{"id":1378,"date":"2025-11-26T08:38:22","date_gmt":"2025-11-26T08:38:22","guid":{"rendered":"https:\/\/www.9senses.ai\/?page_id=1378"},"modified":"2026-08-05T15:04:06","modified_gmt":"2026-08-05T15:04:06","slug":"customer-interaction","status":"publish","type":"page","link":"https:\/\/www.9senses.ai\/de\/customer-interaction\/","title":{"rendered":"Kundeninteraktion"},"content":{"rendered":"<div class=\"et_pb_section_0 et_pb_section et_section_regular et_block_section preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_row_0 et_pb_row et_pb_row_3-4_1-4 et_block_row et_block_row_3-4_1-4 ns-hdr preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_0 et_pb_column et_pb_column_3_4 et_block_column et_pb_css_mix_blend_mode_passthrough preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_code_0 et_pb_code et_pb_module preset--group--divi-code--divi-box-shadow--default\"><div class=\"et_pb_code_inner\"><style>.ns-emboss{background-color:rgba(255,255,255,0.075)!important;box-shadow:inset 0 10px 16px -10px rgba(255,255,255,0.12),inset 10px 0 16px -10px rgba(255,255,255,0.08),inset 0 -10px 16px -10px rgba(0,0,0,0.30),inset -10px 0 16px -10px rgba(0,0,0,0.22)!important}.ns-aixblock{padding:clamp(16px,1.6vw,22px) 18px clamp(12px,1.2vw,16px) 18px!important}.et_pb_row:has(>.et_pb_column>.ns-aixblock),.et_pb_row:has(.ns-aixblock){margin-top:36px!important}.ns-aixblock+*{margin-top:36px!important}\/* Module spacing comes from the module rhythm, never from a flex gap on the column. *\/.ns-panel .et_pb_column,.ns-tabset .et_pb_column:not(.hovergroup){row-gap:0!important;column-gap:0!important}\/* A row that carries only code modules is machinery, not content: it takes no space. *\/body:not(.ns-vb-canvas):not([class*=\"et-fb\"]):not([class*=\"et_fb\"]):not(:has(#et-fb-app-body-root)) .et_pb_row:has(.et_pb_code):not(:has(.et_pb_text)):not(:has(.et_pb_image)):not(:has(.et_pb_blurb)):not(:has(.et_pb_number_counter)):not(:has(.ns-aix)){display:none!important}.ns-panel.ns-panel .ns-tab-lead+.et_pb_module{margin-top:0!important}.ns-panel .et_pb_number_counter{display:block!important}.ns-panel .et_pb_number_counter .percent{font-size:inherit!important;line-height:1.2em!important;margin:0!important}.et_pb_section:has(.ns-aixblock) .et_pb_text .et_pb_text_inner{max-width:700px}.ns-panel .et_pb_number_counter .percent p{font-family:'Special Elite',fantasy!important;font-weight:400!important;color:#58A7F9!important;font-size:clamp(44px,4.5vw,72px)!important;line-height:1.1em!important;margin:0!important}.ns-panel.ns-panel>.et_pb_row:first-of-type>.et_pb_column:last-child:not(:first-child):not(:has(.et_pb_module)){background-color:transparent!important;box-shadow:none!important}.ns-panel .et_pb_number_counter h3.title{font-family:'Special Elite',fantasy!important;font-weight:400!important;color:#58A7F9!important;font-size:18px!important;line-height:1.3em!important;padding:0!important;margin:8px 0 0 0!important}.ns-panel .et_pb_number_counter{height:100%!important;box-sizing:border-box!important}.ns-aixblock .ns-aix{padding-top:0!important;padding-bottom:0!important}.ns-aixblock [class*='-body']{height:388px!important;min-height:0!important}.ns-hdr .et_pb_text_inner p{max-width:700px}.ns-panel.ns-panel>.et_pb_row:first-of-type{padding-left:32px!important;padding-right:32px!important}.ns-panel.ns-panel>.et_pb_row:not(:first-of-type){padding-left:14px!important;padding-right:14px!important}.ns-norail.ns-norail>.et_pb_row:first-of-type>.et_pb_column:last-child{background-color:transparent!important;background:none!important}.ns-panel.ns-panel>.et_pb_row>.et_pb_column:first-child:last-child{padding-left:0!important;padding-right:0!important}<\/style><\/div><\/div>\n<div class=\"et_pb_text_0 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--group--divi-text--divi-box-shadow--default preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h4>Improving customer experiences and services<\/h4>\n<\/div><\/div>\n<div class=\"et_pb_text_1 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--group--divi-text--divi-box-shadow--default preset--module--divi-text--869c8dc6-4bb9-4c4d-9fe4-dd172413ccd5\"><div class=\"et_pb_text_inner\"><h1 style=\"text-align: left;\">Customer Interaction<\/h1>\n<\/div><\/div>\n\n<div class=\"et_pb_text_2 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>Understanding and interacting effectively with customers is one of the critical elements of a company\u2019s success. It ranges from understanding their needs and preferences to prioritizing which customer segments to focus on, and extends across all interactions - from the first sales contact to after-sales support. All touchpoints share one common risk: mistakes can result in significant opportunity costs in the form of profits never made.<\/p>\n<p>AI tools can be great helpers in these efforts. If applied well, solid machine learning approaches can find the hidden gems in a large customer database, identify the potential needs of those customers, and guide them to buy more products with higher profitability. Then, using Natural Language Processing (NLP) tools can greatly improve sales conversion rates, reduce customer service efforts and increase customer satisfaction and retention.