{"id":57562,"date":"2024-09-24T13:46:31","date_gmt":"2024-09-24T11:46:31","guid":{"rendered":"https:\/\/www.medienwerft.de\/?p=57562"},"modified":"2026-05-06T13:11:47","modified_gmt":"2026-05-06T11:11:47","slug":"ai-entity-resolution","status":"publish","type":"post","link":"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2024\/ai-entity-resolution\/","title":{"rendered":"AI Entity resolution"},"content":{"rendered":"<div class=\"block block--intro  bg--white\">\n\n\t\n\n\t<div class=\"container container--medium padding-bottom \">\n\t\t\n\t\t\n\t\t<div class=\"bg--white bg--light spacing\">\n\t\t\t<div class=\"container container--small\">\n\n\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t<nav class=\"breadcrumbs\"><ol itemscope itemtype=\"https:\/\/schema.org\/BreadcrumbList\"><li itemprop=\"itemListElement\" itemscope itemtype=\"https:\/\/schema.org\/ListItem\"><span itemprop=\"name\"><span class=\"last\">Home<\/span><\/span><\/li><\/ol><\/nav>\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t<div class=\"block--headline\">\n\t\t\t\t\t\t<div class=\"left\">\n\t\t\t\t\t\t\t<h1>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<span>Data deduplication with AI: Entity Resolution &#8211; Automated data cleansing for greater efficiency <\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\n\t\t\t\t<p>Entity Resolution is an important procedure to avoid multiple entries of data records. We rely on embedding models that use AI to convert the vectors. <\/p>\n<p><a class=\"btn\" href=\"#kontaktformular\">Request AI experts now!<\/a><\/p>\n\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"flex flexgrid--gutter flex--wrap extra\">\n\t\t\t\t\t\t<div class=\"flex__item three-fifths xs-one-whole xs-order-9 \">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"flex__item two-fifths xs-one-whole xs-margin-bottom\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t<\/div>\n\n\t\n\t\t<div class=\"flex flex--column\">\n\t\t\t<div class=\"one-whole\">\n\t\t\t\t<div class=\"container container--small margin-bottom--small\">\n\t\t\t\t\t<p class=\"meta\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/category\/artificial-intelligence\/\">\n\t\t\t\t\t\t\t\t\t#ARTIFICIAL INTELLIGENCE\t\t\t\t\t\t\t\t<\/a>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t&dash; \t\t\t\t\t\t\t24. September 2024\t\n\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\n<\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id80537_3f36c8-62{margin-top:0px;margin-bottom:0px;}.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap{column-gap:0px;row-gap:0px;max-width:962px;margin-left:auto;margin-right:auto;padding-top:25px;padding-right:25px;padding-bottom:50px;padding-left:25px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id80537_3f36c8-62{border-bottom:1px solid var(--custom-16);}.kb-row-layout-id80537_3f36c8-62{background-color:#ffffff;}.kb-row-layout-id80537_3f36c8-62 > .kt-row-layout-overlay{opacity:0.30;}.kb-row-layout-id80537_3f36c8-62{z-index:200;position:relative;}@media all and (max-width: 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.kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_d15346-64 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_d15346-64 > .kt-inside-inner-col{flex-direction:column;}.kadence-column80537_d15346-64 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column80537_d15346-64 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_d15346-64{position:relative;}@media all and (max-width: 1024px){.kadence-column80537_d15346-64 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column80537_d15346-64 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_d15346-64\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{column-gap:25px;row-gap:25px;max-width:1230px;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, calc(15% - ((25px * 1 )\/2)))minmax(0, calc(85% - ((25px * 1 )\/2)));}.kb-row-layout-id80537_0e84b9-31 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id80537_0e84b9-31 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{display:flex;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col,.kadence-column80537_40b13b-b1 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;align-items:flex-start;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column80537_40b13b-b1{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_40b13b-b1{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column80537_40b13b-b1{align-self:flex-start;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;}}@media all and (max-width: 1024px){.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;align-items:flex-start;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column80537_40b13b-b1{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_40b13b-b1\"><div class=\"kt-inside-inner-col\"><style>.kb-image80537_fe854e-99.kb-image-is-ratio-size, .kb-image80537_fe854e-99 .kb-image-is-ratio-size{max-width:125px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image80537_fe854e-99.