{"id":146042,"date":"2025-07-28T13:01:49","date_gmt":"2025-07-28T13:01:49","guid":{"rendered":"https:\/\/clone4.10pearls.com\/?p=146042"},"modified":"2026-07-30T10:54:10","modified_gmt":"2026-07-30T10:54:10","slug":"ai-fraud-detection-real-time-threats","status":"publish","type":"post","link":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/","title":{"rendered":"How AI fraud detection strengthens financial security and prevents real-time fraud"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"146042\" class=\"elementor elementor-146042\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a9a3112 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"a9a3112\" 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-d890514\" data-id=\"d890514\" 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-5ccf89f sec-title elementor-widget elementor-widget-heading\" data-id=\"5ccf89f\" 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\">Staying Ahead of Real-Time Financial <br> Threats with AI Fraud Detection<\/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-db5746f elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"db5746f\" 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-3e2238c\" data-id=\"3e2238c\" 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-740909e elementor-position-left author-small elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"740909e\" 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\/2024\/07\/10p-circle-logo.svg\" class=\"attachment-full size-full wp-image-93039\" alt=\"\" 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<div class=\"elementor-element elementor-element-3fc9743 no-margin-inner e-flex e-con-boxed e-con e-parent\" data-id=\"3fc9743\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3769ccf e-con-full e-flex e-con e-child\" data-id=\"3769ccf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6180fc5 elementor-widget elementor-widget-text-editor\" data-id=\"6180fc5\" 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>When new transformative technologies emerge in highly regulated industries like finance, they present both opportunity and risk. In the finance sector, AI-driven financial fraud is a prominent example of the negative effects.<\/p><p>In this article, we will discuss key differences between AI-powered fraud detection and traditional fraud prevention strategies, why conventional fraud prevention falls short against AI-driven threats, and how AI can be leveraged to counteract these evolving and real-time threats.<\/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-ee9d19c e-con-full e-flex e-con e-child\" data-id=\"ee9d19c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da6a383 elementor-widget elementor-widget-image\" data-id=\"da6a383\" 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=\"604\" height=\"356\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Team-evaluatingOPT.jpg\" class=\"attachment-full size-full wp-image-146153\" alt=\"Team evaluating financial threats with AI fraud detection\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Team-evaluatingOPT.jpg 604w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Team-evaluatingOPT-300x177.jpg 300w\" sizes=\"auto, (max-width: 604px) 100vw, 604px\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3c961c8 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"3c961c8\" 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-d82ee7b\" data-id=\"d82ee7b\" 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-a3f0514 blog-menu-hd elementor-widget elementor-widget-text-editor\" data-id=\"a3f0514\" 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: 28px;\"><b>Blog contents<\/b><\/p>\n\n<ul id=\"homeAnchorMenu2\" class=\"blog-menu\" style=\"list-style-type: none;\">\n \t<li><a data-target=\"#01\">Conventional vs AI-powered fraud detection<\/a><\/li>\n \t<li><a data-target=\"#02\">How AI is changing the fight against financial fraud<\/a><\/li>\n \t<li><a data-target=\"#03\">Novel fraud identification<\/a><\/li>\n \t<li><a data-target=\"#04\">Proactive defense<\/a><\/li>\n \t<li><a data-target=\"#05\">Adaptability<\/a><\/li>\n \t<li><a data-target=\"#06\">Behavior analytics<\/a><\/li>\n \t<li><a data-target=\"#07\">Risk scoring and network analysis<\/a><\/li>\n \t<li><a data-target=\"#08\">Enhanced accuracy<\/a><\/li>\n \t<li><a data-target=\"#09\">Scalability<\/a><\/li>\n \t<li><a data-target=\"#10\">How 10Pearls helps fintechs with AI fraud prevention<\/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<div class=\"elementor-element elementor-element-3065a80 e-con-full gap-o e-flex e-con e-parent\" data-id=\"3065a80\" data-element_type=\"container\" data-e-type=\"container\" id=\"01\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f34fa9 location-heading elementor-widget elementor-widget-heading\" data-id=\"2f34fa9\" 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\">Conventional vs AI-powered fraud detection<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e759b28 elementor-widget elementor-widget-text-editor\" data-id=\"e759b28\" 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>All fraud attacks aim to exploit two things: human behavior and defense limitations. In today&#8217;s landscape, fraudsters are using a combination of dynamic AI-driven techniques to automate and enhance their methods for identifying and exploiting vulnerabilities.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c20ae3f elementor-widget elementor-widget-text-editor\" data-id=\"c20ae3f\" 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>Conventional fraud detection tools are defined by their static, rule-based architecture, which have proven to be very limiting against the dynamic nature of AI-augmented fraud attacks.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c51112c elementor-widget elementor-widget-text-editor\" data-id=\"c51112c\" 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>In contrast, AI-powered fraud detection systems leverage deep learning to be more adaptive, allowing them to protect against both known and novel threats in real-time.