<\/p>\n<p>Unfortunately, in many cases, AI-based customer analysis and interactions are implemented with the opposite effect, where customer analysis data generated by an AI-powered black box creates results far inferior to human analysis. The biggest problems, however, are created by AI-driven interactions: most of us have already experienced AI chatbots that were the opposite of helpful. This is also evident in our <a href=\"\/chatbot-audit\/\">AI chatbot audits<\/a>, which highlight substantial room for improvement in many implementations.<\/p>\n<p>Below, you find more information on examples of customer-focused AI and its potential. Each reveals more details when you click them. And: please feel free to <a href=\"\/customer-interaction\/#contact\">reach out to us to learn how we can help you use these technologies!<\/a><\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_1 et_pb_column et_pb_column_1_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_code_1 et_pb_code et_pb_module preset--group--divi-code--divi-box-shadow--default\"><div class=\"et_pb_code_inner\"><div class=\"ns-vmap-editor-note\" style=\"position:relative;width:100%;overflow:hidden;aspect-ratio:5\/4;max-height:230px;\"><div style=\"position:absolute;inset:0;display:flex;align-items:center;justify-content:center;pointer-events:none\"><div style=\"padding:10px 12px;border:1px dashed rgba(170,180,205,.55);border-radius:6px;color:#8a93a6;font:600 12px\/1.4 sans-serif;background:rgba(8,13,25,.46)\"><div style=\"margin-bottom:6px\">Vector map \u2014 Main<\/div><code style=\"display:inline-block;padding:3px 6px;border-radius:4px;background:rgba(127,140,170,.12);color:inherit\"><div class=\"ns-vmap-editor-note\" style=\"position:relative;width:100%;overflow:hidden;aspect-ratio:5\/4;max-height:230px;\"><div style=\"position:absolute;inset:0;display:flex;align-items:center;justify-content:center;pointer-events:none\"><div style=\"padding:10px 12px;border:1px dashed rgba(170,180,205,.55);border-radius:6px;color:#8a93a6;font:600 12px\/1.4 sans-serif;background:rgba(8,13,25,.46)\"><div style=\"margin-bottom:6px\">Vector map \u2014 Main<\/div><code style=\"display:inline-block;padding:3px 6px;border-radius:4px;background:rgba(127,140,170,.12);color:inherit\">[ninesenses_vectormap #1]<\/code><div style=\"margin-top:6px;font-weight:400\">Max height: 230px. Preview on the live page.<\/div><\/div><\/div><\/div><\/code><div style=\"margin-top:6px;font-weight:400\">Max height: 230px. Preview on the live page.<\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_1 et_pb_section et_section_regular et_block_section ns-block ns-tabset preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--hsj9uxo--default\" style=\"max-width:1080px;margin-left:auto;margin-right:auto\">\n<div class=\"et_pb_row_1 et_pb_row et_pb_row_4col et_pb_gutters3 et_block_row et_block_row_4col ns-tiles preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_2 et_pb_column et_pb_column_1_4 et_flex_column et_pb_css_mix_blend_mode_passthrough et-interaction-target-gkxi452grd hovergroup preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"pck67o4xxc\" data-interaction-target=\"gkxi452grd\" id=\"trigger-chatbots\">\n<div class=\"et_pb_blurb_0 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_pb_module et_block_module preset--group--divi-blurb--divi-box-shadow--default preset--group--divi-blurb--divi-font-body--h19rs5u--7p5s44libg preset--group--divi-blurb--divi-sizing--hsj9uxo--default\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Chatbots<\/h3><div class=\"et_pb_blurb_description\"><p style=\"text-align: justify;\">A chatbot on your website that helps prospects and customers is available 24\/7 and has access to all the relevant knowledge.<\/p>\n<\/div><\/div><\/div><\/div>\n\n<div class=\"et_pb_icon_0 et_pb_icon et_pb_module et_flex_module preset--group--divi-icon--divi-box-shadow--default preset--module--divi-icon--tzlxoly2w0\"><span class=\"et_pb_icon_wrap\"><span class=\"et-pb-icon\">3<\/span><\/span><\/div>\n<\/div>\n\n<div class=\"et_pb_column_3 et_pb_column et_pb_column_1_4 et_flex_column et_pb_css_mix_blend_mode_passthrough hovergroup preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"pck67o4xxc\" id=\"trigger-call-centers\">\n<div class=\"et_pb_blurb_1 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_pb_module et_block_module preset--group--divi-blurb--divi-box-shadow--default preset--group--divi-blurb--divi-font-body--h19rs5u--7p5s44libg preset--group--divi-blurb--divi-sizing--hsj9uxo--default\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Call Centers<\/h3><div class=\"et_pb_blurb_description\"><p style=\"text-align: justify;\"><span>Supporting or fully automating voice-based custo\u00admer inter\u00adactions is an area where carefully designed AI can play a major role.