{"id":67544,"date":"2025-07-24T12:50:36","date_gmt":"2025-07-24T10:50:36","guid":{"rendered":"https:\/\/www.medienwerft.de\/?p=67544"},"modified":"2026-05-06T12:48:24","modified_gmt":"2026-05-06T10:48:24","slug":"ai-models-efficient","status":"publish","type":"post","link":"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2025\/ai-models-efficient\/","title":{"rendered":"Efficient AI Models"},"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>Use AI Models efficiently &#8211;<\/span>\n\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<span>to prevent the agent from becoming a cost trap<\/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>AI agents automate processes and save time &#8211; but large models quickly result in high operating costs. Even simple inquiries can become a cost factor in continuous operation. Only the right strategy makes artificial intelligence truly efficient.<\/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. July 2025\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 > 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.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\"><p>The trend towards using AI models for optimizing business processes continues steadily &#8211; and for good reason: It saves time, reduces costs and increases efficiency.<br \/>\nFrom the automated processing of support requests to the evaluation of order incidents and after-sales support through personalized product recommendations &#8211; AI agents are taking on more and more tasks in everyday operations.<\/p>\n<p>But despite all the enthusiasm for the possibilities of intelligent automation, one thing must not be overlooked:<br \/>\n<strong>At the end of the day, the value must outweigh the cost<\/strong>. This is because the use of generic <a href=\"\/en\/ecommerce\/2024\/llms-e-commerce\/\">Large Language Models<\/a> (LLMs) such as GPT-4, Claude or Gemini is anything but free &#8211; especially if they are operated via API connections in real time with high usage volumes.<br \/>\nEven in self-hosting operation, the demands on hardware and energy consumption increase rapidly.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--grid-2  bg--white\" id=\"block_008586973a36e8080ba93fd9f1b25bdb\">\n\n\t<div class=\"container container--small padding-top--big padding-bottom--big\">\n\n\t\t<div class=\"flex flexgrid--gutter flex--wrap normal zoom_no scroll_zoom_no m_bottom_no \">\n\n\n\t\t\t<div class=\"flex__item one-half portrait-one-whole\n\">\n\n\t\n\t\t<div class=\"grid-2-text\">\n\t\t\t\n\t\t\t\t\t\t\t<div class=\"block--headline\">\n\t\t\t\t\t<div class=\"\n\t\t\t\t\t\t\t\t\t\tleft\">\n\t\t\t\t\t\t<h2>\n\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<span>Efficiency yes &#8211;<\/span>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<span>but not at any price<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h2>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"\n\t\t\t\t\t\t\"><p>What many companies underestimate: The biggest cost traps do not arise from the initial setup of an AI system, but from its ongoing operation.<br \/>\nEvery prompt, every user request, every query in the multi-turn dialog generates token costs or GPU time &#8211; and these add up dramatically with high scaling.<\/p>\n<p><strong>Therefore,<\/strong> if you rely on AI, you must also rely on efficient AI.<\/p>\n<\/div>\n\t\t<\/div>\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n<\/div>\n\t\t\t<div class=\"flex__item one-half portrait-one-whole\n\">\n\n\t\n\t\t<div class=\"grid-2-text\">\n\t\t\t\n\t\t\t\t\t\t\t<div class=\"block--headline\">\n\t\t\t\t\t<div class=\"\n\t\t\t\t\t\t\t\t\t\tleft\">\n\t\t\t\t\t\t<h2>\n\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<span>Optimized AI agents &#8211;<\/span>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<span>for performance AND 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<\/h2>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"\n\t\t\t\t\t\t\"><p>The good news is that there are technological approaches for operating AI applications in a targeted, resource-efficient and cost-conscious manner. The FIS Group deliberately relies on its own infrastructure and development expertise &#8211; in its own data center, <a href=\"https:\/\/www.fis-gmbh.de\/en\/products-services\/ai-fis-group\/\" rel=\"nofollow noopener\">GDPR-compliant<\/a> and powerful.<\/p>\n<\/div>\n\t\t<\/div>\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n<\/div>\n\t\t<\/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\"><h3 style=\"text-align: left;\">An overview of the most efficient levers<\/h3>\n<h4><span style=\"color: #f99700;\">LEVER #1<br \/>\n<\/span>Use specially trained and quantized AI models<\/h4>\n<p>Instead of using a universal LLM for every task, it is worth looking at task-specific trained and quantized models. These models are smaller, faster and more economical to operate &#8211; with consistently good performance in the respective field of application.<br \/>\n<strong><br \/>\nExample:<\/strong><br \/>\nA quantized model such as <em>DistilBERT<\/em> or <em>TinyLLaMA<\/em>, which has been specially trained for support ticket categorization, requires only a fraction of the resources of a GPT-based model &#8211; with almost identical precision for this specific use case.