Adaptive analytics <\/strong>which is a form of predictive analytics that captures and analyzes real-time data rather than historical data.<\/li>\n<\/ul>\nA machine learning model needs to be constantly improved and updated to be effective in credit card fraud detection. Otherwise, fraudsters will come up with new tricks to penetrate the system. Rules-based fraud systems and basic supervised machine learning are no longer enough to keep pace with the evolving sophistication of fraud and cybercrime. The need for intelligent fraud detection using next-generation artificial intelligence has become necessary now.<\/p>\n
Companies like Tookitaki, Feedzai, Actimize, BAE Systems NetReveal\u00ae, NoFraud, SignifyD, Iovation, Simility, and the list continues, have financial crime prevention AI\/ML solutions to iron out and control sophisticated cyber-attacks.<\/p>\n
Companies that are already using an analytical approach for fraud prevention have reported several important benefits, but there are some organizations that have held themselves back because of the seeming complexity. However, there are solutions emerging that offer stepwise integration, with intermediary steps designed to bridge the gap between traditional systems and next generation technology so that financial institutions don\u2019t have to jump straight into the most complex forms of AI and ML.<\/p>\n
Cigniti Technologies\u00a0is set to acquire Aparaa Digital, a leading AI\/ML, data engineering, and analytics services company that operates under the brand name RoundSqr. Cigniti, along with Aparaa, brings consulting-driven expertise, digital engineering, transformation, and assurance covering AI and ML capabilities.<\/p>\n
Critical AI operational challenges and ML model validation challenges are solved using Zastra, an active learning-AI based data annotation and MLOps platform.<\/p>\n
Need help? Talk to our AI ML experts to learn more about ML landscape and strategy support, model building, data analysis, annotations, and assurance, and how Cigniti can help in the AI ML digital transformation journey.<\/p>\n","protected":false},"excerpt":{"rendered":"
Scammers exist in all forms of commerce. With the advancement of e-commerce, fraud has taken on new forms and become more powerful than ever before. Fraudsters take full advantage of any loophole in any system. Preventing, detecting, and eliminating fraud is one of the major focus areas of the e-commerce and banking industries at present. […]<\/p>\n","protected":false},"author":20,"featured_media":17115,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[2173],"tags":[],"ppma_author":[3966],"yoast_head":"\n
Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing<\/title>\n<meta name=\"description\" content=\"Fighting against payment fraud by using AI\/ML models is more efficient compared to manual and automated rule-based fraud detection.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing\" \/>\n<meta property=\"og:description\" content=\"Preventing, detecting, and eliminating fraud is one of the major focus areas of the e-commerce and banking industries at present. Banks and other financial institutions are investing in new ways to meet the challenge of preventing fraud. Firms are now embracing Artificial Intelligence (AI) and Machine Learning (ML) technology to detect, investigate, and reduce money laundering and transaction fraud effectively and efficiently. AI-based fraud prevention is very effective at reducing chargebacks, fake accounts, spam, account takeovers and so on., says @Payel Ghosh, Associate Principal Consultant, @Cigniti Technologies. Read Cigniti\u2019s blog to learn more about the role of AI\/ML in payment fraud detection.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog by Cigniti Technologies\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/cignititechnologies\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/cignititechnologies\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-23T15:12:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-05-23T15:14:27+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Shield-Yourself-Against-Payment-Frauds-Using-AIML-Models.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"833\" \/>\n\t<meta property=\"og:image:height\" content=\"449\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Cigniti Technologies\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing\" \/>\n<meta name=\"twitter:description\" content=\"The AI solution finds whether a device the customer has utilized has abnormal online activity and uses it in real time to determine fraud patterns and recommend whether a transaction needs to be denied, approved, or reviewed.