<\/span><\/p>\n<\/div><\/div><\/div><\/div>\n\n<div class=\"et_pb_icon_1 et_pb_icon et_pb_module et_flex_module preset--group--divi-icon--divi-box-shadow--default preset--module--divi-icon--tzlxoly2w0\"><span class=\"et_pb_icon_wrap\"><span class=\"et-pb-icon\">3<\/span><\/span><\/div>\n<\/div>\n\n<div class=\"et_pb_column_4 et_pb_column et_pb_column_1_4 et_flex_column et_pb_css_mix_blend_mode_passthrough hovergroup preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"pck67o4xxc\" id=\"trigger-customer-care\">\n<div class=\"et_pb_blurb_2 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_pb_module et_block_module preset--group--divi-blurb--divi-box-shadow--default preset--group--divi-blurb--divi-font-body--h19rs5u--7p5s44libg preset--group--divi-blurb--divi-sizing--hsj9uxo--default\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Customer Care and Services<\/h3><div class=\"et_pb_blurb_description\"><p style=\"text-align: justify;\"><span>Fully or partially auto-mating\u00ad front-facing work\u00ad\u00adflows\u00ad improve customer experiences and reduces cost.<\/span><\/p>\n<\/div><\/div><\/div><\/div>\n\n<div class=\"et_pb_icon_2 et_pb_icon et_pb_module et_flex_module preset--group--divi-icon--divi-box-shadow--default preset--module--divi-icon--tzlxoly2w0\"><span class=\"et_pb_icon_wrap\"><span class=\"et-pb-icon\">3<\/span><\/span><\/div>\n<\/div>\n\n<div class=\"et_pb_column_5 et_pb_column et_pb_column_1_4 et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough hovergroup preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"pck67o4xxc\" id=\"trigger-customer-insights\">\n<div class=\"et_pb_blurb_3 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_pb_module et_block_module preset--group--divi-blurb--divi-box-shadow--default preset--group--divi-blurb--divi-font-body--h19rs5u--7p5s44libg preset--group--divi-blurb--divi-sizing--hsj9uxo--default\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Customer Insights<\/h3><div class=\"et_pb_blurb_description\"><p style=\"text-align: justify;\"><span>Understanding and prioritizing your customers better, finding opportu\u00adni\u00adties and detecting fraud helps to better focus business effort.<\/span><\/p>\n<\/div><\/div><\/div><\/div>\n\n<div class=\"et_pb_icon_3 et_pb_icon et_pb_module et_flex_module preset--group--divi-icon--divi-box-shadow--default preset--module--divi-icon--tzlxoly2w0\"><span class=\"et_pb_icon_wrap\"><span class=\"et-pb-icon\">3<\/span><\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"et_pb_row_2 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div 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mid-paragraph-flow, so nothing gave one a\n   top margin, and its 6-8px bottom margin left the heading detached from the\n   text it introduces. A sub-heading needs a clear break above and a smaller,\n   deliberate gap below, or it floats between the two paragraphs. *\/\n.et_pb_text p+h2,.et_pb_text p+h3,.et_pb_text p+h4{margin-top:var(--ns-sp-6)!important;margin-bottom:var(--ns-sp-2)!important}\n.et_pb_text blockquote{margin:var(--ns-sp-6) 0 var(--ns-sp-1) 0!important}<\/style><script>(function(){if(window.nsFaq)return;var D=820;\nfunction box(d){return d.querySelector('.ns-faq-a');}\nfunction shut(d){var a=box(d);if(!a)return;a.style.maxHeight=a.scrollHeight+'px';void a.offsetHeight;a.style.maxHeight='0px';setTimeout(function(){d.open=false;},D);}\nfunction show(d){var a=box(d);if(!a)return;d.open=true;a.style.maxHeight='0px';void a.offsetHeight;a.style.maxHeight=a.scrollHeight+'px';setTimeout(function(){if(d.open)a.style.maxHeight='none';},D);}\nfunction init(){[].slice.call(document.querySelectorAll('.ns-faq')).forEach(function(f){\nvar ds=[].slice.call(f.querySelectorAll('details'));\nds.forEach(function(d){var s=d.querySelector('summary');if(!s)return;\ns.addEventListener('click',function(e){e.preventDefault();\nif(d.open){shut(d);return;}\nds.forEach(function(o){if(o!==d&&o.open)shut(o);});show(d);});});});}\nwindow.nsFaq=init;if(document.readyState==='loading'){document.addEventListener('DOMContentLoaded',init);}else{init();}})();<\/script><\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_2 et_pb_section et_section_regular et_flex_section et-interaction-target-148lql5tv6 ns-panel ns-norail preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--hsj9uxo--default\" data-interaction-target=\"148lql5tv6\" id=\"chatbots\">\n<div class=\"et_pb_row_3 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_7 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone et_flex_column_24_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n\n\n<div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>They are springing up like mushrooms on many websites, those little boxes on the lower right corner offering instant help by an \"AI Assistant\". And the idea is indeed fascinating: an electronic employee that is available 24\/7, never gets tired and knows more than even the most experienced sales or customer care person. On top of that it can eliminate workload on employees, reduce wait times and provide answers much faster than a human could.<\/p>\n<p>In most cases, as we all experience when trying out those AI bots, they fail at very mundane tasks and are plagued by many of the problems inherent to Natural Language Processing. The <a href=\"\/9senses-chatbot-audit\/\">Chatbot Audit developed by 9senses<\/a> shows that many bots do not even get close to exploring their potential.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_4 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h3>Benefits of a good chatbot<\/h3>\n<p>A well-designed chatbot can create big benefits, driving sales and customer satisfaction up, while decreasing labor cost for sales and customer service employees. Below are a few key numbers from various studies evaluating key benefits.