<\/p>\n<p><wbr \/><\/p>\n<h4><span style=\"color: #f99700;\">LEVER #2<br \/>\n<\/span>Using lightweight transformer models without vector space overhead<\/h4>\n<p>Not every use case requires the semantic depth of a vector space model. For many tasks &#8211; such as the evaluation of simple ordering processes or the matching of standard answers &#8211; classic transformer models with a reduced architecture are absolutely sufficient.<\/p>\n<p><strong>Example:<\/strong><br \/>\nModels such as <em>FastFormer<\/em> or <em>Linformer<\/em> deliver solid results with low latency and are particularly resource-efficient &#8211; ideal for edge deployments or on-premise solutions.<\/p>\n<p><wbr \/><\/p>\n<h4><span style=\"color: #f99700;\">LEVER #3<br \/>\n<\/span>Using LoRAs for control and efficiency<\/h4>\n<p>Low-rank adaptation (LoRA) is a clever way of adjusting large language models in a targeted manner without having to completely retrain them. Only relevant parameters are changed through targeted weight adjustments &#8211; this creates an \u201cinput and output funnel\u201d that focuses the AI model on a clearly defined task.<\/p>\n<p><strong>Benefit:<\/strong><br \/>\nSpending for processing power is reduced because the \u201cthinking space\u201d of the model is smaller &#8211; at the same time, natural speech input is retained, which increases user-friendliness.<\/p>\n<p><wbr \/><br \/>\n<wbr \/><\/p>\n<h4><span style=\"color: #f99700;\">LEVER #4<br \/>\n<\/span>Human-in-the-loop as a quality anchor<\/h4>\n<p>As efficient as AI can be: Complex, risky tasks should never be fully automated. This is because AI does not make decisions &#8211; it generates probabilities. For processes that are complex to calculate, as well as for safety-relevant decisions or legal assessments, humans are irreplaceable as the final reviewer.<\/p>\n<p><strong>Result:<\/strong><br \/>\nAn efficient agent is not only fast and inexpensive &#8211; it also knows when to ask people.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--text  bg--light\">\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\"><p>&nbsp;<\/p>\n<h4><\/h4>\n<h4><span style=\"color: #f99700;\">CONCLUSION<\/span><\/h4>\n<h2><strong>Thinking efficiently about AI means thinking about profitability<\/strong><\/h2>\n<p>The use of AI agents is a game changer &#8211; but only if it is done strategically. Those who blindly rely on large models will quickly be surprised by operating costs. The future lies in modular, specialized and well-calibrated AI systems that not only perform, but can also be operated economically.<br \/>\nBecause intelligence without efficiency is waste.<\/p>\n<p><a class=\"btn\" href=\"https:\/\/www.medienwerft.de\/en\/ai\/process-optimization-with-ai-agents\/\" target=\"_blank\" rel=\"noopener\">Learn more about AI agents<\/a><\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--webinarslider   bg--light\">\n\n\t<div class=\"container container--medium padding-top--huge padding-bottom--huge\">\n\n\t\t\n\t\t<div class=\"margin-bottom relative text--center\"> \n\t\t\t<h2>Blog posts about artificial intelligence<\/h2>\n\t\t<\/div>\n\n\t\t<div class=\"overflow-hidden js-fade js-fade-in padding-bottom\">\n\n\t\t\t<div class=\"slick slick--car fancy-slider\">\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle init\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2025\/ai-models-efficient\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-agents-beitragsbild_preview-620x359.jpg\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-agents-beitragsbild_preview-800x463.jpg 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-agents-beitragsbild_preview-620x359.jpg 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-agents-beitragsbild_preview-560x324.jpg 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-agents-beitragsbild_preview-480x278.jpg 480w\" \n\t\t\t\t\t\t\t\t\talt=\"Efficient AI Models\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>Efficient AI Models<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2025\/k5-masterclass-ai-agents\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/k5-masterclass-2025-beitragsbild-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/k5-masterclass-2025-beitragsbild-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/k5-masterclass-2025-beitragsbild-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/k5-masterclass-2025-beitragsbild-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/k5-masterclass-2025-beitragsbild-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"K5 Masterclass: AI Agents\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>K5 Masterclass: AI Agents<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2025\/ai-in-e-commerce\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/03\/blogbeitrag-ki-nutzen-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/03\/blogbeitrag-ki-nutzen-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/03\/blogbeitrag-ki-nutzen-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/03\/blogbeitrag-ki-nutzen-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/03\/blogbeitrag-ki-nutzen-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"AI