<\/p>\t\t\t\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-a6f5777 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a6f5777\" 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-2f44216\" data-id=\"2f44216\" 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-12df68c location-heading elementor-widget elementor-widget-heading\" data-id=\"12df68c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How AI is redefining financial fraud detection\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f856167 location-heading elementor-widget elementor-widget-heading\" data-id=\"f856167\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"03\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Novel fraud identification\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-213ad28 sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"213ad28\" 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>Novel fraud identification is a defensive system&#8217;s ability to recognize unique or first-time frauds, with no precedent or prior examples. This is something conventional rule-based systems struggle with because setting rules against unknown frauds (without undermining regular operations) is quite challenging.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d531a7f sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"d531a7f\" 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>Novel fraud identification is one of the areas where AI-augmented fraud detection outshines conventional systems. They employ different types of models and techniques to identify any abnormalities and deviations from the norm. These deviations can be tracked until they can be confidently classified as fraud or dismissed as benign. This may include abnormalities in the financial behavior of customers, invoices, transaction requests, etc. This capability also allows AI-based systems to react to frauds and other threats in real time.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3bd497 location-heading elementor-widget elementor-widget-heading\" data-id=\"c3bd497\" 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\">Two types of models commonly deployed for novel fraud identification are:\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-73ba5a3 elementor-section-full_width key-steps elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"73ba5a3\" 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-95232f8\" data-id=\"95232f8\" 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-e4c00c0 costing-box elementor-widget elementor-widget-text-editor\" data-id=\"e4c00c0\" 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=\"eae-table-wrap\"><h4><b style=\"font-size: 24px;\">Unsupervised machine learning (UML) models<\/b><\/h4><p>UML models, like Isolation Forest and Autoencoders look for anomalies in real-time financial data. Not all anomalies are triggered by frauds, and further checks may be required to label them as such, but this creates a layer of protection against unknown frauds.<\/p><p>Each UML model has its own accuracy and precision for different types of frauds, and choosing the right model influences true-positive hits and the number of flagged instances that are highlighted for further research.<\/p><\/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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9b11d0e elementor-section-full_width key-steps elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"9b11d0e\" 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-f7a9fbb\" data-id=\"f7a9fbb\" 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-04d022d costing-box elementor-widget elementor-widget-text-editor\" data-id=\"04d022d\" 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=\"eae-table-wrap\"><h4><b style=\"font-size: 24px;\">Graph neural networks (GNNs)<\/b><\/h4><p>GNNs analyze a broad range of financial data, such as transaction methods, amounts, locations, etc., to identify the relationships between them. This helps identify common roots for fraudulent activities (locations, phone numbers, bank accounts), and it\u2019s better against large-scale frauds than more targeted attacks. They can also serve as a second layer of defense over UMLs that are better suited to identify individual anomalies and complement them by determining relationships and common factors among anomalies. \u00a0<\/p><\/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-739633b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"739633b\" 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-e3e063d\" data-id=\"e3e063d\" 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-8ec7e04 location-heading elementor-widget elementor-widget-heading\" data-id=\"8ec7e04\" 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\">Proactive defense<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc8dd68 .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"fc8dd68\" 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>Proactive defense aims to block a fraud attempt, before it evolves into an attack. AI-based tools can proactively flag and stop fraudulent transactions, unauthorized logins, new account frauds, and more, if they detect unusual activity. Both trained and untrained AI models can recognize deviations from normal user behavior. Trained models leverage historical data and look for deviations from known patterns in real-time. While untrained models cluster data points in real-time, isolate outliers, and trigger appropriate defensive actions. AI systems also learn from new fraud activities and their unique characteristics, improving the response time for subsequent attacks with similar patterns.