our top software development technologies in 2026 overview covers AI tools, low code &amp; cloud development tools, programming languages, and databases.<\/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-development-technologies\/\"\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\/2024\/05\/top_industries_driving_main_blog.webp\"\n                         class=\"front\"\n                         alt=\"Top sectors using custom software in Saudi Arabia\">\n                    <div class=\"text-wrap\">\n                        <div>\n                            <p class=\"h3\">Software development<\/p>\n                            <hr>\n                            <p class=\"h5\">Top sectors using custom software in Saudi Arabia<\/p>\n                            <p class=\"p\">Saudi Arabia is quickly shifting away from an oil-based economy for the first time in approximately 8 decades. As Saudi Arabia diversifies, the need for adaptable, sector-specific digital solutions is driving a rise in custom...<\/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-sectors-using-custom-software-saudi-arabia\/\"\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                    <\/svg>\n                <\/div>\n                <div class=\"swiper-button-prev\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"24\" viewBox=\"0 0 14 24\" fill=\"none\">\n                        <path d=\"M12 2L2 12L12 22\" stroke=\"black\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                    <\/svg>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n<link data-wpacu-to-be-preloaded-basic='1' rel='stylesheet' id='swiper-css' href='https:\/\/10pearls.com\/uk\/wp-content\/plugins\/elementor\/assets\/lib\/swiper\/v8\/css\/swiper.min.css' media='all' \/>\n<link rel='stylesheet' id='e-swiper-css' href='https:\/\/10pearls.com\/uk\/wp-content\/plugins\/elementor\/assets\/css\/conditionals\/e-swiper.min.css' media='all' \/>\n<script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n\n    <script>\n    document.addEventListener('DOMContentLoaded', function() {\n        document.querySelectorAll('.insights-section .casestudiesbox-wrapper').forEach(function(wrapper) {\n            const swiper = new Swiper(wrapper, {\n                loop: true,\n                spaceBetween: 20,\n                slidesPerView: 3,\n                speed: 1200,\n                autoplay: {\n                    delay: 5000,\n                    disableOnInteraction: false,\n                    pauseOnMouseEnter: true,\n                },\n                navigation: {\n                    nextEl: wrapper.querySelector('.swiper-button-next'),\n                    prevEl: wrapper.querySelector('.swiper-button-prev'),\n                },\n                pagination: {\n                    el: wrapper.querySelector('.swiper-pagination'),\n                    clickable: true,\n                },\n                breakpoints: {\n                    0:    { slidesPerView: 1 },\n                    768:  { slidesPerView: 2 },\n                    1024: { slidesPerView: 3 }\n                }\n            });\n\n            wrapper.addEventListener('mouseenter', () => {\n                if (swiper.autoplay && typeof swiper.autoplay.stop === 'function') {\n                    swiper.autoplay.stop();\n                }\n            });\n            wrapper.addEventListener('mouseleave', () => {\n                if (swiper.autoplay && typeof swiper.autoplay.start === 'function') {\n                    swiper.autoplay.start();\n                }\n            });\n        });\n    });\n    <\/script>\n\n    <style>\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       All selectors are scoped 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        transition: all 0.2s ease-in-out;\n        box-shadow: 0px 2px 32px 0px #0C0C0D1A;\n    }\n\n    .insights-section .casestudiesbox .column img {\n        width: 100%;\n        height: auto;\n        position: absolute;\n        top: 0;\n        left: 0;\n    }\n\n    .insights-section .casestudiesbox .text-wrap {\n        background: #fff;\n        width: 100%;\n        height: 120px !important;\n        z-index: 1;\n        padding: 0px 20px;\n        overflow: hidden;\n        transition: all 0.2s ease-in-out;\n        text-align: left !important;\n        white-space: normal !important;\n    }\n\n    .insights-section .casestudiesbox .h3 {\n        color: #000 !important;\n        