in E-Commerce\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>AI in E-Commerce<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2025\/visual-search-segmentation-models\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-segmentierung-visual-search-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-segmentierung-visual-search-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-segmentierung-visual-search-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-segmentierung-visual-search-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-segmentierung-visual-search-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"Visual Search Segmentation Models\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>Visual Search Segmentation Models<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2024\/recommendation-engine-ai\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-ki-recommendation-engines-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-ki-recommendation-engines-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-ki-recommendation-engines-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-ki-recommendation-engines-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-ki-recommendation-engines-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"Recommendation Engine AI\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>Recommendation Engine AI<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2024\/ai-entity-resolution\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-ki-entity-resolution-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-ki-entity-resolution-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-ki-entity-resolution-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-ki-entity-resolution-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/09\/blogbeitrag-ki-entity-resolution-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"AI Entity resolution\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>AI Entity resolution<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/market-innovation\/2024\/ai-embedding-models\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/08\/blogbeitrag-ki-embedding-modelle-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/08\/blogbeitrag-ki-embedding-modelle-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/08\/blogbeitrag-ki-embedding-modelle-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/08\/blogbeitrag-ki-embedding-modelle-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/08\/blogbeitrag-ki-embedding-modelle-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"AI embedding models\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>AI embedding models<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/ai-master-data\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag_ki_stammdatenaufbereitung-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag_ki_stammdatenaufbereitung-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_stammdatenaufbereitung-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_stammdatenaufbereitung-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag_ki_stammdatenaufbereitung-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"AI MASTER DATA PREPARATION\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>AI MASTER DATA PREPARATION<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/ai-visual-search\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag-ki-bildersuche-620x359.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-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/07\/blogbeitrag-ki-bildersuche-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"AI Visual Search\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>AI Visual Search<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/llms-e-commerce\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/06\/blogbeitrag-ki-llm-e-commerce-620x359.jpg\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/06\/blogbeitrag-ki-llm-e-commerce-800x463.jpg 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/06\/blogbeitrag-ki-llm-e-commerce-620x359.jpg 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/06\/blogbeitrag-ki-llm-e-commerce-560x324.jpg 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/06\/blogbeitrag-ki-llm-e-commerce-480x278.jpg 480w\" \n\t\t\t\t\t\t\t\t\talt=\"LLMs in e-commerce\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>LLMs in e-commerce<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t<div class=\"flex flex--middle hidden\">\n\n\t\t\t\t\t\t<div class=\"slick--cases__inner slick--carousel__inner\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/rag-ai\/\">\n\t\t\t\t\t\t\t\t<span class=\"ofc\"><span>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/05\/blogbeitrag-ki-rag-620x359.webp\" \n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/05\/blogbeitrag-ki-rag-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/05\/blogbeitrag-ki-rag-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/05\/blogbeitrag-ki-rag-560x324.webp 560w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/05\/blogbeitrag-ki-rag-480x278.