\" \/>\n<meta name=\"twitter:creator\" content=\"@cigniti\" \/>\n<meta name=\"twitter:site\" content=\"@cigniti\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Cigniti Technologies\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/\"},\"author\":{\"name\":\"Cigniti Technologies\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/#\/schema\/person\/8a9ab74bbbf4d90c6424de524bf6cfbd\"},\"headline\":\"Shield Yourself Against Payment Frauds Using AI\/ML Models\",\"datePublished\":\"2022-05-23T15:12:11+00:00\",\"dateModified\":\"2022-05-23T15:14:27+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/\"},\"wordCount\":1236,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.cigniti.com\/blog\/#organization\"},\"articleSection\":[\"Artificial Intelligence\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/\",\"url\":\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/\",\"name\":\"Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing\",\"isPartOf\":{\"@id\":\"https:\/\/www.cigniti.com\/blog\/#website\"},\"datePublished\":\"2022-05-23T15:12:11+00:00\",\"dateModified\":\"2022-05-23T15:14:27+00:00\",\"description\":\"Fighting against payment fraud by using AI\/ML models is more efficient compared to manual and automated rule-based fraud detection.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.cigniti.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Shield Yourself Against Payment Frauds Using AI\/ML Models\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/#website\",\"url\":\"https:\/\/www.cigniti.com\/blog\/\",\"name\":\"Blog by Cigniti Technologies\",\"description\":\"Digital Assurance & Digital Engineering Insights | Cigniti\",\"publisher\":{\"@id\":\"https:\/\/www.cigniti.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.cigniti.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/#organization\",\"name\":\"Cigniti Technologies\",\"url\":\"https:\/\/www.cigniti.com\/blog\/\",\"sameAs\":[\"https:\/\/instagram.com\/cigniti\/\",\"https:\/\/www.linkedin.com\/company\/cigniti-inc\",\"https:\/\/www.pinterest.com\/cigniti\/\",\"https:\/\/www.youtube.com\/user\/Cignititechnologies\",\"https:\/\/www.facebook.com\/cignititechnologies\",\"https:\/\/twitter.com\/cigniti\"],\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Cigniti-logo.jpg\",\"contentUrl\":\"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Cigniti-logo.jpg\",\"width\":500,\"height\":500,\"caption\":\"Cigniti Technologies\"},\"image\":{\"@id\":\"https:\/\/www.cigniti.com\/blog\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/#\/schema\/person\/8a9ab74bbbf4d90c6424de524bf6cfbd\",\"name\":\"Payel Ghosh\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.cigniti.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Payel-Ghosh.jpg\",\"contentUrl\":\"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Payel-Ghosh.jpg\",\"caption\":\"Payel Ghosh\"},\"description\":\"Cigniti is a Global Leader in Independent Quality Engineering & Software Testing Services with offices in US, UK, India, Australia, and Canada.\",\"sameAs\":[\"https:\/\/www.cigniti.com\/\",\"https:\/\/www.facebook.com\/cignititechnologies\",\"https:\/\/www.instagram.com\/cigniti\/\",\"https:\/\/www.linkedin.com\/company\/cigniti-inc\/\",\"https:\/\/twitter.com\/cigniti\",\"https:\/\/www.youtube.com\/user\/Cignititechnologies\"],\"url\":\"https:\/\/www.cigniti.com\/blog\/author\/payel-ghosh\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing","description":"Fighting against payment fraud by using AI\/ML models is more efficient compared to manual and automated rule-based fraud detection.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/","og_locale":"en_US","og_type":"article","og_title":"Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing","og_description":"Preventing, detecting, and eliminating fraud is one of the major focus areas of the e-commerce and banking industries at present. Banks and other financial institutions are investing in new ways to meet the challenge of preventing fraud. Firms are now embracing Artificial Intelligence (AI) and Machine Learning (ML) technology to detect, investigate, and reduce money laundering and transaction fraud effectively and efficiently. AI-based fraud prevention is very effective at reducing chargebacks, fake accounts, spam, account takeovers and so on., says @Payel Ghosh, Associate Principal Consultant, @Cigniti Technologies. Read Cigniti\u2019s blog to learn more about the role of AI\/ML in payment fraud detection.","og_url":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/","og_site_name":"Blog by Cigniti Technologies","article_publisher":"https:\/\/www.facebook.com\/cignititechnologies","article_author":"https:\/\/www.facebook.com\/cignititechnologies","article_published_time":"2022-05-23T15:12:11+00:00","article_modified_time":"2022-05-23T15:14:27+00:00","og_image":[{"width":833,"height":449,"url":"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Shield-Yourself-Against-Payment-Frauds-Using-AIML-Models.jpg","type":"image\/jpeg"}],"author":"Cigniti Technologies","twitter_card":"summary_large_image","twitter_title":"Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing","twitter_description":"The AI solution finds whether a device the customer has utilized has abnormal online activity and uses it in real time to determine fraud patterns and recommend whether a transaction needs to be denied, approved, or