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_8 et_pb_column et-last-child et_flex_column et_pb_column_empty et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_6_24_tablet et_flex_column_6_24_phone et_flex_column_6_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_4 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_9 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_12_24_tablet et_flex_column_24_24_phone et_flex_column_12_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_number_counter_0 et_pb_number_counter et_pb_bg_layout_light et_pb_text_align_center et_pb_with_title et_pb_module et_flex_module preset--group--divi-number-counter--divi-box-shadow--default\"><div class=\"percent\"><p><span class=\"percent-value\"><\/span><span class=\"percent-sign\">%<\/span><\/p><\/div><h3 class=\"title\">reduction in resolution time<\/h3><\/div>\n<\/div>\n\n<div class=\"et_pb_column_10 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_12_24_tablet et_flex_column_24_24_phone et_flex_column_12_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_number_counter_1 et_pb_number_counter et_pb_bg_layout_light et_pb_text_align_center et_pb_with_title et_pb_module et_flex_module preset--group--divi-number-counter--divi-box-shadow--default\"><div class=\"percent\"><p><span class=\"percent-value\"><\/span><span class=\"percent-sign\">%<\/span><\/p><\/div><h3 class=\"title\">reduction in customer service minutes<\/h3><\/div>\n<\/div>\n\n<div class=\"et_pb_column_11 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_12_24_tablet et_flex_column_24_24_phone et_flex_column_12_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_number_counter_2 et_pb_number_counter et_pb_bg_layout_light et_pb_text_align_center et_pb_with_title et_pb_module et_flex_module preset--group--divi-number-counter--divi-box-shadow--default\"><div class=\"percent\"><p><span class=\"percent-value\"><\/span><span class=\"percent-sign\">%<\/span><\/p><\/div><h3 class=\"title\">increase in direct sales conversions<\/h3><\/div>\n<\/div>\n\n<div class=\"et_pb_column_12 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_12_24_tablet et_flex_column_24_24_phone et_flex_column_12_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_number_counter_3 et_pb_number_counter et_pb_bg_layout_light et_pb_text_align_center et_pb_with_title et_pb_module et_flex_module preset--group--divi-number-counter--divi-box-shadow--default\"><div class=\"percent\"><p><span class=\"percent-value\"><\/span><span class=\"percent-sign\">%<\/span><\/p><\/div><h3 class=\"title\">increase in customer satisfaction<\/h3><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_3 et_pb_section et_section_regular et_block_section et-interaction-target-zp4laytae8 ns-panel ns-norail preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--hsj9uxo--default\" data-interaction-target=\"zp4laytae8\" id=\"call-centers\">\n<div class=\"et_pb_row_5 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_13 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone et_flex_column_24_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n\n\n<div class=\"et_pb_text_5 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>Adding AI-based interactions to phone-based services can also significantly improve both revenue and customer satisfaction, particularly when it comes to intent recognition and distribution of calls. Compared to chatbots, the implementation paths are similar, while the challenges are vastly different.<\/p>\n<p>First and foremost, automated call flows almost always need the potential for a human escalation path and thus must be integrated with call center solutions that can transfer to a human. Often, AI-driven call management is most successful once it excels at intention detection and directing calls into the correct pipeline - be this an automated response solving a problem, a redirection to a human agent, or a dedicated customer care and service workflow that may be fully or partially AI-supported.<\/p>\n<p>Then, there are the challenges that exist far less in text-based interactions. Understanding dialects, non-native speakers, filtering background noises or dealing with bad voice line quality can negatively impact conversations, and needs clear exit paths, making the design of call center interactions more challenging.<\/p>\n<p>And last, but not least, we have rarely ever seen pure AI solutions in successful call center applications, most are hybrid approaches, where AI-driven Natural Language Processing is heavily used in intent recognition and output generation, while many of the workflows are supported by logic and rules. Finding this balance is the most important element of successful call center implementations.