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image80537_fe854e-99 .kb-image-is-ratio-size{align-self:unset;}.kb-image80537_fe854e-99{max-width:125px;}.image-is-svg.kb-image80537_fe854e-99{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image80537_fe854e-99 img{width:100%;}.kb-image80537_fe854e-99 .kb-image-has-overlay:after{opacity:0.3;}.kb-image80537_fe854e-99 img.kb-img, .kb-image80537_fe854e-99 .kb-img img{-webkit-mask-image:url(https:\/\/www.medienwerft.de\/wp-content\/plugins\/kadence-blocks\/includes\/assets\/images\/masks\/circle.svg);mask-image:url(https:\/\/www.medienwerft.de\/wp-content\/plugins\/kadence-blocks\/includes\/assets\/images\/masks\/circle.svg);-webkit-mask-size:auto;mask-size:auto;-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat;-webkit-mask-position:center;mask-position:center;}@media all and (max-width: 767px){.kb-image80537_fe854e-99.kb-image-is-ratio-size, .kb-image80537_fe854e-99 .kb-image-is-ratio-size{max-width:64px;width:100%;}.kb-image80537_fe854e-99{max-width:64px;}}<\/style>\n<figure class=\"wp-block-kadence-image kb-image80537_fe854e-99 size-full kb-image-is-ratio-size\"><div class=\"kb-is-ratio-image kb-image-ratio-square\"><img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"560\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw.webp\" alt=\"-\" class=\"kb-img wp-image-67030\" srcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw.webp 560w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-480x480.webp 480w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-310x310.webp 310w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-200x200.webp 200w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-40x40.webp 40w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/><\/div><\/figure>\n<\/div><\/div>\n\n\n<style>.kadence-column80537_d22307-f9 > .kt-inside-inner-col{display:flex;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col,.kadence-column80537_d22307-f9 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col{row-gap:0px;column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column80537_d22307-f9{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_d22307-f9{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column80537_d22307-f9{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column80537_d22307-f9{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_d22307-f9\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:20px;line-height:28px;font-weight:400;font-style:normal;font-family:'TodaySans Medium', Helvetica;}.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"]{font-size:14px;line-height:21px;}}<\/style>\n<p class=\"kt-adv-heading80537_e71118-2c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading80537_e71118-2c\">Andr\u00e9 Osygu\u00df<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf, .wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf[data-kb-block=\"kb-adv-heading80537_507a1f-bf\"]{padding-top:0px;padding-right:0px;padding-bottom:15px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:20px;line-height:28px;font-weight:200;font-style:normal;font-family:'TodaySans Light', Helvetica;}.wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf[data-kb-block=\"kb-adv-heading80537_507a1f-bf\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf[data-kb-block=\"kb-adv-heading80537_507a1f-bf\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading80537_507a1f-bf wp-block-kadence-advancedheading has-custom-23-color has-text-color\" data-kb-block=\"kb-adv-heading80537_507a1f-bf\">Lead AI Solution Engineer<\/p>\n\n\n<style>.kt-svg-icons80537_5ef57c-6b .kt-svg-item-0 .kb-svg-icon-wrap{color:var(--global-palette4, #2D3748);font-size:50px;}.wp-block-kadence-icon.kt-svg-icons80537_5ef57c-6b{justify-content:flex-start;gap:10px;}<\/style>\n<div class=\"wp-block-kadence-icon kt-svg-icons kt-svg-icons80537_5ef57c-6b alignnone\"><style>.kt-svg-item-80537_24ff49-7a .kb-svg-icon-wrap, .kt-svg-style-stacked.kt-svg-item-80537_24ff49-7a .kb-svg-icon-wrap{color:#000000;font-size:24px;}.kt-svg-item-80537_24ff49-7a:hover .kb-svg-icon-wrap{color:#f99700;}<\/style>\n<div class=\"wp-block-kadence-single-icon kt-svg-style-default kt-svg-icon-wrap kt-svg-item-80537_24ff49-7a modal-trigger autor-formular-icon\"><a href=\"mailto:info@medienwerft.de\" class=\"kt-svg-icon-link\" aria-label=\"Kontakt aufnehmen\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_mail\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Kontakt aufnehmen<\/title><path d=\"M4 4h16c1.1 0 2 .9 2 2v12c0 1.1-.9 2-2 2H4c-1.1 0-2-.9-2-2V6c0-1.1.9-2 2-2z\"\/><polyline points=\"22,6 12,13 2,6\"\/><\/svg><\/span><\/a><\/div>\n<\/div>\n\n\n<style>.kt-accordion-id80537_44a8fc-0f .