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"RAG AI\" sizes=\"(min-width:801px) 365px, (min-width:481px) and (max-width:800px) 50vw, 100vw\" loading=\"lazy\">\n\t\t\t\t\t\t\t\t<\/span><\/span>\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t<h3>RAG AI<\/h3>\n\t\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t<span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"text--center\">\n\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/blog\/\" target=\"\" class=\"btn btn--white-2 \n\t\t\t\t\t\t\t\t\t\t\">Further Blog posts<\/a>\n\t\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\n\t<\/div>\n\t\n<\/div>\n\n<div class=\"block block--text  bg--light\">\n\n\t<div class=\"container container--small padding-top--big no-pad\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2 style=\"text-align: center;\">Using AI efficiently: Answers to frequently asked questions<\/h2>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n\n<div class=\"block block--accordion  bg--light c-black bg-white\" id=\"block_946d2944c0e6ba372f6d538b3f06551b\">\n\n\t<div class=\"container container--medium padding-top padding-bottom--big \">\n\n\t\t\n\t\t\t<div class=\"accordion js-fade js-fade-in\">\n\n\t\t\t\t<button class=\"accordion__opener\" id=\"xxx-1-label\" aria-controls=\"xxx-1-content\" aria-expanded=\"false\">\n\t\t\t\t\tWhy are smaller, task-specific models more efficient than large LLMs?\t\t\t\t<\/button>\n\t\t\t\t<div class=\"accordion__content\" id=\"xxx-1-content\"\n\t\t\t\t\taria-labelledby=\"xxx-1-label\">\n\t\t\t\t\t<p>Smaller models such as DistilBERT or TinyLLaMA are trained for specific tasks and require <strong>significantly fewer computing resources<\/strong>. For a clearly defined use case, they deliver comparable results to large, generic LLMs <strong>at a lower cost<\/strong>.<\/p>\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\n\t\t\t<div class=\"accordion js-fade js-fade-in\">\n\n\t\t\t\t<button class=\"accordion__opener\" id=\"xxx-2-label\" aria-controls=\"xxx-2-content\" aria-expanded=\"false\">\n\t\t\t\t\tWas ist LoRA und wie hilft es bei der Effizienzsteigerung von KI-Modellen?\t\t\t\t<\/button>\n\t\t\t\t<div class=\"accordion__content\" id=\"xxx-2-content\"\n\t\t\t\t\taria-labelledby=\"xxx-2-label\">\n\t\t\t\t\t<p>LoRA (Low-Rank Adaptation) only <strong>adapts selected parts<\/strong> of a model instead of completely retraining it. This allows an AI model to <strong>focus on a specific task<\/strong>, which reduces both computing power and energy consumption.<\/p>\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\n\t\t\t<div class=\"accordion js-fade js-fade-in\">\n\n\t\t\t\t<button class=\"accordion__opener\" id=\"xxx-3-label\" aria-controls=\"xxx-3-content\" aria-expanded=\"false\">\n\t\t\t\t\tWhat are the biggest challenges when using AI in companies?\t\t\t\t<\/button>\n\t\t\t\t<div class=\"accordion__content\" id=\"xxx-3-content\"\n\t\t\t\t\taria-labelledby=\"xxx-3-label\">\n\t\t\t\t\t<p>Many companies rely on large models in general, without a clear efficiency strategy. This results in typical challenges:<\/p>\n<p><strong>1. Unnecessarily complex models for simple tasks<\/strong> &#8211; Instead of lean solutions, oversized models are used, which wastes resources.<br \/>\n<strong>2. Lack of cost control during operation<\/strong> &#8211; without monitoring or limits, models run inefficiently or cause unnecessarily high cloud costs.<br \/>\n<strong>3. No strategic model selection or modularization<\/strong> &#8211; there is a lack of planning as to which model is used for what and how flexibly components can be replaced.<\/p>\n<p><strong>Our impulse:<\/strong><br \/>\nA targeted AI strategy begins with the selection of efficient models for the respective use case. Small, specialized models are often faster, cheaper and easier to maintain. Modularization creates scalability and adaptability, while cost controlling ensures that the benefits are in proportion to the costs.<\/p>\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\n\t\t\t<div class=\"accordion js-fade js-fade-in\">\n\n\t\t\t\t<button class=\"accordion__opener\" id=\"xxx-4-label\" aria-controls=\"xxx-4-content\" aria-expanded=\"false\">\n\t\t\t\t\tHow can AI specifically contribute to increasing efficiency in the company?\t\t\t\t<\/button>\n\t\t\t\t<div class=\"accordion__content\" id=\"xxx-4-content\"\n\t\t\t\t\taria-labelledby=\"xxx-4-label\">\n\t\t\t\t\t<p>AI automates recurring processes, reduces manual effort and speeds up response times &#8211; <strong>e.g. in support, order processing or customer service.<\/strong> The precondition is targeted and scalable use with clear benefits.<\/p>\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\n\t<\/div>\n\n<\/div>\n\n<style>\n\t\t<\/style>\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\/cx\/2025\/b2b-portals-webinar\/\" 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\/2025\/07\/business-portale-im-kundenservice-blog-preview-800x494-2-1-480x296.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/business-portale-im-kundenservice-blog-preview-800x494-2-1.