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_14 et_pb_column et-last-child et_flex_column et_pb_column_empty et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_6_24_tablet et_flex_column_6_24_phone et_flex_column_6_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_4 et_pb_section et_section_regular et_block_section et-interaction-target-eemywnf7z8 ns-panel ns-norail preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--hsj9uxo--default\" data-interaction-target=\"eemywnf7z8\" id=\"customer-care\">\n<div class=\"et_pb_row_6 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_15 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone et_flex_column_24_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n\n\n<div class=\"et_pb_text_6 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>AI-supported customer care solutions help streamline service and support processes, deliver consistent, high-quality responses across channels - while reducing operational costs and response times. For simple requests, they are already capable of handling them completely independently.<\/p>\n<p>Often, these services are integrated into chatbots and call center solutions, sometimes they are only implemented in the backend processing of inputs received on traditional pathways, e.g. through letters or online forms.<\/p>\n<p>The key differentiator is that these implementations are almost never plain AI solutions based on Machine Learning, but rather hybrid systems that combine the ease of using normal language in interactions (e.g. compared to filling a complicated long form) with strict and well-tested business logic that then turns the inputs into actionable business workflows with a tangible outcome, a service process completed with all feedback and audit checks, a\u00a0 satisfied customer, and - if possible - limited to no involvement of humans in simple and boring tasks that consume time.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_16 et_pb_column et-last-child et_flex_column et_pb_column_empty et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_6_24_tablet et_flex_column_6_24_phone et_flex_column_6_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_5 et_pb_section et_section_regular et_block_section et-interaction-target-lytn2a921g ns-panel ns-norail preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--hsj9uxo--default\" data-interaction-target=\"lytn2a921g\" id=\"customer-insights\">\n<div class=\"et_pb_row_7 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_17 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone et_flex_column_24_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n\n\n<div class=\"et_pb_text_7 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">Understanding your customers at a deeper level is the foundation of sustainable growth. Data-driven customer insights reveal behavioral patterns, unmet needs, and value drivers that often remain hidden in complex data environments. AI-powered analytics enable companies to act on this data in ways that were previously out of reach. Typical applications include:<\/p>\n<ul>\n<li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><strong>Customer segmentation<\/strong> - moving beyond basic demographics to behavioral and value-based clusters that allow truly targeted engagement.<\/li>\n<li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><strong>Churn prediction<\/strong> - identifying customers at risk of leaving before they do, enabling timely and personalized retention measures.<\/li>\n<li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><strong>Next-best-action and offer optimisation<\/strong> - using purchase history, browsing behaviour, and contextual signals to guide customers toward products and services most relevant to them.<\/li>\n<li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><strong>Fraud detection<\/strong> - identifying anomalous patterns in real time to protect both the business and its customers.<\/li>\n<li class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><strong>Lifetime value modelling<\/strong> - prioritizing effort and investment toward the customers and segments with the highest long-term potential.<\/li>\n<\/ul>\n<p>What these applications share is a dependence on clean, well-structured data and thoughtful model design. A segmentation model built on poor data will produce poor segments - and acting on them can be worse than acting on intuition alone.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">For a deeper look at the data foundations that make reliable customer insights possible - including data pipelines, knowledge management, and analytics architecture - visit our<a href=\"\/data-and-knowledge-management\/\"> Data and Knowledge Management page.<\/a><\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_18 et_pb_column et-last-child et_flex_column et_pb_column_empty et_pb_css_mix_blend_mode_passthrough et_flex_column_6_24 et_flex_column_6_24_tablet et_flex_column_6_24_phone et_flex_column_6_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_6 et_pb_section et_section_regular et_block_section preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_row_8 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_19 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone et_flex_column_24_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_text_8 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><h3>Setting up customer interactions successfully<\/h3>\n<p><strong data-start=\"1656\" data-end=\"1762\">Successfully setting up customer-facing AI <\/strong>- irrespective of it being a chatbot, call center automations or service workflows - <strong data-start=\"1656\" data-end=\"1762\">requires structured planning, iteration, and ongoing refinement. <\/strong>Like training and coaching a new employee is essential, even advanced out-of-the-box systems need significant tuning before they reliably serve customers and support business goals. The most effective implementations define clear objectives, prototype rigorously, implement with governance in mind, and continuously test and improve responses.