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:10px;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid transparent;border-left:0px solid transparent;padding-top:0px;padding-right:25px;padding-bottom:5px;padding-left:0px;}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top-color:var(--global-palette6, #718096);border-top-style:solid;border-right-color:var(--global-palette6, #718096);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette6, #718096);border-left-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;background:rgba(0,0,0,0);font-size:14px;line-height:22px;font-family:'TodaySans Medium', Helvetica;font-weight:400;text-transform:uppercase;color:#000000;padding-top:25px;padding-right:25px;padding-bottom:10px;padding-left:0px;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:before{background:#000000;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h1, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h2, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h3, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h4, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h5, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h6{color:var(--global-palette3, #1A202C);}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger{background:#000000;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:before{background:rgba(0,0,0,0);}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f .kt-blocks-accordion-header:focus-visible{color:#f99700;background:rgba(0,0,0,0);border-top-color:var(--global-palette1, #3182CE);border-top-style:solid;border-right-color:var(--global-palette1, #3182CE);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#f99700;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#f99700;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:rgba(0,0,0,0);}.kt-accordion-id80537_44a8fc-0f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{color:#000000;background:rgba(0,0,0,0);border-top-color:var(--global-palette2, #2B6CB0);border-top-style:solid;border-right-color:var(--global-palette2, #2B6CB0);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette2, #2B6CB0);border-left-style:solid;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#000000;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#000000;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:rgba(0,0,0,0);}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid transparent;border-left:0px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top-color:var(--global-palette6, #718096);border-top-style:solid;border-right-color:var(--global-palette6, #718096);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette6, #718096);border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--global-palette1, #3182CE);border-top-style:solid;border-right-color:var(--global-palette1, #3182CE);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:var(--global-palette2, #2B6CB0);border-top-style:solid;border-right-color:var(--global-palette2, #2B6CB0);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette2, #2B6CB0);border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id80537_44a8fc-0f .kt-accordion-inner-wrap{display:block;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid transparent;border-left:0px solid transparent;}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top-color:var(--global-palette6, #718096);border-top-style:solid;border-right-color:var(--global-palette6, #718096);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette6, #718096);border-left-style:solid;font-size:18px;padding-top:20px;padding-bottom:20px;}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--global-palette1, #3182CE);border-top-style:solid;border-right-color:var(--global-palette1, #3182CE);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:var(--global-palette2, #2B6CB0);border-top-style:solid;border-right-color:var(--global-palette2, #2B6CB0);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette2, #2B6CB0);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id80537_44a8fc-0f kt-accordion-has-9-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"none\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-6 kt-pane80537_bb9a11-1e\"><h2 class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\"><strong>Learn more about the author<\/strong><\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/h2><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id80537_03893b-6c{margin-top:0px;margin-bottom:0px;}.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{column-gap:25px;row-gap:25px;max-width:1230px;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id80537_03893b-6c{border-bottom:0px solid rgba(255,255,255,0);}.kb-row-layout-id80537_03893b-6c > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{padding-bottom:0px;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 1024px){.kb-row-layout-id80537_03893b-6c{border-bottom:0px solid rgba(255,255,255,0);}}@media all and (max-width: 767px){.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{padding-top:25px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id80537_03893b-6c{border-bottom:0px solid rgba(255,255,255,0);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id80537_03893b-6c alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kt-inner-column-height-full kb-theme-content-width\">\n<style>.kadence-column80537_9fcb25-0c > .kt-inside-inner-col,.kadence-column80537_9fcb25-0c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{flex-direction:column;}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_9fcb25-0c{position:relative;}@media all and (max-width: 1024px){.