{"id":934,"date":"2023-12-29T13:25:00","date_gmt":"2023-12-29T13:25:00","guid":{"rendered":"http:\/\/startit.qodeinteractive.com\/?p=934"},"modified":"2025-06-09T18:41:17","modified_gmt":"2025-06-09T18:41:17","slug":"reduced-duplicate-invoices-in-accounts-payable-with-machine-learning","status":"publish","type":"post","link":"https:\/\/processminery.com\/index.php\/reduced-duplicate-invoices-in-accounts-payable-with-machine-learning\/","title":{"rendered":"Reduced Duplicate Invoices in Accounts Payable with Machine Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"934\" class=\"elementor elementor-934\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-634467a4 elementor-section-boxed elementor-section-height-default elementor-section-height-default parallax_section_no qodef_elementor_container_no\" data-id=\"634467a4\" data-element_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-6328561c\" data-id=\"6328561c\" data-element_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-361fd053 elementor-widget elementor-widget-text-editor\" data-id=\"361fd053\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In recent times, Machine Learning has become a buzzword and more and more businesses are harnessing their profits and productivity by applying Machine Learning ideas. Its applications are very diverse and one such application of Machine Learning is the detection of Duplicate Invoices in\u00a0<a href=\"https:\/\/www.oracle.com\/applications\/ebusiness\/products\/payables\/\" target=\"_blank\" rel=\"noreferrer noopener\">Oracle Accounts Payable<\/a>\u00a0to prevent duplicate payment of invoices.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19c17a6 elementor-widget elementor-widget-qodef_blockquote\" data-id=\"19c17a6\" data-element_type=\"widget\" data-widget_type=\"qodef_blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<blockquote class=\"qodef-blockquote-shortcode\"  >\n\t<h4 class=\"qodef-blockquote-text\">\n\t<span>Why Duplicate Payment of Invoices is a Problem that needs to be addressed?<\/span>\n\t<\/h4>\n<\/blockquote>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-086a7ca elementor-widget elementor-widget-text-editor\" data-id=\"086a7ca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Duplicate invoices are not only a headache for the Accounts Payable team, but they can cause a significant financial loss per month too. There can be multiple reasons behind duplicate invoices but the most probable one is that businesses receive invoices through multiple channels i.e. email, online portals, or XML files, etc. Vendors send the same invoice through multiple channels to make sure it has been delivered to the company.\u00a0The duplicate payment of invoices is not a new problem. It has existed for years now. Research\u00a0by\u00a0<a href=\"http:\/\/raw.rutgers.edu\/docs\/seminars\/Fall2010\/Summer_Research_Hussein.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Rutgers University\u00a0<\/a>revealed that in 1998, Department of Health and Human Services estimated that Medicare paid\u00a0<strong>$89 million<\/strong>\u00a0in duplicate invoice payment cases.<\/p><p>Imagine for large companies the chances of the duplication cases increase manifold and hence the lost amount. It not only leads to increased cost of invoice processing but in unfortunate cases leads to duplicate payments too. Other than that, the existing manual invoice review processes to detect duplicate invoices couldn\u2019t effectively review all Accounts Payable invoices.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-73fbccf e-flex e-con-boxed e-con e-parent\" data-id=\"73fbccf\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b67603 elementor-widget elementor-widget-qodef_blockquote\" data-id=\"0b67603\" data-element_type=\"widget\" data-widget_type=\"qodef_blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<blockquote class=\"qodef-blockquote-shortcode\"  >\n\t<h4 class=\"qodef-blockquote-text\">\n\t<span>Machine Learning \u201cPanacea\u201d for all your Duplicate Invoices Problems?<\/span>\n\t<\/h4>\n<\/blockquote>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e6edeb1 e-flex e-con-boxed e-con e-parent\" data-id=\"e6edeb1\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-228c5ee elementor-widget elementor-widget-text-editor\" data-id=\"228c5ee\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Sending on-time and correct payments is a big issue for businesses especially in the time when corporate fraud is increasing with each passing day. The application of Machine Learning technology can not only help businesses to detect duplicate invoices but also help to streamline the accounts payable through Process Automation. Let\u2019s dwell on the use cases of Machine Learning in the Accounts Payable sector:\u00a0<\/p><p>\u00a0<\/p><ul><li><strong>Detection of Duplicate Invoices:\u00a0<\/strong><br \/>One of the biggest applications of Machine Learning in Accounts Payable is the detection of duplicate invoices. Powered by Machine Learning the duplicate invoices are automatically detected based on multiple invoice attributes like the invoice number, date, amount, bank account and company. After reading invoices data from\u00a0<a href=\"https:\/\/www.oracle.com\/applications\/ebusiness\/products\/payables\/\" target=\"_blank\" rel=\"noreferrer noopener\">Oracle<\/a>, a model can select all the potential duplicate invoices thereby eliminating the accidental OCR or human errors and saving unnecessary processing costs and avoid duplicate payments.