<\/p>\n<\/div><\/div>\n\n\n\n<\/div>\n<\/div>\n<div class=\"et_pb_row_9 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_20 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone et_flex_column_24_24_tabletWide ns-emboss ns-aixblock preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_code_3 et_pb_code et_pb_module preset--group--divi-code--divi-box-shadow--default\"><div class=\"et_pb_code_inner\">\t<div id=\"ns-aix-genai-1\" class=\"ns-aix ns-aix-genai ns-aix-horizontal\" data-topic=\"genai\" data-layout=\"horizontal\" data-step=\"0\" data-interval=\"7000\" data-autoplay=\"1\" role=\"region\" aria-label=\"From idea to a reliable AI assistant\" style=\"--ns-aix-accent:#58a7f9;--ns-aix-secondary:#2b6cb0;--ns-aix-ink:#D6D6D6\">\n\t\t<header class=\"ns-aix-head ns-aix-genai-head\">\n\t\t\t\t\t\t<h3 class=\"ns-aix-title\">From idea to a reliable AI assistant<\/h3>\n\t\t\t<p class=\"ns-aix-intro\">Good customer-facing AI is not bought, it is built and then supervised. The first four steps happen once, before launch. From the moment it goes live, the last three repeat - forever.<\/p>\t\t<\/header>\n\t\t<div class=\"ns-aix-genai-navwrap\">\n\t\t\t<ol class=\"ns-aix-genai-steps\" role=\"tablist\" aria-label=\"Generative AI delivery steps\">\n\t\t\t\t\t\t\t<li role=\"presentation\"><button id=\"ns-aix-genai-1-tab-0\" type=\"button\" class=\"ns-aix-genai-step ns-on\" data-step=\"0\" role=\"tab\" aria-selected=\"true\" aria-controls=\"ns-aix-genai-1-panel-0\" tabindex=\"0\">\n\t\t\t\t\t<span class=\"ns-aix-genai-step-num\">01<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-label\">Business &amp; Use Cases<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 24 24\"><circle cx=\"12\" cy=\"12\" r=\"8\"\/><circle cx=\"12\" cy=\"12\" r=\"3\"\/><\/svg><\/span>\n\t\t\t\t<\/button><\/li>\n\t\t\t\t\t\t\t<li role=\"presentation\"><button id=\"ns-aix-genai-1-tab-1\" type=\"button\" class=\"ns-aix-genai-step\" data-step=\"1\" role=\"tab\" aria-selected=\"false\" aria-controls=\"ns-aix-genai-1-panel-1\" tabindex=\"-1\">\n\t\t\t\t\t<span class=\"ns-aix-genai-step-num\">02<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-label\">Scope &amp; Prototype<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 24 24\"><circle cx=\"11\" cy=\"11\" r=\"6\"\/><path d=\"M20 20l-4.2-4.2\"\/><\/svg><\/span>\n\t\t\t\t<\/button><\/li>\n\t\t\t\t\t\t\t<li role=\"presentation\"><button id=\"ns-aix-genai-1-tab-2\" type=\"button\" class=\"ns-aix-genai-step\" data-step=\"2\" role=\"tab\" aria-selected=\"false\" aria-controls=\"ns-aix-genai-1-panel-2\" tabindex=\"-1\">\n\t\t\t\t\t<span class=\"ns-aix-genai-step-num\">03<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-label\">RAG Pipeline<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 3 3 8l9 5 9-5-9-5z\"\/><path d=\"M3 13l9 5 9-5\"\/><\/svg><\/span>\n\t\t\t\t<\/button><\/li>\n\t\t\t\t\t\t\t<li role=\"presentation\"><button id=\"ns-aix-genai-1-tab-3\" type=\"button\" class=\"ns-aix-genai-step\" data-step=\"3\" role=\"tab\" aria-selected=\"false\" aria-controls=\"ns-aix-genai-1-panel-3\" tabindex=\"-1\">\n\t\t\t\t\t<span class=\"ns-aix-genai-step-num\">04<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-label\">Implementation<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 24 24\"><path d=\"M9 7V3M15 7V3M7 7h10v4a5 5 0 0 1-10 0V7zM12 16v5\"\/><\/svg><\/span>\n\t\t\t\t<\/button><\/li>\n\t\t\t\t\t\t\t<li role=\"presentation\"><button id=\"ns-aix-genai-1-tab-4\" type=\"button\" class=\"ns-aix-genai-step\" data-step=\"4\" role=\"tab\" aria-selected=\"false\" aria-controls=\"ns-aix-genai-1-panel-4\" tabindex=\"-1\">\n\t\t\t\t\t<span class=\"ns-aix-genai-step-num\">05<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-label\">Validation &amp; Control<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 3l7 3v5c0 4.5-3 7.5-7 9-4-1.5-7-4.5-7-9V6l7-3z\"\/><path d=\"M9 12l2 2 4-4\"\/><\/svg><\/span>\n\t\t\t\t<\/button><\/li>\n\t\t\t\t\t\t\t<li role=\"presentation\"><button id=\"ns-aix-genai-1-tab-5\" type=\"button\" class=\"ns-aix-genai-step\" data-step=\"5\" role=\"tab\" aria-selected=\"false\" aria-controls=\"ns-aix-genai-1-panel-5\" tabindex=\"-1\">\n\t\t\t\t\t<span class=\"ns-aix-genai-step-num\">06<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-label\">User Testing &amp; Refinement<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 24 24\"><path d=\"M4 6h16v10H8l-4 4V6Z\"\/><circle cx=\"9\" cy=\"11\" r=\".6\"\/><circle cx=\"12\" cy=\"11\" r=\".6\"\/><circle cx=\"15\" cy=\"11\" r=\".6\"\/><\/svg><\/span>\n\t\t\t\t<\/button><\/li>\n\t\t\t\t\t\t\t<li role=\"presentation\"><button