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_9fcb25-0c\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0, .wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0[data-kb-block=\"kb-adv-heading80537_6bce1b-d0\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:20px;line-height:28px;font-weight:200;font-style:normal;font-family:'TodaySans Light', Helvetica;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0[data-kb-block=\"kb-adv-heading80537_6bce1b-d0\"] mark.kt-highlight{font-weight:normal;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0[data-kb-block=\"kb-adv-heading80537_6bce1b-d0\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading80537_6bce1b-d0 wp-block-kadence-advancedheading has-theme-palette-3-color has-text-color\" data-kb-block=\"kb-adv-heading80537_6bce1b-d0\">Andr\u00e9 Osygu\u00df is a Solution Engineer at Medienwerft and the go-to person for anything related to artificial intelligence. Together with his colleagues at the FIS Group, Andr\u00e9 Osygu\u00df develops customized AI solutions and shows clients how to use them effectively.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small no-pad padding-bottom\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2>Entity Resolution: The problem<\/h2>\n<p>Multiple entries can occur in a data record where the same person or object is listed several times. A common example is a list of employees in which the same person is listed under different variants.<\/p>\n<p>Let&#8217;s take the head of department \u201cMs. Erika Mustermann\u201d as an example. She may be listed under different entries such as \u201cErika\u201d, \u201cMs. Mustermann\u201d, \u201ce.mustermann@firma.de\u201d or \u201cHead of Sample Department\u201d. Although all these entries refer to the same person, they appear individually.<\/p>\n<p>In order to filter these multiple entries, the data records must be clearly assignable. To do this, a list must be created in which the duplications are filtered into individual, unique data records.<\/p>\n<p>Multiple entries lead to higher operating costs due to redundant data processing, impair data analysis and cause unnecessary work time for cleansing. They can also lead to confusion, for example when different departments access inconsistent data or when wrong decisions are made based on incomplete information.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small no-pad padding-bottom\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2>Example from everyday life<\/h2>\n<p>We assume a customer who needs to classify products from different e-commerce websites into the correct categories in the course of a purchase or for integration into a central product database. For example, a product could be listed in the category \u201cDevices &gt; Pneumatics &gt; Control devices\u201d on one website and under \u201cPneumatic control devices\u201d on another. These different categorizations must be correctly merged to ensure that the products are displayed consistently and correctly everywhere.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small no-pad no-pad\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2>How is this implemented?<\/h2>\n<p>There are several approaches, but our focus is on mapping by vector similarity. In this process, the different data sets are converted into vectors using an embedding model. On this basis, the cosine distance to each other, i.e. the angle created between the vectors, is then compared to measure the similarity of the data sets. In this way, the &#8216;sense&#8217; of the data sets is compared and a numerical result is determined.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small padding-top no-pad\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h3>Entity Resolution \u2013 Your benefits<\/h3>\n<h4>Saving resources<\/h4>\n<p>The automated approach primarily saves working time<\/p>\n<h4>Immediate effects<\/h4>\n<p>After development, the process can be used directly without the need to release additional resources.<\/p>\n<h4>Plannable fault tolerance<\/h4>\n<p>The data deduplication process provides consistent, predictable fault tolerance.<\/p>\n<h4>Automation<\/h4>\n<p>It enables the automation of processes that were previously not feasible due to high costs.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--teaser block--custom-teaser  bg--white\">\n\n\t<div class=\"container container--medium padding-top--big padding-bottom--big\">\n\n\t\t<div class=\"flex flexgrid--gutter flex--wrap  js-fade js-fade-in\">\n\n\t\t\n\t\t\n\t\t\t\t<div class=\"flex__item one-third md-one-half portrait-one-whole margin-bottom flex flex--column\">\n\n\t\t\t\t\t<h3>Previous post<\/h3>\n\n\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/typo3-relaunch-plath\/\" class=\"flex1 flex flex--column\">\n\t\t\t\t\t\t<span class=\"teaser__image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-plath-480x278.