{"id":28844,"date":"2024-03-01T21:32:11","date_gmt":"2024-03-01T20:32:11","guid":{"rendered":"https:\/\/sovanta.com\/service-ticket-automation-ueber-machine-learning-modell\/"},"modified":"2026-07-22T14:49:52","modified_gmt":"2026-07-22T13:49:52","slug":"service-ticket-automation-with-machine-learning-modell","status":"publish","type":"post","link":"https:\/\/sovanta.com\/en\/service-ticket-automation-with-machine-learning-modell\/","title":{"rendered":"Service Ticket Automation with ML"},"content":{"rendered":"\n<p><strong>Automate email categorization \u2013 Advanced machine learning on SAP BTP assigns incoming emails to service queues, reducing manual effort<\/strong>!<\/p>\n\n\n\n<p>Service units receive hundreds of e-mails every day from customers, patients or employees regarding a wide variety of concerns (e.g., orders, inquiries, complaints, clarifications and much more). Reading through the emails and then assigning them to the relevant service departments causes an enormous manual effort for service staff. The solution to this is a advanced machine learning model that automatically assigns incoming emails to the relevant service queue.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Reducing the workload of customer service representatives by reducing manual effort<\/h2>\n\n\n\n<p><strong>Three success factors for service ticket automation: <\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Increased efficiency and accuracy in the allocation of incoming customer emails.<\/li>\n\n\n\n<li>Ensuring a high level of process automation.<\/li>\n\n\n\n<li>SAP BTP represents the ideal integration and automation environment.<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-group has-lightcyan-background-color has-background\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"wp-bootstrap-blocks-row row\">\n\t\n\n<div class=\"col-12 col-md-4\">\n\t\t\t\n\n<div id=\"iconblock_c4a9560f375db28446848646e645ea05\" class=\"block__icon -detect-in-viewport block__icon--center\">\n  <span class=\"icon icon--svg\">\n<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\">\n<path d=\"M9.5 20c-2.538 0-4.923-0.988-6.718-2.782s-2.782-4.18-2.782-6.717c0-2.538 0.988-4.923 2.782-6.718s4.18-2.783 6.718-2.783c2.538 0 4.923 0.988 6.718 2.783s2.782 4.18 2.782 6.718-0.988 4.923-2.782 6.717c-1.794 1.794-4.18 2.782-6.718 2.782zM9.5 2c-4.687 0-8.5 3.813-8.5 8.5s3.813 8.5 8.5 8.5 8.5-3.813 8.5-8.5-3.813-8.5-8.5-8.5z\" fill=\"currentColor\"><\/path>\n<path d=\"M7.5 14.5c-0.128 0-0.256-0.049-0.354-0.146l-3-3c-0.195-0.195-0.195-0.512 0-0.707s0.512-0.195 0.707 0l2.646 2.646 6.646-6.646c0.195-0.195 0.512-0.195 0.707 0s0.195 0.512 0 0.707l-7 7c-0.098 0.098-0.226 0.146-0.354 0.146z\" fill=\"currentColor\"><\/path>\n<\/svg>\n<\/span><\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Proof Point<\/strong><br>Industrial Manufacturing<\/p>\n\n\t<\/div>\n\n\n\n<div class=\"col-12 col-md-4\">\n\t\t\t\n\n<div id=\"iconblock_5830b7e1eef5627413b994df1e16514e\" class=\"block__icon -detect-in-viewport block__icon--center\">\n  <span class=\"icon icon--svg\">\n<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\">\n<path d=\"M18.5 18h-11c-0.827 0-1.5-0.673-1.5-1.5 0-0.048 0.011-1.19 0.924-2.315 0.525-0.646 1.241-1.158 2.128-1.522 1.071-0.44 2.4-0.662 3.948-0.662s2.876 0.223 3.948 0.662c0.887 0.364 1.603 0.876 2.128 1.522 0.914 1.125 0.924 2.267 0.924 2.315 0 0.827-0.673 1.5-1.5 1.5zM7 16.503c0.001 0.275 0.225 0.497 0.5 0.497h11c0.275 0 0.499-0.223 0.5-0.497-0.001-0.035-0.032-0.895-0.739-1.734-0.974-1.157-2.793-1.768-5.261-1.768s-4.287 0.612-5.261 1.768c-0.707 0.84-0.738 1.699-0.739 1.734z\" fill=\"currentColor\"><\/path>\n<path