{"id":3418,"date":"2026-03-30T10:27:45","date_gmt":"2026-03-30T10:27:45","guid":{"rendered":"https:\/\/pepytech.com\/swifttechnologies\/?page_id=3418"},"modified":"2026-03-30T10:41:13","modified_gmt":"2026-03-30T10:41:13","slug":"transaction-subpage","status":"publish","type":"page","link":"https:\/\/pepytech.com\/swifttechnologies\/transaction-subpage\/","title":{"rendered":"Transaction subpage"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3418\" class=\"elementor elementor-3418\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79589c7 e-flex e-con-boxed e-con e-parent\" data-id=\"79589c7\" 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-8005db1 e-con-full e-flex e-con e-child\" data-id=\"8005db1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73110d2 elementor-widget elementor-widget-heading\" data-id=\"73110d2\" 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\">Transaction Categorization Engine - Powered by Gen AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8a2c8a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"d8a2c8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tMeet large language model based AI that powers your financial insights, categorizes transactions in real-time, and gives your customers a simplistic view of money movement\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f8b3ef5 e-con-full e-flex e-con e-child\" data-id=\"f8b3ef5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f162aac elementor-widget elementor-widget-text-editor\" data-id=\"f162aac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tLeverage Swift technologies AI technology for precise transaction categorization, enhancing financial insights and data enrichment at scale.\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-88f54c2 e-flex e-con-boxed e-con e-parent\" data-id=\"88f54c2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5dddd33 e-flex e-con-boxed e-con e-parent\" data-id=\"5dddd33\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6d7315 elementor-widget elementor-widget-text-editor\" data-id=\"a6d7315\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tAccelerate Your Digital Transformation Journey with Swift technologies Transaction Categorization Engine. Swift technologies Transaction Categorization Engine, fueled by generative AI, revolutionizes financial transaction analysis at scale. Its precision knows no bounds, effortlessly handling diverse types of sources, currencies, languages, and formats in real-time. Bid farewell to inaccuracies and non-scalability, as this cutting-edge solution enriches data, empowering platforms like Personal Financial Management (PFM) and Offer Recommendation systems.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8489b1f elementor-widget elementor-widget-text-editor\" data-id=\"8489b1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tSeamlessly integrated with Swift technologies other solutions like PFM, Carbon Footprint Calculator and Real-Time Experience Engine, it forges an unparalleled ecosystem. At the forefront of finance&#8217;s digital revolution, it stands tall, showcasing remarkable adaptability across diverse core banking platforms.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-700e285 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"700e285\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adbecef elementor-widget elementor-widget-heading\" data-id=\"adbecef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why Choose Swift technologies Transaction Categorization Engine?<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fd499d2 e-con-full e-flex e-con e-child\" data-id=\"fd499d2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f7ed4eb e-con-full e-flex e-con e-child\" data-id=\"f7ed4eb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-48e0a96 e-con-full e-flex e-con e-child\" data-id=\"48e0a96\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae4c57c elementor-widget elementor-widget-heading\" data-id=\"ae4c57c\" 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\">Real-time Classification<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc2b78f elementor-widget elementor-widget-text-editor\" data-id=\"cc2b78f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tOur engine uses real-time streaming platforms to enable real-time classification of transactions and supports batch mode categorization as well.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-17eae41 e-con-full e-flex e-con e-child\" data-id=\"17eae41\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-03ccbea e-con-full e-flex e-con e-child\" data-id=\"03ccbea\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c283ce4 elementor-widget elementor-widget-heading\" data-id=\"c283ce4\" 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\">Comprehensive Categorization<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-984cab4 elementor-widget elementor-widget-text-editor\" data-id=\"984cab4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tApart from deriving the type of categories, it also derives the merchant&#8217;s name, purpose (category) and location of the transaction.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e8f24f5 e-con-full e-flex e-con e-child\" data-id=\"e8f24f5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-60fc001 e-con-full e-flex e-con e-child\" data-id=\"60fc001\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19f8f6d elementor-widget elementor-widget-heading\" data-id=\"19f8f6d\" 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\">Embedded Generative AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8199aa0 elementor-widget elementor-widget-text-editor\" data-id=\"8199aa0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tThe use of large language models (LLM) widens our categorization coverage and solves cold start problems across multiple geographies, thus enabling faster adoption.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-54e9f76 e-con-full e-flex e-con e-child\" data-id=\"54e9f76\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-abed6f5 e-con-full e-flex e-con e-child\" data-id=\"abed6f5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-a729131 e-con-full e-flex e-con e-child\" data-id=\"a729131\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3bdd8a7 elementor-widget elementor-widget-heading\" data-id=\"3bdd8a7\" 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\">Category Adaptive to Your Needs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccaca66 elementor-widget elementor-widget-text-editor\" data-id=\"ccaca66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tYou can easily customize and refine the category and its granularities according to your needs and preferences.