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/business-portale-im-kundenservice-blog-preview-800x494-2-1-620x383.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/business-portale-im-kundenservice-blog-preview-800x494-2-1-620x383.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"B2B-Portale Business Portale im Kundenservice Webinar Blog\" \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#CUSTOMER EXPERIENCE\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>B2B Portals Webinar<\/h3>\n\t\t\t\t\t\t\t\t<p>In an Expert Talk, Yanik Kurzawski, SAP Consultant at FIS in the Service division, and Adrian Stern, Senior UX Designer at Medienwerft, explain how innovative B2B portals function as a central Single Point of Truth, what advantages they offer, and what challenges need to be overcome during implementation.<\/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\/ai\/ai-in-e-commerce\/\" 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\/2025\/09\/preview-ki-ecommerce-480x296.webp\" srcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/09\/preview-ki-ecommerce.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/09\/preview-ki-ecommerce-620x383.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/09\/preview-ki-ecommerce-620x383.webp 480w\" alt=\"-\" sizes=\"(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\n\t\t\t\t\t\t\t\t<h3>AI in E-Commerce<\/h3>\n\t\t\t\t\t\t\t\t<p>Modern AI solutions can not only automate processes, but also better understand customer needs and personalize services. We show you how you can use your data profitably with AI and automation. <\/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\/news\/2025\/big-bang-ai-festival\/\" 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\/2025\/07\/ki-big-bang-festival-2025-beitragsbild-480x278.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-big-bang-festival-2025-beitragsbild-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-big-bang-festival-2025-beitragsbild-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-big-bang-festival-2025-beitragsbild-620x359.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"Big Bang KI Festival 2025 preview\" \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>Big Bang AI Festival 2025<\/h3>\n\t\t\t\t\t\t\t\t<p>Europe&#8217;s largest AI festival meets Europe&#8217;s largest software provider &#8211; and we, Medienwerft as part of the FIS Group, are in the thick of it! On September 10 and 11, 2025, Berlin will become the hotspot of artificial intelligence when the BIG BANG AI FESTIVAL shapes the future.<\/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--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 href=\"https:\/\/www.linkedin.com\/in\/frank-meier-843099a\/\" target=\"_blank\" class=\"connect__linkedin\" rel=\"nofollow noopener\">\n\t\t\t\t\t\t\t\t\t\t\t\t<svg height=\"72\" viewBox=\"0 0 72 72\" width=\"72\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><g fill=\"none\"><path d=\"M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z\" fill=\"#007EBB\"\/><path d=\"M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 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-1786738999000-7394279831\",\n\t\t\t\t\t\t\t\t\tregion: \"eu1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1786738999000-7394279831\"><\/div><\/span><\/p>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\n\t\t\n\t<\/div>\n\n<\/div>","protected":false},"excerpt":{"rendered":"<p>AI agents automate processes and save time &#8211; but only the right strategy makes artificial intelligence truly efficient. Get to know the right levers here.<\/p>\n","protected":false},"author":2,"featured_media":67838,"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":[531],"service-kategorie":[],"class_list":["post-67544","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-ki-en"],"acf":[],"taxonomy_info":{"category":[{"value":554,"label":"#ARTIFICIAL INTELLIGENCE"}],"post_tag":[{"value":531,"label":"KI"}]},"featured_image_src_large":["https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/ki-agents-hero-desktop.webp",2560,896,false],"author_info":{"display_name":"Emma Speicher","author_link":"https:\/\/www.medienwerft.de\/en\/author\/emma\/"},"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":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\/67544","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\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/comments?post=67544"}],"version-history":[{"count":15,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/67544\/revisions"}],"predecessor-version":[{"id":80567,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/67544\/revisions\/80567"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/media\/67838"}],"wp:attachment":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/media?parent=67544"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/categories?post=67544"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/tags?post=67544"},{"taxonomy":"service-kategorie","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/service-kategorie?post=67544"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}