<br \/><br \/><\/li><li><strong>Categorization of Accounts Payable invoices:\u00a0<\/strong><br \/>Machine Learning models are intelligent and have the capability of self-learning too. They are constantly training themselves by finding patterns in the data set. Due to this pattern identification, a Machine Learning model can categorize invoices in various categories i.e. the invoices that have a high chance of being\u00a0<a href=\"https:\/\/www.processminery.com\/predict-ap-invoice-payment-with-machine-learning\/\">paid late<\/a>, on time or too early. <br \/><br \/><\/li><li><strong>Matching Invoices with Purchase Orders:\u00a0<\/strong><br \/>One of the benefits of using Machine Learning in Invoice Processing is that it can match the invoice data with the purchase orders to ensure that the invoice is matched with the correct purchase order. <br \/><br \/><\/li><li><strong>Eliminating the Accounts Payable Fraud Incidents:\u00a0<\/strong><br \/>Machine learning enables end-to-end automation of business cases. Instead of following static workflows, ML models learn the Accounts Payable processes, frequency of invoices from a certain vendor and can detect when an anomaly occurs in invoice processing. <br \/><br \/><\/li><li><strong>Assessment of Supplier Performance based on historical data:<\/strong>\u00a0<br \/>Machine learning models can not only automate and streamline your process but also identify the patterns from invoice payments based on Invoices and associated data. ML models can learn from historical data and forecast about a specific vendor i.e. whether the vendor will cause a delay in supplies etc.\u00a0<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2ae2cc9 e-flex e-con-boxed e-con e-parent\" data-id=\"2ae2cc9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-01eabc8 elementor-widget elementor-widget-qodef_blockquote\" data-id=\"01eabc8\" data-element_type=\"widget\" data-widget_type=\"qodef_blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<blockquote class=\"qodef-blockquote-shortcode\"  >\n\t<h4 class=\"qodef-blockquote-text\">\n\t<span>How Process Mining in Celonis adds value to the Duplicate Invoice detection process:<\/span>\n\t<\/h4>\n<\/blockquote>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6d185cb e-flex e-con-boxed e-con e-parent\" data-id=\"6d185cb\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6720fdf elementor-widget elementor-widget-text-editor\" data-id=\"6720fdf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.processminery.com\/how-does-it-work\/\" target=\"_blank\" rel=\"noreferrer noopener\">Process Mining<\/a>\u00a0is like performing a complete analysis of business processes and identifying discrepancies, strengths, and shortcomings across the process. One of the greatest process mining tools, that have become the cornerstone for many businesses, is\u00a0<a href=\"https:\/\/www.celonis.com\/process-mining\/what-is-process-mining\/\" target=\"_blank\" rel=\"noreferrer noopener\">Celonis<\/a>. It can help a company in many ways by taking the right actions either automatically or manually to avoid the payment of the duplicate invoice. Let\u2019s dwell on why\u00a0<a href=\"https:\/\/www.celonis.com\/process-mining\/what-is-process-mining\/\" target=\"_blank\" rel=\"noreferrer noopener\">Celonis<\/a>\u00a0is best investment for any business to eliminate duplicate invoices.\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-3138 lazyloaded\" src=\"https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-1024x485.png\" sizes=\"(max-width: 546px) 100vw, 546px\" srcset=\"https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-1024x485.png 1024w, https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-300x142.png 300w, https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-768x363.png 768w, https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice.png 1046w\" alt=\"Detect Duplicate Invoice activity with Machine Learning in Celonis.