reviewed.","twitter_creator":"@cigniti","twitter_site":"@cigniti","twitter_misc":{"Written by":"Cigniti Technologies","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#article","isPartOf":{"@id":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/"},"author":{"name":"Cigniti Technologies","@id":"https:\/\/www.cigniti.com\/blog\/#\/schema\/person\/8a9ab74bbbf4d90c6424de524bf6cfbd"},"headline":"Shield Yourself Against Payment Frauds Using AI\/ML Models","datePublished":"2022-05-23T15:12:11+00:00","dateModified":"2022-05-23T15:14:27+00:00","mainEntityOfPage":{"@id":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/"},"wordCount":1236,"commentCount":0,"publisher":{"@id":"https:\/\/www.cigniti.com\/blog\/#organization"},"articleSection":["Artificial Intelligence"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/","url":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/","name":"Shield Yourself Against Payment Frauds Using AI\/ML Models | Artificial Intelligence | Machine Learning | BFSI Testing","isPartOf":{"@id":"https:\/\/www.cigniti.com\/blog\/#website"},"datePublished":"2022-05-23T15:12:11+00:00","dateModified":"2022-05-23T15:14:27+00:00","description":"Fighting against payment fraud by using AI\/ML models is more efficient compared to manual and automated rule-based fraud detection.","breadcrumb":{"@id":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.cigniti.com\/blog\/payment-frauds-detection-ai-ml\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.cigniti.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Shield Yourself Against Payment Frauds Using AI\/ML Models"}]},{"@type":"WebSite","@id":"https:\/\/www.cigniti.com\/blog\/#website","url":"https:\/\/www.cigniti.com\/blog\/","name":"Blog by Cigniti Technologies","description":"Digital Assurance & Digital Engineering Insights | Cigniti","publisher":{"@id":"https:\/\/www.cigniti.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.cigniti.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.cigniti.com\/blog\/#organization","name":"Cigniti Technologies","url":"https:\/\/www.cigniti.com\/blog\/","sameAs":["https:\/\/instagram.com\/cigniti\/","https:\/\/www.linkedin.com\/company\/cigniti-inc","https:\/\/www.pinterest.com\/cigniti\/","https:\/\/www.youtube.com\/user\/Cignititechnologies","https:\/\/www.facebook.com\/cignititechnologies","https:\/\/twitter.com\/cigniti"],"logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.cigniti.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Cigniti-logo.jpg","contentUrl":"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Cigniti-logo.jpg","width":500,"height":500,"caption":"Cigniti Technologies"},"image":{"@id":"https:\/\/www.cigniti.com\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.cigniti.com\/blog\/#\/schema\/person\/8a9ab74bbbf4d90c6424de524bf6cfbd","name":"Payel Ghosh","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.cigniti.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Payel-Ghosh.jpg","contentUrl":"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Payel-Ghosh.jpg","caption":"Payel Ghosh"},"description":"Cigniti is a Global Leader in Independent Quality Engineering & Software Testing Services with offices in US, UK, India, Australia, and Canada.","sameAs":["https:\/\/www.cigniti.com\/","https:\/\/www.facebook.com\/cignititechnologies","https:\/\/www.instagram.com\/cigniti\/","https:\/\/www.linkedin.com\/company\/cigniti-inc\/","https:\/\/twitter.com\/cigniti","https:\/\/www.youtube.com\/user\/Cignititechnologies"],"url":"https:\/\/www.cigniti.com\/blog\/author\/payel-ghosh\/"}]}},"authors":[{"term_id":3966,"user_id":0,"is_guest":1,"slug":"payel-ghosh","display_name":"Payel Ghosh","avatar_url":{"url":"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Payel-Ghosh.jpg","url2x":"https:\/\/www.cigniti.com\/blog\/wp-content\/uploads\/Payel-Ghosh.jpg"},"first_name":"Payel","last_name":"Ghosh","user_url":"","description":"Payel Ghosh has 18 years of experience in diverse technology projects in the banking and payments domain. She has rich experience and knowledge in the payments value chain and in-depth subject matter expertise in payment processing. Payel is a consultant with Cigniti's BFSI Practice and Centers of Excellence that focuses on building deep domain competence and developing solutions for the challenges faced by the industry."}],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/posts\/17114"}],"collection":[{"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/comments?post=17114"}],"version-history":[{"count":0,"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/posts\/17114\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/media\/17115"}],"wp:attachment":[{"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/media?parent=17114"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/categories?post=17114"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/tags?post=17114"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.cigniti.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=17114"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}