font-size: 15px;\n        font-weight: 400 !important;\n        line-height: 24px;\n        text-transform: uppercase;\n        margin-bottom: 0;\n        border-bottom: 1px solid #aaa;\n        display: inline;\n    }\n\n    .insights-section .casestudiesbox hr {\n        width: 0px;\n        height: 1px;\n        background: #EEEDED;\n        margin: 0px 0 5px;\n    }\n\n    .insights-section .casestudiesbox .h5 {\n        color: #000 !important;\n        line-height: 22px;\n        font-size: 19px;\n        font-weight: 700;\n        margin-bottom: 8px;\n        margin-top: 0;\n        text-align: left;\n    }\n\n    .insights-section .casestudiesbox .p {\n        color: #000 !important;\n        font-size: 16px;\n        font-weight: 300;\n        line-height: 22px;\n        display: none;\n        opacity: 0;\n        text-align: left;\n    }\n\n    .insights-section .casestudiesbox .text-wrap .readmore-anchor {\n        font-size: 15px;\n        font-weight: 700;\n        display: none;\n        opacity: 0;\n        text-decoration: none;\n        color: #000 !important;\n    }\n\n    .insights-section .casestudiesbox .column:hover .text-wrap {\n        height: 100% !important;\n        padding: 30px 25px 20px 25px;\n        display: flex;\n        flex-direction: column;\n        justify-content: space-between;\n        overflow-y: auto;\n    }\n\n    .insights-section .casestudiesbox .column:hover .p {\n        display: block !important;\n        opacity: 1;\n        margin: 6px 0;\n        overflow: visible !important;\n        white-space: normal !important;\n    }\n\n    .insights-section .casestudiesbox .column:hover .text-wrap .readmore-anchor {\n        display: inline-block;\n        opacity: 1;\n        color: #000 !important;\n        border-bottom: 1px solid #aaa;\n    }\n\n    \/* \u2500\u2500 Pagination \u2500\u2500 *\/\n    .insights-section .casestudiesbox .swiper-pagination {\n        position: relative;\n        margin-top: 20px;\n        text-align: center;\n        font-size: 18px;\n        bottom: 0;\n        display: block;\n    }\n\n    .insights-section .casestudiesbox .swiper-pagination .swiper-pagination-bullet {\n        width: 12px;\n        height: 12px;\n        background-color: #000 !important;\n        opacity: 1;\n        border-radius: 50%;\n        margin: 0 6px !important;\n        border: 2px solid transparent;\n        transition: border 0.2s;\n    }\n\n    .insights-section .casestudiesbox .swiper-pagination .swiper-pagination-bullet-active {\n        border: 3px solid #D4FF27 !important;\n        background-color: #171616 !important;\n        transform: scale(1.35);\n    }\n\n    \/* \u2500\u2500 Navigation arrows \u2500\u2500 *\/\n    .insights-section .casestudiesbox .swiper-button-next,\n    .insights-section .casestudiesbox .swiper-button-prev {\n        position: absolute;\n        top: 50%;\n        transform: translateY(-50%);\n        width: 44px;\n        height: 44px;\n        background: #fff;\n        border-radius: 50%;\n        box-shadow: 0 2px 8px rgba(0,0,0,0.08);\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        transition: background 0.2s;\n        z-index: 10;\n    }\n\n    .insights-section .casestudiesbox .swiper-button-next {\n        right: -50px;\n    }\n\n    .insights-section .casestudiesbox .swiper-button-prev {\n        left: -50px;\n    }\n\n    .insights-section .casestudiesbox .swiper-button-next:hover,\n    .insights-section .casestudiesbox .swiper-button-prev:hover {\n        background: #D4FF27;\n    }\n\n    .insights-section .casestudiesbox .swiper-button-next svg,\n    .insights-section .casestudiesbox .swiper-button-prev svg {\n        width: 14px;\n        height: 24px;\n    }\n\n    .insights-section .casestudiesbox .swiper-button-next::after,\n    .insights-section .casestudiesbox .swiper-button-prev::after {\n        display: none;\n    }\n\n    \/* \u2500\u2500 Responsive \u2500\u2500 *\/\n    @media (max-width: 1380px) {\n        .insights-section .casestudiesbox .swiper-button-next,\n        .insights-section .casestudiesbox .swiper-button-prev {\n            display: none;\n        }\n    }\n\n    @media (max-width: 992px) {\n        .insights-section .casestudiesbox .column {\n            max-width: 94%;\n            margin: 30px auto;\n        }\n    }\n\n    @media (max-width: 768px) {\n        .insights-section .casestudiesbox .column {\n            max-width: 400px;\n            margin: 30px auto;\n            