\" width=\"546\" height=\"258\" data-srcset=\"https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-1024x485.png 1024w, https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-300x142.png 300w, https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-768x363.png 768w, https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice.png 1046w\" data-src=\"https:\/\/www.processminery.com\/wp-content\/uploads\/2021\/12\/activity-detect-duplicate-invoice-1024x485.png\" data-sizes=\"(max-width: 546px) 100vw, 546px\" \/><figcaption>\u201cDetect Duplicate Invoice\u201d activity in Celonis<\/figcaption><\/figure>\n<\/div>\n<ul>\n \t<li><strong>Automatic Machine Learning integration:<\/strong>\u00a0<a href=\"https:\/\/www.celonis.com\/process-mining\/what-is-process-mining\/\" target=\"_blank\" rel=\"noreferrer noopener\">Celonis<\/a>\u00a0can help businesses to eliminate discrepancies from the business processes and set a standard process across the organization. It will reduce the chances of error and speed up the execution of Accounts Payable processes by making sure that the newly entered invoices are checked on time by the ML model.<\/li>\n \t<li><strong>Action Engine integration to automate activities:<\/strong>\u00a0When a new duplicate invoice is detected by Celonis the Action Engine ensures that the right people are notified so that they can check the invoice. Once it is confirmed that the invoice is indeed duplicate it can immediately be cancelled so the duplicate payment can be prevented. The earlier a duplicate invoice is detected the lower the cost are to eliminate it and to prevent duplicate payment.<\/li>\n \t<li><strong>Use new data to improve the Machine Learning model:<\/strong>\u00a0In Celonis, all activities before and after the duplicate invoice is identified are available and can be analyzed. These activities provide new data to improve the Machine Learning model to detect duplicate invoices.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-87f0b37 e-flex e-con-boxed e-con e-parent\" data-id=\"87f0b37\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cbd5d3a elementor-widget elementor-widget-qodef_blockquote\" data-id=\"cbd5d3a\" data-element_type=\"widget\" data-widget_type=\"qodef_blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<blockquote class=\"qodef-blockquote-shortcode\"  >\n\t<h4 class=\"qodef-blockquote-text\">\n\t<span>Closing Thoughts:<\/span>\n\t<\/h4>\n<\/blockquote>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c7c5072 e-flex e-con-boxed e-con e-parent\" data-id=\"c7c5072\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f2d66f elementor-widget elementor-widget-text-editor\" data-id=\"3f2d66f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In a nutshell, the business sector is expanding day by day. With the expansion of businesses, data generation is also multiplying. Earlier businesses do not have the means and way to exploit the benefits of data. But, with the advent of Machine Learning powered products, businesses can streamline, optimize, and automate their business processes and increase profits manifold. In the case of thousands of Accounts Payable invoices, human intervention is limited and error-prone. Therefore, by employing Machine learning solutions in\u00a0<a href=\"https:\/\/www.celonis.com\/process-mining\/what-is-process-mining\/\" target=\"_blank\" rel=\"noreferrer noopener\">Celonis<\/a>, detection of duplicate invoices in accounts payable can be made fast, accurate, and free from fraud. Now is the right time to invest in Machine Learning for long-term business profits.\u00a0<a href=\"mailto:info@processminery.com\" target=\"_blank\" rel=\"noreferrer noopener\">Get in touch now<\/a>\u00a0for more information about eliminating duplicate invoices in Oracle AP with Celonis!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In recent times, Machine Learning has become a buzzword and more and more businesses are harnessing their profits and productivity by applying Machine Learning ideas.<\/p>\n","protected":false},"author":2,"featured_media":2206,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[94,63,90,89],"tags":[48,49,50,59,93],"class_list":["post-934","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-accounts-payable","category-machine-learning","category-oracle-ebs","category-oracle-fusion","tag-accounts-payable","tag-celonis","tag-celonis-ems","tag-machine-learning","tag-oracle-fusion"],"_links":{"self":[{"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/posts\/934","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/comments?post=934"}],"version-history":[{"count":24,"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/posts\/934\/revisions"}],"predecessor-version":[{"id":3756,"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/posts\/934\/revisions\/3756"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/media\/2206"}],"wp:attachment":[{"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/media?parent=934"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/categories?post=934"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/processminery.com\/index.php\/wp-json\/wp\/v2\/tags?post=934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}