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-plath-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-plath-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-plath-620x359.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"Plath - Blog Beitrag - Preview Image\" \n\t\t\t\t\t\t\t\t\tsizes=\"(min:1201px) 480w, (max-width:640px) and (min-width:1200px) 46vw, 96vw\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<div class=\"teaser__inner flex flex--column flex1\">\n\t\t\t\t\t\t\t<div class=\"flex1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"teaser__subtitle\">\n\t\t\t\t\t\t\t\t\t\t#E-COMMERCE IT\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h3>PLATH<\/h3>\n\t\t\t\t\t\t\t\t<p>PLATH, one of Europe&#8217;s leading providers in the field of data-based early crisis detection, was due to upgrade its TYPO3 website. Medienwerft was brought on board for this &#8211; and it was such a good fit that the relaunch of three other PLATH and PLATH Group websites was subsequently placed in our hands. And the collaboration continues.  <\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div><span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t<\/span><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\n\t\t\t\t<div class=\"flex__item one-third md-one-half portrait-one-whole margin-bottom flex flex--column\">\n\n\n\t\t\t\t\t<h3>Also interesting<\/h3>\n\n\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/ai-visual-search\/\" class=\"flex1 flex flex--column\">\n\t\t\t\t\t\t<span class=\"teaser__image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag-ki-bildersuche-480x278.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag-ki-bildersuche-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag-ki-bildersuche-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag-ki-bildersuche-620x359.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"KI Bildersuche - Blog Beitrag - Preview Image\" \n\t\t\t\t\t\t\t\t\tsizes=\"(min:1201px) 480w, (max-width:640px) and (min-width:1200px) 46vw, 96vw\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<div class=\"teaser__inner flex flex--column flex1\">\n\t\t\t\t\t\t\t<div class=\"flex1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"teaser__subtitle\">\n\t\t\t\t\t\t\t\t\t\t#ARTIFICIAL INTELLIGENCE\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h3>AI Visual Search<\/h3>\n\t\t\t\t\t\t\t\t<p>Visual search is playing an increasingly central role in e-commerce. Thanks to artificial intelligence, it helps customers to find their desired products quickly and efficiently by enabling them to search using photos and discover visually similar items.<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div><span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t<\/span><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t\t<div class=\"flex__item one-third md-one-half portrait-one-whole margin-bottom flex flex--column\">\n\n\t\t\t\t\t<h3>Next post<\/h3>\n\n\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/e-commerce-middleware\/\" class=\"flex1 flex flex--column\">\n\t\t\t\t\t\t<span class=\"teaser__image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-middleware-480x278.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-middleware-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-middleware-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-middleware-620x359.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"Middleware - Blog - Preview Image\" \n\t\t\t\t\t\t\t\t\tsizes=\"(min:1201px) 480w, (max-width:640px) and (min-width:1200px) 46vw, 96vw\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<div class=\"teaser__inner flex flex--column flex1\">\n\t\t\t\t\t\t\t<div class=\"flex1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"teaser__subtitle\">\n\t\t\t\t\t\t\t\t\t\t#E-COMMERCE IT\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h3>E-commerce middleware<\/h3>\n\t\t\t\t\t\t\t\t<p>E-commerce middleware &#8211; the mediation and translation between backend and frontend. A technology that optimally links the separate backend and frontend and significantly facilitates the integration of other systems.  <\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div><span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t<\/span><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\n\t\t<\/div>\n\n\t<\/div>\n\t\n<\/div>\n\n<div class=\"block block--about margin-bottom  bg--yellow\">\n\n\t<div class=\"container container--medium spacing js-fade js-fade-in\">\n\n\t\t<h3>MORE ABOUT US?<\/h3>\n<p>Find out everything you need to know about Medienwerft &#8211; experts in customer experience &amp; e-commerce IT for over 25 years &#8211; here:<\/p>\n\n\t\t\n\t\t\t<a href=\"\/en\/about-us\/\" target=\"\" class=\"btn btn--white\">\n\t\t\t\t\u00dcber uns\t\t\t<\/a>\n\n\t\t\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--lets-connect flex flex--column  bg--white no-pad padding-bottom--big top normal bottom\">\n\n\t<div class=\"connect__banner bg--white js-fade js-fade-in\">\n\t\t<p class=\"connect__tagline\">Let&#8217;s connect<\/p>\n\n\t\t\n\t\t\t<div class=\"connect__tagline-overlay hidden--sm\">\n\t\t\t\t<div class=\"container\">\n\t\t\t\t\t<h3>DO YOU HAVE ANY QUESTIONS?