height: 500px !important;\n        }\n\n        .insights-section .casestudiesbox .text-wrap {\n            padding: 5px 15px;\n        }\n    }\n    <\/style>\n\n    <\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce78cd9 elementor-align-center indigo-btn indigo-btn--deep elementor-widget elementor-widget-button\" data-id=\"ce78cd9\" 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=\"\/news-insights\/\" 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\">View all<\/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>This AI maturity assessment guide defines the maturity levels and provides a set of 25 self-assessment questions to help you get started<\/p>\n","protected":false},"author":75,"featured_media":144375,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","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":""},"categories":[49],"tags":[4585,4599],"class_list":["post-144357","post","type-post","status-publish","format-standard","has-post-thumbnail","category-blog","tag-ai-and-ml","tag-data-analytics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Data Readiness Roadmap &amp; Guidance | 10Pearls<\/title>\n<meta name=\"description\" content=\"Get an AI &amp; data readiness roadmap with expert guidance to assess maturity, plan capabilities, and accelerate data\u2011driven transformation.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Data Readiness Roadmap &amp; Guidance | 10Pearls\" \/>\n<meta property=\"og:description\" content=\"Get an AI &amp; data readiness roadmap with expert guidance to assess maturity, plan capabilities, and accelerate data\u2011driven transformation.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/\" \/>\n<meta property=\"og:site_name\" content=\"10Pearls UK\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/10Pearls\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-21T10:04:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-30T10:46:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/AI-Readiness-Social.jpg\" \/>\n<meta name=\"author\" content=\"hamza.asghar@10pearls.com\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"AI Data Readiness Roadmap &amp; Guidance | 10Pearls\" \/>\n<meta name=\"twitter:description\" content=\"Get an AI &amp; data readiness roadmap with expert guidance to assess maturity, plan capabilities, and accelerate data\u2011driven transformation.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/AI-Readiness-Social.jpg\" \/>\n<meta name=\"twitter:creator\" content=\"@TenPearls\" \/>\n<meta name=\"twitter:site\" content=\"@TenPearls\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"hamza.asghar@10pearls.com\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI Data Readiness Roadmap & Guidance | 10Pearls","description":"Get an AI & data readiness roadmap with expert guidance to assess maturity, plan capabilities, and accelerate data\u2011driven transformation.","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_GB","og_type":"article","og_title":"AI Data Readiness Roadmap & Guidance | 10Pearls","og_description":"Get an AI & data readiness roadmap with expert guidance to assess maturity, plan capabilities, and accelerate data\u2011driven transformation.","og_url":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/","og_site_name":"10Pearls UK","article_publisher":"https:\/\/www.facebook.com\/10Pearls\/","article_published_time":"2025-07-21T10:04:20+00:00","article_modified_time":"2026-07-30T10:46:02+00:00","og_image":[{"url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/AI-Readiness-Social.jpg","type":"","width":"","height":""}],"author":"hamza.asghar@10pearls.com","twitter_card":"summary_large_image","twitter_title":"AI Data Readiness Roadmap & Guidance | 10Pearls","twitter_description":"Get an AI & data readiness roadmap with expert guidance to assess maturity, plan capabilities, and accelerate data\u2011driven transformation.","twitter_image":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/AI-Readiness-Social.jpg","twitter_creator":"@TenPearls","twitter_site":"@TenPearls","twitter_misc":{"Written by":"hamza.asghar@10pearls.com","Estimated reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/#article","isPartOf":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/"},"author":{"name":"hamza.asghar@10pearls.com","@id":"https:\/\/10pearls.com\/uk\/#\/schema\/person\/ee1171c4bb9db1b6d1ccae9462c2194b"},"headline":"5 Essential steps to prepare your data for successful AI