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-df63e31 e-con-full e-flex e-con e-child\" data-id=\"df63e31\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-c5db852 e-con-full e-flex e-con e-child\" data-id=\"c5db852\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba8f676 elementor-widget elementor-widget-heading\" data-id=\"ba8f676\" 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\">Reversal and Refund Transaction Linkage<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4541e2a elementor-widget elementor-widget-text-editor\" data-id=\"4541e2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tLinking reversal and refund with the original transactions based on transaction pattern simplifies tracking of money movement.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b75a3dc e-con-full e-flex e-con e-child\" data-id=\"b75a3dc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-42cab59 e-con-full e-flex e-con e-child\" data-id=\"42cab59\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d2085c elementor-widget elementor-widget-heading\" data-id=\"1d2085c\" 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\">Contextual Recommendations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9ddf3b elementor-widget elementor-widget-text-editor\" data-id=\"b9ddf3b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tA better understanding of the context and patterns in users&#8217; transactions helps recommendation systems to generate personalized recommendations for financial products, services, or offers.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02f8ccc elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"02f8ccc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a8c8c7 elementor-widget elementor-widget-heading\" data-id=\"4a8c8c7\" 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\">Key Metrics\n\n<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-42427df e-con-full e-flex e-con e-child\" data-id=\"42427df\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-dade633 e-con-full e-flex e-con e-child\" data-id=\"dade633\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a40a520 elementor-widget elementor-widget-heading\" data-id=\"a40a520\" 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\">5000+ Transactions per Second(Load Tested)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3271794 e-con-full e-flex e-con e-child\" data-id=\"3271794\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7fad7b8 elementor-widget elementor-widget-heading\" data-id=\"7fad7b8\" 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\">50+ Categories &amp; Sub-Categories<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a3c82e4 e-con-full e-flex e-con e-child\" data-id=\"a3c82e4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a107ed elementor-widget elementor-widget-heading\" data-id=\"3a107ed\" 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\">1.5 Million+ Merchant Master Database (Powered by Generative AI)\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd70cf1 e-flex e-con-boxed e-con e-parent\" data-id=\"cd70cf1\" 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-86213b3 e-con-full e-flex e-con e-child\" data-id=\"86213b3\" 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e-con-full e-flex e-con e-child\" data-id=\"110fe6c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46a6fdb e-transform elementor-widget elementor-widget-image\" data-id=\"46a6fdb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_transform_scale_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1.1,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/pepytech.com\/swifttechnologies\/wp-content\/uploads\/2026\/03\/representation-user-experience-interface-design-1024x683.jpg\" class=\"attachment-large size-large wp-image-1115\" alt=\"\" srcset=\"https:\/\/pepytech.com\/swifttechnologies\/wp-content\/uploads\/2026\/03\/representation-user-experience-interface-design-1024x683.jpg 1024w, https:\/\/pepytech.com\/swifttechnologies\/wp-content\/uploads\/2026\/03\/representation-user-experience-interface-design-300x200.jpg 300w, https:\/\/pepytech.com\/swifttechnologies\/wp-content\/uploads\/2026\/03\/representation-user-experience-interface-design-768x512.jpg 768w, https:\/\/pepytech.com\/swifttechnologies\/wp-content\/uploads\/2026\/03\/representation-user-experience-interface-design-1536x1024.jpg 1536w, https:\/\/pepytech.com\/swifttechnologies\/wp-content\/uploads\/2026\/03\/representation-user-experience-interface-design-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c21f06 e-flex e-con-boxed e-con e-parent\" data-id=\"9c21f06\" 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-33eba70 e-con-full e-flex e-con e-child\" data-id=\"33eba70\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a01b600 e-con-full e-flex e-con e-child\" data-id=\"a01b600\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5b8cf6 elementor-widget elementor-widget-heading\" data-id=\"b5b8cf6\" 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\">Frequently Asked Questions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0fad51 e-con-full e-flex e-con e-child\" data-id=\"a0fad51\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58ea4d2 elementor-widget elementor-widget-n-accordion\" data-id=\"58ea4d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9320\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-9320\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is Swift technologies Transaction Categorization Engine? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"icon icon-up-arrow1\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"icon icon-down-arrow1\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9320\" class=\"elementor-element elementor-element-56442c6 e-con-full e-flex e-con e-child\" data-id=\"56442c6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba03da7 elementor-widget elementor-widget-text-editor\" data-id=\"ba03da7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tSwift technologies Transaction Categorization Engine is a generative-AI powered solution that classifies and enriches financial transactions in real time (or batch). It extracts category, merchant name, purpose and location, links refunds\/reversals to original payments, and provides data used for PFM, offer recommendations, carbon calculations, spend analytics and other downstream services.