<br \/>\n<span class=\"orange\">CONTACT US!<\/span><\/h3>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<\/div>\n\n\n\t\n\t<div class=\"connect__contact js-fade js-fade-in\">\n\n\t\t\n\t\t\t<div class=\"headline-replacement-sm hidden text--center\">\n\t\t\t\t<div class=\"container\">\n\t\t\t\t\t<h3>DO YOU HAVE ANY QUESTIONS?<br \/>\n<span class=\"orange\">CONTACT US!<\/span><\/h3>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t<div class=\"container\">\n\n\t\t\t\t\n\n\t\t\t\t<div class=\"flex flexgrid--gutter flex--wrap padding-top--small\">\n\t\t\t\t\t<div class=\"flex__item one-half md-one-whole\">\n\n\t\t\t\t\t\t<div class=\"flex\">\n\t\t\t\t\t\t\t<div class=\"flex__round\">\n\t\t\t\t\t\t\t\t<div class=\"object-fit-con\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/04\/frank-meier-xink-profilbild-rund-480x480.png\"\n\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/04\/frank-meier-xink-profilbild-rund.png 2x,\n\t\t\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/04\/frank-meier-xink-profilbild-rund-480x480.png 1x\"\n\t\t\t\t\t\t\t\t\t\t\talt=\"Frank Meier\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<div class=\"inner\">\n\t\t\t\t\t\t\t\t\t<p><strong>FRANK MEIER<\/strong><br \/>\nManaging Partner of Medienwerft<\/p>\n<p><a href=\"tel:+49403177990\" rel=\"nofollow\">040 317799-0<\/a><br \/>\n<a href=\"mailto:info@medienwerft.de\">info@medienwerft.de<\/a><\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t\t<a 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C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z\" fill=\"#FFF\"\/><\/g><\/svg>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"flex__item one-half md-one-whole\">\n\n\t\t\t\t\t\t<p><span data-teams=\"true\">\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 139748848,\n\t\t\t\t\t\t\t\t\tformId: \"cd85fe7a-37f1-4f9d-9009-0c8be7bd32f6\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1789049878000-8104479197\",\n\t\t\t\t\t\t\t\t\tregion: 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We rely on embedding models that use AI to convert the vectors.  <\/p>\n","protected":false},"author":31,"featured_media":57443,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","footnotes":""},"categories":[554],"tags":[551,531],"service-kategorie":[],"class_list":["post-57562","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-ai","tag-ki-en"],"acf":[],"taxonomy_info":{"category":[{"value":554,"label":"#ARTIFICIAL INTELLIGENCE"}],"post_tag":[{"value":551,"label":"ai"},{"value":531,"label":"KI"}]},"featured_image_src_large":["https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/heroimage-blog-ki-entity-resolution.webp",2560,896,false],"author_info":{"display_name":"Sophie Weegmann","author_link":"https:\/\/www.medienwerft.de\/en\/author\/sophie\/"},"comment_info":0,"category_info":[{"term_id":554,"name":"#ARTIFICIAL INTELLIGENCE","slug":"artificial-intelligence","term_group":0,"term_taxonomy_id":554,"taxonomy":"category","description":"Artificial intelligence is currently one of the hot topics. But what is behind it? How do the technologies work? And what options are there?\r\nFind out all this and more here:","parent":0,"count":18,"filter":"raw","cat_ID":554,"category_count":18,"category_description":"Artificial intelligence is currently one of the hot topics. But what is behind it? How do the technologies work? And what options are there?\r\nFind out all this and more here:","cat_name":"#ARTIFICIAL INTELLIGENCE","category_nicename":"artificial-intelligence","category_parent":0}],"tag_info":[{"term_id":551,"name":"ai","slug":"ai","term_group":0,"term_taxonomy_id":551,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":531,"name":"KI","slug":"ki-en","term_group":0,"term_taxonomy_id":531,"taxonomy":"post_tag","description":"","parent":0,"count":15,"filter":"raw"}],"_links":{"self":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/57562","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/users\/31"}],"replies":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/comments?post=57562"}],"version-history":[{"count":6,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/57562\/revisions"}],"predecessor-version":[{"id":80592,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/57562\/revisions\/80592"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/media\/57443"}],"wp:attachment":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/media?parent=57562"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/categories?post=57562"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/tags?post=57562"},{"taxonomy":"service-kategorie","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/service-kategorie?post=57562"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}