<\/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-e7e7502 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e7e7502\" data-element_type=\"section\" data-e-type=\"section\" id=\"05\">\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-a896355\" data-id=\"a896355\" 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-22710ed location-heading elementor-widget elementor-widget-heading\" data-id=\"22710ed\" 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\">Adaptability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bf427fa elementor-section-full_width elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"bf427fa\" 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-inner-column elementor-element elementor-element-7b0b230\" data-id=\"7b0b230\" 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-c8133be .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"c8133be\" 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>Machine learning-augmented fraud detection systems are highly adaptable. It allows them to react to changing parameters and attack patterns in real-time. This is helpful when fraud is constantly evolving, and manual updates cannot keep pace.<\/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-inner-column elementor-element elementor-element-a5b0e35\" data-id=\"a5b0e35\" 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-63de672 costing-box anchortag-blog elementor-widget elementor-widget-text-editor\" data-id=\"63de672\" 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=\"eae-table-wrap\"><p>One great example is Visa\u2019s ARIC Risk Hub, which leverages AI and ML to continuously learn from new data and improve its efficacy. This tech has been proven to <a href=\"https:\/\/www.featurespace.com\/aric-risk-hub\" target=\"_blank\" rel=\"noopener nofollow\">reduce false positive alerts by 75%.<\/a><\/p><\/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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9227683 elementor-section-full_width elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"9227683\" 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-9c7fef0\" data-id=\"9c7fef0\" 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-517022b .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"517022b\" 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>Adaptability isn\u2019t limited to threat analysis. ML models also learn from manual interventions, changes in training data, and the success and failure of autonomous decisions triggered after fraud detection. This multi-dimensional, continuous learning allows them to adapt and react even to highly sophisticated and coordinated attacks.<\/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-d611310 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d611310\" data-element_type=\"section\" data-e-type=\"section\" id=\"06\">\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-89c19ee\" data-id=\"89c19ee\" 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-757d0c5 location-heading elementor-widget elementor-widget-heading\" data-id=\"757d0c5\" 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\">Behavior-based fraud triggers\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67cf142 .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"67cf142\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI and ML models ingest a wide range of individualized data to generate an understanding of a user\u2019s behavior.<\/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-e2d2618 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"e2d2618\" data-element_type=\"section\" data-e-type=\"section\">\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-491f2f4\" data-id=\"491f2f4\" 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-b94f142 datatype-table single-row-table elementor-widget elementor-widget-text-editor\" data-id=\"b94f142\" 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=\"eae-table-wrap\"><p><b>Data types that most models ingest include:\u00a0<\/b><\/p><table class=\"company-table\" style=\"border-collapse: collapse; width: 100%;\"><thead><tr><td>Geographic<\/td><td>Account <br \/>type<\/td><td>Demographic<\/td><td>Transaction<br \/>history<\/td><td>Device <br \/>information<\/td><td>Authentication data<br \/>&amp; login attempts<\/td><\/tr><\/thead><\/table><\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-91179eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"91179eb\" 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-bd53d10\" data-id=\"bd53d10\" 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-79861f7 .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"79861f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>These datapoints are used to establish baseline behavior, which makes it easy to identify unusual activities through comparison. AI models create tolerance limits based on this baseline. When users deviate from this behavior, alert systems are typically triggered. To avoid generating false positives, they account for event and time-specific triggers, like larger transactions before holidays or several back-to-back transactions during a <br \/>market crash.<\/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-b88e28c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b88e28c\" data-element_type=\"section\" data-e-type=\"section\" id=\"07\">\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-2c4899c\" data-id=\"2c4899c\" 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-1953591 location-heading elementor-widget elementor-widget-heading\" data-id=\"1953591\" 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\">Risk scoring and network analysis\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1dd5d45 .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"1dd5d45\" 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>Risk scoring is one way an AI fraud detection system differentiates between legitimate and fraudulent transactions and interactions. This covers everything from login attempts, password changes, balance checks, and funds transfers. For most systems, risk scores fall within three categories \u2013 low, medium, and high \u2013 influencing the preventive measure triggered by an action or transaction.