id=\"ns-aix-genai-1-tab-6\" type=\"button\" class=\"ns-aix-genai-step\" data-step=\"6\" role=\"tab\" aria-selected=\"false\" aria-controls=\"ns-aix-genai-1-panel-6\" tabindex=\"-1\">\n\t\t\t\t\t<span class=\"ns-aix-genai-step-num\">07<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-label\">Monitoring &amp; Governance<\/span>\n\t\t\t\t\t<span class=\"ns-aix-genai-step-icon\" aria-hidden=\"true\"><svg viewBox=\"0 0 24 24\"><path d=\"M3 12h4l3 7 4-14 3 7h4\"\/><\/svg><\/span>\n\t\t\t\t<\/button><\/li>\n\t\t\t\t\t\t\t<div class=\"ns-aix-genai-golive\" aria-hidden=\"true\" style=\"left:57.143%\"><span class=\"lbl\">goes live<\/span><\/div>\n\t\t\t<\/ol>\n\t\t<\/div>\n\t\t<div class=\"ns-aix-genai-progress\" aria-hidden=\"true\"><span><\/span><\/div>\n\t\t<div class=\"ns-aix-genai-body\">\n\t\t\t<div class=\"ns-aix-genai-stage\" aria-label=\"Animated Generative AI delivery process\">\n\t\t\t\t<canvas class=\"ns-aix-genai-canvas\" aria-hidden=\"true\"><\/canvas>\n\n\t\t\t\t\t\t\t\t<section class=\"ns-aix-genai-scene ns-on\" data-scene=\"0\" aria-hidden=\"false\"><div class=\"ns-aix-genai-pad\"><div class=\"ns-aix-genai-s1\">\n\t\t\t\t\t<div class=\"ns-aix-genai-goals\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-card ns-aix-genai-float\" style=\"--d:0s\"><span class=\"ns-aix-genai-cic\"><svg viewBox=\"0 0 24 24\"><path d=\"M3 17l5-5 4 3 6-7\"\/><path d=\"M15 8h4v4\"\/><\/svg><\/span><strong>Higher conversion<\/strong><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-card ns-aix-genai-float\" style=\"--d:.5s\"><span class=\"ns-aix-genai-cic\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 2v6M12 22v-6\"\/><circle cx=\"12\" cy=\"12\" r=\"3\"\/><\/svg><\/span><strong>Lower cost to serve<\/strong><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-card ns-aix-genai-float\" style=\"--d:1s\"><span class=\"ns-aix-genai-cic\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 17l-5 3 1.5-5.5L4 11l5.7-.4L12 5l2.3 5.6L20 11l-4.5 3.5L17 20z\"\/><\/svg><\/span><strong>Better satisfaction<\/strong><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-arrowcol\"><svg viewBox=\"0 0 24 24\"><path d=\"M5 12h14M13 6l6 6-6 6\"\/><\/svg><\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-usestack\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-use top ns-aix-genai-float\" style=\"--d:.2s\"><b>Order status &amp; tracking<\/b><span class=\"vc\"><i class=\"on\"><\/i><i class=\"on\"><\/i><i class=\"on\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-use ns-aix-genai-float\" style=\"--d:.7s\"><b>Returns &amp; cancellations<\/b><span class=\"vc\"><i class=\"on\"><\/i><i class=\"on\"><\/i><i><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-use ns-aix-genai-float\" style=\"--d:1.2s\"><b>Product guidance<\/b><span class=\"vc\"><i class=\"on\"><\/i><i><\/i><i><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/div><\/section>\n\n\t\t\t\t\t\t\t\t<section class=\"ns-aix-genai-scene\" data-scene=\"1\" aria-hidden=\"true\"><div class=\"ns-aix-genai-pad\"><div class=\"ns-aix-genai-s2\">\n\t\t\t\t\t<div class=\"ns-aix-genai-candgrid\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip sel ns-aix-genai-float\" style=\"--d:0s\">model A<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip dim ns-aix-genai-float\" style=\"--d:.3s\">model B<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip sel ns-aix-genai-float\" style=\"--d:.6s\">retriever<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip dim ns-aix-genai-float\" style=\"--d:.9s\">model C<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip dim ns-aix-genai-float\" style=\"--d:.4s\">rules only<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip sel ns-aix-genai-float\" style=\"--d:.7s\">guardrails<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip dim ns-aix-genai-float\" style=\"--d:1s\">no-RAG<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-chip sel ns-aix-genai-float\" style=\"--d:1.3s\">eval set<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-stackpick\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ns-aix-genai-float\" style=\"--d:.2s\"><svg viewBox=\"0 0 24 24\"><path d=\"M5 12.5 10 17l9-10\"\/><\/svg>chosen stack<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ns-aix-genai-float\" style=\"--d:.6s\"><svg viewBox=\"0 0 24 24\"><path d=\"M4 16a4 4 0 0 1 .9-7.9A5 5 0 0 1 19 9a3.5 3.5 0 0 1-.5 7H6\"\/><\/svg>cloud or on-prem<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ns-aix-genai-float\" style=\"--d:1s\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 2v6M12 22v-6\"\/><circle cx=\"12\" cy=\"12\" r=\"3\"\/><\/svg>cost scoped<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/div><\/section>\n\n\t\t\t\t\t\t\t\t<section class=\"ns-aix-genai-scene\" data-scene=\"2\" aria-hidden=\"true\"><div class=\"ns-aix-genai-pad\"><div class=\"ns-aix-genai-rag\">\n\t\t\t\t\t<svg class=\"ns-aix-genai-ragsvg ns-aix-genai-rag-h\" viewBox=\"0 0 720 300\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\">\n\t\t\t\t\t\t<path class=\"pwire\" d=\"M64 90 H648\"\/>\n\t\t\t\t\t\t<path class=\"pwire-hot\" d=\"M64 90 H648\"\/>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"30\" y=\"68\" width=\"76\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"68\" y=\"86\" text-anchor=\"middle\">query<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"68\" y=\"100\" text-anchor=\"middle\">user