implementation","datePublished":"2025-07-21T10:04:20+00:00","dateModified":"2026-07-30T10:46:02+00:00","mainEntityOfPage":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/"},"wordCount":1149,"publisher":{"@id":"https:\/\/10pearls.com\/uk\/#organization"},"image":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/#primaryimage"},"thumbnailUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Ai-Readiness-Thumbnail.webp","keywords":["AI\/ML","Data &amp; analytics"],"articleSection":["Blog"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/","url":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/","name":"AI Data Readiness Roadmap & Guidance | 10Pearls","isPartOf":{"@id":"https:\/\/10pearls.com\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/#primaryimage"},"image":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/#primaryimage"},"thumbnailUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Ai-Readiness-Thumbnail.webp","datePublished":"2025-07-21T10:04:20+00:00","dateModified":"2026-07-30T10:46:02+00:00","description":"Get an AI & data readiness roadmap with expert guidance to assess maturity, plan capabilities, and accelerate data\u2011driven transformation.","breadcrumb":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/#primaryimage","url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Ai-Readiness-Thumbnail.webp","contentUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Ai-Readiness-Thumbnail.webp","width":2048,"height":2048,"caption":"Professional team working together on AI data readiness roadmap, sitting around computer."},{"@type":"BreadcrumbList","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-data-readiness-roadmap-guidance\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/10pearls.com\/uk\/"},{"@type":"ListItem","position":2,"name":"5 Essential steps to prepare your data for successful AI implementation"}]},{"@type":"WebSite","@id":"https:\/\/10pearls.com\/uk\/#website","url":"https:\/\/10pearls.com\/uk\/","name":"10Pearls UK","description":"AI-Powered Software Development Company","publisher":{"@id":"https:\/\/10pearls.com\/uk\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/10pearls.com\/uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/10pearls.com\/uk\/#organization","name":"10Pearls","alternateName":"Software development company","url":"https:\/\/10pearls.com\/uk\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/10pearls.com\/uk\/#\/schema\/logo\/image\/","url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/10Pearls-Black.png","contentUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/10Pearls-Black.png","width":282,"height":107,"caption":"10Pearls"},"image":{"@id":"https:\/\/10pearls.com\/uk\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/10Pearls\/","https:\/\/x.com\/TenPearls","https:\/\/www.linkedin.com\/company\/10pearls\/"],"description":"10Pearls is a leading AI-powered software development company. We build intelligent digital products for healthcare, finance, retail, and more.","email":"info@10pearls.com","telephone":"+44 7957 620104","legalName":"10Pearls"},{"@type":"Person","@id":"https:\/\/10pearls.com\/uk\/#\/schema\/person\/ee1171c4bb9db1b6d1ccae9462c2194b","name":"hamza.asghar@10pearls.com","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/64bcca9cceea6b83537f8a4a9b4b806be1ae10c16615783499886d463cd6c1c0?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/64bcca9cceea6b83537f8a4a9b4b806be1ae10c16615783499886d463cd6c1c0?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/64bcca9cceea6b83537f8a4a9b4b806be1ae10c16615783499886d463cd6c1c0?s=96&d=mm&r=g","caption":"hamza.asghar@10pearls.com"}}]}},"_links":{"self":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/144357","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/users\/75"}],"replies":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/comments?post=144357"}],"version-history":[{"count":1,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/144357\/revisions"}],"predecessor-version":[{"id":215487,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/144357\/revisions\/215487"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/media\/144375"}],"wp:attachment":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/media?parent=144357"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/categories?post=144357"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/tags?post=144357"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}