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52d6f7e .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"52d6f7e\" 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>Accurate risk scoring benefits the business in two ways \u2013 minimal disruption for legitimate users and fewer potential fraud cases surfaced for further evaluation. The risk is calculated using factors like transaction amount, location, and history. Network analysis informs risk scoring and adds another dimension to fraud detection by evaluating connections like IP addresses and regions.<\/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-6430d1c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6430d1c\" data-element_type=\"section\" data-e-type=\"section\" id=\"08\">\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-af9fd86\" data-id=\"af9fd86\" 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-dd10de2 location-heading elementor-widget elementor-widget-heading\" data-id=\"dd10de2\" 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\">Enhanced accuracy\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5573fc4 .sub_heading_p link-only-underline elementor-widget elementor-widget-text-editor\" data-id=\"5573fc4\" 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>According to a study, AI-based systems identified suspicious patterns with 97% accuracy and reduced false positives by <a href=\"https:\/\/www.researchgate.net\/publication\/389400742_AI-Driven_Risk_Management_and_Fraud_Detection_in_Financial_Services_A_Technical_Deep_Dive\" target=\"_blank\" rel=\"noopener nofollow\">84%<\/a>. This significantly reduces the instances where human intervention is needed, making the process less resource intensive.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27cef95 .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"27cef95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI-based systems also minimize operational friction and customer frustration, as fewer legitimate transactions get flagged and stopped. More importantly, ML models learn and improve over time, so the number of false positives decreases as a function of time, assuming no other enhancements are made to the model.<\/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-bdf0367 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"bdf0367\" 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-f93b856\" data-id=\"f93b856\" 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-a84033d elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"a84033d\" 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=\"1209\" height=\"389\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy.webp\" class=\"attachment-full size-full wp-image-209770\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy.webp 1209w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy-300x97.webp 300w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy-1024x329.webp 1024w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy-768x247.webp 768w\" sizes=\"auto, (max-width: 1209px) 100vw, 1209px\" 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-8c4a3e3 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"8c4a3e3\" 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=\"370\" height=\"630\" src=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy-mobile.webp\" class=\"attachment-full size-full wp-image-209771\" alt=\"\" srcset=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy-mobile.webp 370w, https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/enhanced-accuracy-mobile-176x300.webp 176w\" sizes=\"auto, (max-width: 370px) 100vw, 370px\" 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-b1664ed elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b1664ed\" data-element_type=\"section\" data-e-type=\"section\" id=\"09\">\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-f66189e\" data-id=\"f66189e\" 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-54b20c2 location-heading elementor-widget elementor-widget-heading\" data-id=\"54b20c2\" 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\">Scalability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5c0360 .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"a5c0360\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI fraud detection systems are significantly more scalable compared to traditional rule-based systems since in most cases, they only require more hardware capacity to scale and improve.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1af202 .sub_heading_p elementor-widget elementor-widget-text-editor\" data-id=\"e1af202\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The need for human resources and manual intervention is minimal because as they scale and process more data, they become more accurate, precise, and generate fewer false positives. In contrast, rule-based fraud detection requires more human resources as they scale, both to handle the higher number of manual intervention requests and manage the growing rule database.