d=\"M13 11c-2.206 0-4-1.794-4-4s1.794-4 4-4 4 1.794 4 4c0 2.206-1.794 4-4 4zM13 4c-1.654 0-3 1.346-3 3s1.346 3 3 3 3-1.346 3-3-1.346-3-3-3z\" fill=\"currentColor\"><\/path>\n<path d=\"M4.5 18h-3c-0.827 0-1.5-0.673-1.5-1.5 0-0.037 0.008-0.927 0.663-1.8 0.378-0.505 0.894-0.904 1.533-1.188 0.764-0.34 1.708-0.512 2.805-0.512 0.179 0 0.356 0.005 0.527 0.014 0.276 0.015 0.487 0.25 0.473 0.526s-0.25 0.488-0.526 0.473c-0.153-0.008-0.312-0.012-0.473-0.012-3.894 0-3.997 2.379-4 2.503 0.001 0.274 0.225 0.497 0.5 0.497h3c0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5z\" fill=\"currentColor\"><\/path>\n<path d=\"M5 12c-1.654 0-3-1.346-3-3s1.346-3 3-3 3 1.346 3 3-1.346 3-3 3zM5 7c-1.103 0-2 0.897-2 2s0.897 2 2 2 2-0.897 2-2c0-1.103-0.897-2-2-2z\" fill=\"currentColor\"><\/path>\n<\/svg>\n<\/span><\/div>\n\n\n<p class=\"has-text-align-center\"><strong>User<\/strong><br>Service Employees<\/p>\n\n\t<\/div>\n\n\n\n<div class=\"col-12 col-md-4\">\n\t\t\t\n\n<div id=\"iconblock_b8e7b34a5bd42522c073c3827702f727\" class=\"block__icon -detect-in-viewport block__icon--center\">\n  <span class=\"icon icon--svg\">\n<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\">\n<path d=\"M11.5 7c-0.276 0-0.5-0.224-0.5-0.5 0-1.378-1.122-2.5-2.5-2.5-0.276 0-0.5-0.224-0.5-0.5s0.224-0.5 0.5-0.5c1.378 0 2.5-1.122 2.5-2.5 0-0.276 0.224-0.5 0.5-0.5s0.5 0.224 0.5 0.5c0 1.378 1.122 2.5 2.5 2.5 0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5c-1.378 0-2.5 1.122-2.5 2.5 0 0.276-0.224 0.5-0.5 0.5zM10.301 3.5c0.49 0.296 0.903 0.708 1.199 1.199 0.296-0.49 0.708-0.903 1.199-1.199-0.49-0.296-0.903-0.708-1.199-1.199-0.296 0.49-0.708 0.903-1.199 1.199z\" fill=\"currentColor\"><\/path>\n<path d=\"M1.5 10c-0.276 0-0.5-0.224-0.5-0.5s-0.224-0.5-0.5-0.5c-0.276 0-0.5-0.224-0.5-0.5s0.224-0.5 0.5-0.5c0.276 0 0.5-0.224 0.5-0.5s0.224-0.5 0.5-0.5 0.5 0.224 0.5 0.5c0 0.276 0.224 0.5 0.5 0.5s0.5 0.224 0.5 0.5-0.224 0.5-0.5 0.5c-0.276 0-0.5 0.224-0.5 0.5s-0.224 0.5-0.5 0.5z\" fill=\"currentColor\"><\/path>\n<path d=\"M18.147 15.939l-10.586-10.586c-0.283-0.283-0.659-0.438-1.061-0.438s-0.778 0.156-1.061 0.438l-0.586 0.586c-0.283 0.283-0.438 0.659-0.438 1.061s0.156 0.778 0.438 1.061l10.586 10.586c0.283 0.283 0.659 0.438 1.061 0.438s0.778-0.156 1.061-0.438l0.586-0.586c0.283-0.283 0.438-0.659 0.438-1.061s-0.156-0.778-0.438-1.061zM5.561 6.646l0.586-0.586c0.094-0.094 0.219-0.145 0.354-0.145s0.26 0.052 0.354 0.145l1.439 1.439-1.293 1.293-1.439-1.439c-0.195-0.195-0.195-0.512 0-0.707zM17.439 17.354l-0.586 0.586c-0.094 0.094-0.219 0.145-0.353 0.145s-0.26-0.052-0.353-0.145l-8.439-8.439 1.293-1.293 8.439 8.439c0.195 0.195 0.195 0.512 0 0.707z\" fill=\"currentColor\"><\/path>\n<path d=\"M3.5 5c-0.276 0-0.5-0.224-0.5-0.5 0-0.827-0.673-1.5-1.5-1.5-0.276 0-0.5-0.224-0.5-0.5s0.224-0.5 0.5-0.5c0.827 0 1.5-0.673 1.5-1.5 0-0.276 0.224-0.5 0.5-0.5s0.5 0.224 0.5 0.5c0 0.827 0.673 1.5 1.5 1.5 0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5c-0.827 0-1.5 0.673-1.5 1.5 0 0.276-0.224 0.5-0.5 0.5zM2.998 2.5c0.19 0.143 0.359 0.312 0.502 0.502 0.143-0.19 0.312-0.359 0.502-0.502-0.19-0.143-0.359-0.312-0.502-0.502-0.143 0.19-0.312 0.359-0.502 0.502z\" fill=\"currentColor\"><\/path>\n<path d=\"M3.5 15c-0.276 0-0.5-0.224-0.5-0.5 0-0.827-0.673-1.5-1.5-1.5-0.276 0-0.5-0.224-0.5-0.5s0.224-0.5 0.5-0.5c0.827 0 1.5-0.673 1.5-1.5 0-0.276 0.224-0.5 0.5-0.5s0.5 0.224 0.5 0.5c0 0.827 0.673 1.5 1.5 1.5 0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5c-0.827 0-1.5 0.673-1.5 1.5 0 0.276-0.224 0.5-0.5 0.5zM2.998 12.5c0.19 0.143 0.359 0.312 0.502 0.502 0.143-0.19 0.312-0.359 0.502-0.502-0.19-0.143-0.359-0.312-0.502-0.502-0.143 0.19-0.312 0.359-0.502 0.502z\" fill=\"currentColor\"><\/path>\n<\/svg>\n<\/span><\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Technology<\/strong><br>SAP BTP, KI<\/p>\n\n\t<\/div>\n\n<\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Any questions about <\/strong>the <strong><strong>Service Ticket Automation with ML<\/strong>?