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9321\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9321\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How does this product differ from traditional rule-based categorization? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"icon icon-up-arrow1\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"icon icon-down-arrow1\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9321\" class=\"elementor-element elementor-element-d31f20c e-con-full e-flex e-con e-child\" data-id=\"d31f20c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-957a0ac elementor-widget elementor-widget-text-editor\" data-id=\"957a0ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tUnlike rule-based systems, the engine uses large language models (GPT-3.5 Turbo, LLaMA 2 and transformer-based NLP) to interpret free-text descriptions, handle multiple languages, currencies and formats, and address cold-start problems across geographies. This increases coverage, reduces manual rules maintenance, and improves classification for ambiguous or new merchants.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9322\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9322\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Can the engine run on our cloud or on-premise environment? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"icon icon-up-arrow1\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"icon icon-down-arrow1\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9322\" class=\"elementor-element elementor-element-f013b55 e-con-full e-flex e-con e-child\" data-id=\"f013b55\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-71e8539 elementor-widget elementor-widget-text-editor\" data-id=\"71e8539\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tYes. The engine is deployable to AWS, GCP, Azure or on-premise environments and available via a subscription model. It leverages cloud best practices for security and scalability while also supporting on-premise deployments when required.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9323\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9323\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How accurate and scalable is the engine? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"icon icon-up-arrow1\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"icon icon-down-arrow1\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9323\" class=\"elementor-element elementor-element-4880286 e-con-full e-flex e-con e-child\" data-id=\"4880286\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cbef11f elementor-widget elementor-widget-text-editor\" data-id=\"cbef11f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tThe solution is designed for enterprise scale and has been load tested at 5,000+ transactions per second. Accuracy benefits from LLM enrichment and a 1.5M+ merchant master database. It also supports real-time streaming (Kafka, KSQL) and batch processing to meet different throughput and latency needs.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9324\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9324\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What integrations and outputs does the engine support? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"icon icon-up-arrow1\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"icon icon-down-arrow1\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9324\" class=\"elementor-element elementor-element-0d4474e e-con-full e-flex e-con e-child\" data-id=\"0d4474e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16a9cc8 elementor-widget elementor-widget-text-editor\" data-id=\"16a9cc8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tThe engine integrates with streaming platforms (Kafka\/KSQL), databases and downstream services such as PFM, offer recommendation engines, carbon footprint calculators and analytics platforms. Outputs include enriched transaction records (category, merchant, location, flags for recurring\/irregular payments) suitable for API or event-driven consumption.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b30ff9 e-flex e-con-boxed e-con e-parent\" data-id=\"6b30ff9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-569e0f5 e-con-full e-flex e-con e-child\" data-id=\"569e0f5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-dc0cd1a e-con-full e-flex e-con e-child\" data-id=\"dc0cd1a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0d2b7cf elementor-widget elementor-widget-heading\" data-id=\"0d2b7cf\" 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\">connect with us<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16965df elementor-widget elementor-widget-heading\" data-id=\"16965df\" 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\">Get In Touch<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15b9e1e elementor-widget elementor-widget-shortcode\" data-id=\"15b9e1e\" 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\"><div class=\"forminator-ui forminator-custom-form forminator-custom-form-444 forminator-design--material  forminator_ajax\" data-forminator-render=\"0\" data-form=\"forminator-module-444\" data-uid=\"6a60d70add63b\"><br\/><\/div><form\n\t\t\t\tid=\"forminator-module-444\"\n\t\t\t\tclass=\"forminator-ui forminator-custom-form forminator-custom-form-444 forminator-design--material  forminator_ajax\"\n\t\t\t\tmethod=\"post\"\n\t\t\t\tdata-forminator-render=\"0\"\n\t\t\t\tdata-form-id=\"444\"\n\t\t\t\t data-color-option=\"theme\" data-design=\"material\" data-grid=\"open\" style=\"display: none;\"\n\t\t\t\tdata-uid=\"6a60d70add63b\"\n\t\t\t><div role=\"alert\" aria-live=\"polite\" class=\"forminator-response-message forminator-error\" aria-hidden=\"true\"><\/div><div class=\"forminator-row\"><div id=\"name-1\" class=\"forminator-field-name forminator-col forminator-col-12 \"><div class=\"forminator-field\"><label for=\"forminator-field-name-1_6a60d70add63b\" 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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