<\/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-f872d77 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"f872d77\" data-element_type=\"section\" data-e-type=\"section\" id=\"10\" 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-2296c44\" data-id=\"2296c44\" 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-244efbf elementor-section-full_width elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"244efbf\" 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-b740b76\" data-id=\"b740b76\" 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-ed1c90f location-heading elementor-widget elementor-widget-heading\" data-id=\"ed1c90f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How 10Pearls helps fintech with AI fraud detection\u00a0<\/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-67b3e47\" data-id=\"67b3e47\" 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-8485c41 item-box link-only-underline elementor-widget elementor-widget-text-editor\" data-id=\"8485c41\" 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=\"abc\">AI fraud detection is the best and most effective response to the new generation of AI-augmented threats. It\u2019s as dynamic as the attack method, while being adaptable to changing parameters and capable of responding in real-time. But to be effective against the specific threats your business faces, the AI fraud prevention solution must address your vulnerabilities and blend in with your digital infrastructure.<\/p><p>As an <a href=\"\/artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">AI-powered development company<\/a> with extensive experience with <a href=\"\/fintech-app-development-companies\/\" target=\"_blank\" rel=\"noopener\">fintechs<\/a>, we ensure that we have a comprehensive understanding of your digital infrastructure and business goals, allowing us to integrate AI fraud detection solutions smoothly with your core systems, databases and platforms. From creating an actionable roadmap for your AI solution to deploying an impactful, future-ready solution, 10Pearls can help you every step of the way.<\/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-58f63ef elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"58f63ef\" 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-06f7407\" data-id=\"06f7407\" 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-4ec96a2 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"4ec96a2\" 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-bdb573e\" data-id=\"bdb573e\" 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-96809ec elementor-widget elementor-widget-image\" data-id=\"96809ec\" 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-ef458f8\" data-id=\"ef458f8\" 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-c40b337 elementor-widget elementor-widget-image\" data-id=\"c40b337\" 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-f07f3fb elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"f07f3fb\" 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-ced50bf elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"ced50bf\" 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-55f608d elementor-widget elementor-widget-wpforms\" data-id=\"55f608d\" 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<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\/146042\" data-token=\"4b6cf8200b40c0ebf94b8ea3d80e6301\" data-token-time=\"1785782991\"><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\/146042\"><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-baaf676 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"baaf676\" 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-68045fb\" data-id=\"68045fb\" 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-4ab0aee elementor-widget elementor-widget-heading\" data-id=\"4ab0aee\" 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-b88d316 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"b88d316\" 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-d3ae0cd\" data-id=\"d3ae0cd\" 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-4ea410e elementor-widget elementor-widget-shortcode\" data-id=\"4ea410e\" 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-58e9ec3 elementor-align-center indigo-btn indigo-btn--deep elementor-widget elementor-widget-button\" data-id=\"58e9ec3\" 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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-67a8fda elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67a8fda\" 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-33a61bc\" data-id=\"33a61bc\" 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-e516876 elementor-widget elementor-widget-html\" data-id=\"e516876\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<script>\n\n    jQuery('.company-table a.title-link').click(function() {\n        var target = $(this).data('target');\n        $('html, body').animate({\n            scrollTop: $(target).offset().top - 80\n        }, 1000); \n    });\n\n\njQuery(window).on('load', function() {\n    jQuery('#homeAnchorMenu2 li a').click(function(event) {\n        event.preventDefault();  \n        var target = jQuery(this).data('target');\n        window.scrollTo({\n            top: jQuery(target).offset().top - 80,\n            behavior: 'smooth'\n        });\n    });\n    \n});\n\n\n\/\/ jQuery('#homeAnchorMenu2 li a').click(function(event) {\n\/\/     event.preventDefault();  \n\/\/     var target = jQuery(this).data('target');\n\n\/\/     \/\/ First, reset the scroll position\n\/\/     jQuery('html, body').stop(true, true).animate({ scrollTop: 0 }, 1); \/\/ Quick reset to top\n\n\/\/     \/\/ Then, animate to the target div\n\/\/     if (jQuery(target).length) {  \/\/ Check if target element exists\n\/\/         jQuery('html, body').animate({\n\/\/             scrollTop: jQuery(target).offset().top - 80\n\/\/         }, 1000);  \/\/ 1000ms for smooth scrolling animation\n\/\/     }\n\/\/ });\n\n\n\ndocument.addEventListener('DOMContentLoaded', function() {\n    var combinedSelector = `\n        .pcp-item-87096 .sp-pcp-post-content .sp-pcp-readmore .pcp-readmore-link,\n        .pcp-item-87273 .sp-pcp-post-content .sp-pcp-readmore .pcp-readmore-link,\n        .pcp-item-87318 .sp-pcp-post-content .sp-pcp-readmore .pcp-readmore-link\n    `; \n    var rel_elements = document.querySelectorAll(combinedSelector);  \n    rel_elements.forEach(function(element) {\n        element.innerText = 'Watch video';\n    });\n});\n<\/script>\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>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.