<\/strong><\/h2>\n\n\n\n<p>We would be happy to talk to you about <a href=\"https:\/\/sovanta.com\/en\/resource\/use-cases-en\/\">use cases<\/a>, that are not only exciting, but can also be successfully implemented.<\/p>\n\n\n\n<div id=\"contact-personblock_fffb098545d3e829b7a589ed9c3acd1f\" class=\"block__contact-person -detect-in-viewport block__contact-person--default block__contact-person--with-headline has-seashell-background-color has-background-color\">\n\n  <div class=\"contact-person__wrapper\">\n\n    <div class=\"contact-person__header\">\n\n      <div class=\"contact-person__header__wrapper\">\n\n        \n\n                    <div class=\"contact-person__image\">\n            <img decoding=\"async\" width=\"350\" height=\"466\" src=\"https:\/\/sovanta.com\/wp-content\/uploads\/2021\/12\/Person_Akin-Aritmac_v03_web_700x933-350x466.jpg\" class=\"attachment-contact_person size-contact_person wp-post-image\" alt=\"Akin Artimac: Customer Engagement\" srcset=\"https:\/\/sovanta.com\/wp-content\/uploads\/2021\/12\/Person_Akin-Aritmac_v03_web_700x933-350x466.jpg 350w, https:\/\/sovanta.com\/wp-content\/uploads\/2021\/12\/Person_Akin-Aritmac_v03_web_700x933-225x300.jpg 225w, https:\/\/sovanta.com\/wp-content\/uploads\/2021\/12\/Person_Akin-Aritmac_v03_web_700x933-93x124.jpg 93w, https:\/\/sovanta.com\/wp-content\/uploads\/2021\/12\/Person_Akin-Aritmac_v03_web_700x933.jpg 700w\" sizes=\"(max-width: 350px) 100vw, 350px\" \/>          <\/div>\n                                  <div class=\"contact-person__name\">\n              Akin Aritmac            <\/div>\n                        <div class=\"contact-person__position\">\n              Chief Sales Officer, Executive Board Member            <\/div>\n          \n          \n      <\/div>\n\n    <\/div>\n\n    <div class=\"contact-person__body\">\n\n              <h2 class=\"h3 contact-person__headline\">Your Contact<\/h2>\n      \n      \n                    <div class=\"contact-person__text\">\n          With passion and cross-industry knowledge, Akin Aritmac supports his customers on their way to successful digitization.        <\/div>\n      \n                          <a href=\"mailto:akin.aritmac@sovanta.com\" class=\"btn btn--primary contact-person__btn\" title=\"Contact\">\n          Direct Contact        <\/a>\n      \n            \n    <\/div>\n\n  <\/div>\n\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Automate email categorization: Advanced machine learning on SAP BTP assigns incoming emails to service queues, reducing manual effort!<\/p>\n","protected":false},"author":3,"featured_media":72797,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[673],"tags":[],"competence":[],"Industry":[560],"line_of_business":[571],"resource":[491,645],"systems-and-technologies":[],"class_list":["post-28844","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-ai-2","industry-industrial-manufacturing-en","line_of_business-service-en","resource-use-cases-en","resource-sap-ai-bdc-use-cases-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Service Ticket Automation with ML - sovanta AG<\/title>\n<meta name=\"description\" content=\"Service Ticket Automation with Machine-Learning-Modell: Efficient processing of requests thanks to a high degree of automation.\" \/>\n<meta name=\"robots\" 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