<\/p>\n","protected":false},"author":41,"featured_media":146182,"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":[4555],"class_list":["post-146042","post","type-post","status-publish","format-standard","has-post-thumbnail","category-blog","tag-fintech"],"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>Staying Ahead of Financial Threats with AI Fraud Detection | 10Pearls<\/title>\n<meta name=\"description\" content=\"Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.\" \/>\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=\"Staying Ahead of Financial Threats with AI Fraud Detection | 10Pearls\" \/>\n<meta property=\"og:description\" content=\"Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/\" \/>\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=\"2025-07-28T13:01:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-30T10:54:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/SEO-Opt-Thumbnail.jpg\" \/>\n<meta name=\"author\" content=\"Ibrar Ahmed\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Staying Ahead of Financial Threats with AI Fraud Detection | 10Pearls\" \/>\n<meta name=\"twitter:description\" content=\"Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/SEO-Opt-Thumbnail.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=\"Ibrar Ahmed\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Staying Ahead of Financial Threats with AI Fraud Detection | 10Pearls","description":"Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.","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":"Staying Ahead of Financial Threats with AI Fraud Detection | 10Pearls","og_description":"Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.","og_url":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/","og_site_name":"10Pearls UK","article_publisher":"https:\/\/www.facebook.com\/10Pearls\/","article_published_time":"2025-07-28T13:01:49+00:00","article_modified_time":"2026-07-30T10:54:10+00:00","og_image":[{"url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/SEO-Opt-Thumbnail.jpg","type":"","width":"","height":""}],"author":"Ibrar Ahmed","twitter_card":"summary_large_image","twitter_title":"Staying Ahead of Financial Threats with AI Fraud Detection | 10Pearls","twitter_description":"Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.","twitter_image":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/SEO-Opt-Thumbnail.jpg","twitter_creator":"@TenPearls","twitter_site":"@TenPearls","twitter_misc":{"Written by":"Ibrar Ahmed","Estimated reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/#article","isPartOf":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/"},"author":{"name":"Ibrar Ahmed","@id":"https:\/\/10pearls.com\/uk\/#\/schema\/person\/f306622d1f930cd4f968176a3443cee2"},"headline":"How AI fraud detection strengthens financial security and prevents real-time fraud","datePublished":"2025-07-28T13:01:49+00:00","dateModified":"2026-07-30T10:54:10+00:00","mainEntityOfPage":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/"},"wordCount":1356,"publisher":{"@id":"https:\/\/10pearls.com\/uk\/#organization"},"image":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/#primaryimage"},"thumbnailUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Thumbnail-AI-Blog-Featured.jpg","keywords":["Fintech"],"articleSection":["Blog"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/","url":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/","name":"Staying Ahead of Financial Threats with AI Fraud Detection | 10Pearls","isPartOf":{"@id":"https:\/\/10pearls.com\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/#primaryimage"},"image":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/#primaryimage"},"thumbnailUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Thumbnail-AI-Blog-Featured.jpg","datePublished":"2025-07-28T13:01:49+00:00","dateModified":"2026-07-30T10:54:10+00:00","description":"Discover how AI fraud detection outperforms traditional methods by identifying novel threats, boosting accuracy, and scaling with ease.","breadcrumb":{"@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/#primaryimage","url":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Thumbnail-AI-Blog-Featured.jpg","contentUrl":"https:\/\/10pearls.com\/uk\/wp-content\/uploads\/2025\/07\/Thumbnail-AI-Blog-Featured.jpg","width":1500,"height":1500},{"@type":"BreadcrumbList","@id":"https:\/\/10pearls.com\/uk\/blog\/ai-fraud-detection-real-time-threats\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/10pearls.com\/uk\/"},{"@type":"ListItem","position":2,"name":"How AI fraud detection strengthens financial security and prevents real-time fraud"}]},{"@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\/f306622d1f930cd4f968176a3443cee2","name":"Ibrar Ahmed","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/9965d1582b4999ecf257ce7a7364531f435dd7c2b0f2488695f3a81eb4c33a1e?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/9965d1582b4999ecf257ce7a7364531f435dd7c2b0f2488695f3a81eb4c33a1e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/9965d1582b4999ecf257ce7a7364531f435dd7c2b0f2488695f3a81eb4c33a1e?s=96&d=mm&r=g","caption":"Ibrar Ahmed"}}]}},"_links":{"self":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/146042","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\/41"}],"replies":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/comments?post=146042"}],"version-history":[{"count":1,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/146042\/revisions"}],"predecessor-version":[{"id":215492,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/posts\/146042\/revisions\/215492"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/media\/146182"}],"wp:attachment":[{"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/media?parent=146042"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/categories?post=146042"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/10pearls.com\/uk\/wp-json\/wp\/v2\/tags?post=146042"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}