asks<\/text>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"166\" y=\"68\" width=\"90\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"211\" y=\"86\" text-anchor=\"middle\">retrieve<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"211\" y=\"100\" text-anchor=\"middle\">find sources<\/text>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"312\" y=\"68\" width=\"90\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"357\" y=\"86\" text-anchor=\"middle\">augment<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"357\" y=\"100\" text-anchor=\"middle\">add context<\/text>\n\t\t\t\t\t\t<rect class=\"pbox-core\" x=\"458\" y=\"64\" width=\"94\" height=\"52\" rx=\"10\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"505\" y=\"84\" text-anchor=\"middle\">generate<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"505\" y=\"99\" text-anchor=\"middle\">the model<\/text>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"606\" y=\"68\" width=\"80\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"646\" y=\"86\" text-anchor=\"middle\">ground<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"646\" y=\"100\" text-anchor=\"middle\">with cites<\/text>\n\t\t\t\t\t\t<path class=\"pwire\" d=\"M211 180 V112\"\/>\n\t\t\t\t\t\t<path class=\"pwire-hot\" d=\"M211 180 V112\" opacity=\".6\"\/>\n\t\t\t\t\t\t<rect class=\"pdoc\" x=\"139\" y=\"200\" width=\"38\" height=\"26\" rx=\"4\"\/>\n\t\t\t\t\t\t<rect class=\"pdoc\" x=\"192\" y=\"200\" width=\"38\" height=\"26\" rx=\"4\"\/>\n\t\t\t\t\t\t<rect class=\"pdoc\" x=\"245\" y=\"200\" width=\"38\" height=\"26\" rx=\"4\"\/>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"156\" y=\"236\" width=\"110\" height=\"40\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"211\" y=\"254\" text-anchor=\"middle\">knowledge<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"211\" y=\"268\" text-anchor=\"middle\">your content, chunked<\/text>\n\t\t\t\t\t\t<text class=\"psub pfaint\" x=\"211\" y=\"196\" text-anchor=\"middle\">documents<\/text>\n\t\t\t\t\t\t<path class=\"pwire\" d=\"M646 112 V176\"\/>\n\t\t\t\t\t\t<rect class=\"pcite\" x=\"594\" y=\"200\" width=\"104\" height=\"40\" rx=\"8\"\/>\n\t\t\t\t\t\t<text class=\"psub pcite1\" x=\"646\" y=\"218\" text-anchor=\"middle\">\u201cper your policy\u2026\u201d<\/text>\n\t\t\t\t\t\t<text class=\"psub pcite2\" x=\"646\" y=\"232\" text-anchor=\"middle\">\u21b3 source #3<\/text>\n\t\t\t\t\t<\/svg>\n\t\t\t\t\t<svg class=\"ns-aix-genai-ragsvg ns-aix-genai-rag-v\" viewBox=\"0 0 340 470\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\">\n\t\t\t\t\t\t<path class=\"pwire\" d=\"M104 52 V428\"\/>\n\t\t\t\t\t\t<path class=\"pwire-hot\" d=\"M104 52 V428\"\/>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"52\" y=\"30\" width=\"104\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"104\" y=\"50\" text-anchor=\"middle\">query<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"104\" y=\"64\" text-anchor=\"middle\">user asks<\/text>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"52\" y=\"118\" width=\"104\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"104\" y=\"138\" text-anchor=\"middle\">retrieve<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"104\" y=\"152\" text-anchor=\"middle\">find sources<\/text>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"52\" y=\"206\" width=\"104\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"104\" y=\"226\" text-anchor=\"middle\">augment<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"104\" y=\"240\" text-anchor=\"middle\">add context<\/text>\n\t\t\t\t\t\t<rect class=\"pbox-core\" x=\"48\" y=\"290\" width=\"112\" height=\"52\" rx=\"10\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"104\" y=\"312\" text-anchor=\"middle\">generate<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"104\" y=\"327\" text-anchor=\"middle\">the model<\/text>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"52\" y=\"384\" width=\"104\" height=\"44\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"104\" y=\"404\" text-anchor=\"middle\">ground<\/text>\n\t\t\t\t\t\t<text class=\"psub\" x=\"104\" y=\"418\" text-anchor=\"middle\">with cites<\/text>\n\t\t\t\t\t\t<path class=\"pwire\" d=\"M156 140 H212\"\/>\n\t\t\t\t\t\t<path class=\"pwire-hot\" d=\"M156 140 H212\" opacity=\".6\"\/>\n\t\t\t\t\t\t<rect class=\"pdoc\" x=\"222\" y=\"86\" width=\"20\" height=\"26\" rx=\"4\"\/>\n\t\t\t\t\t\t<rect class=\"pdoc\" x=\"248\" y=\"86\" width=\"20\" height=\"26\" rx=\"4\"\/>\n\t\t\t\t\t\t<rect class=\"pdoc\" x=\"274\" y=\"86\" width=\"20\" height=\"26\" rx=\"4\"\/>\n\t\t\t\t\t\t<path class=\"pwire\" d=\"M258 112 V120\" opacity=\".5\"\/>\n\t\t\t\t\t\t<rect class=\"pbox\" x=\"212\" y=\"120\" width=\"116\" height=\"40\" rx=\"9\"\/>\n\t\t\t\t\t\t<text class=\"plabel\" x=\"270\" y=\"138\" text-anchor=\"middle\">knowledge<\/text>\n\t\t\t\t\t\t<text class=\"psub psmall\" x=\"270\" y=\"151\" text-anchor=\"middle\">your content, chunked<\/text>\n\t\t\t\t\t\t<text class=\"psub pfaint\" x=\"270\" y=\"80\" text-anchor=\"middle\">documents<\/text>\n\t\t\t\t\t\t<path class=\"pwire\" d=\"M156 406 H212\"\/>\n\t\t\t\t\t\t<rect class=\"pcite\" x=\"212\" y=\"386\" width=\"116\" height=\"40\" rx=\"8\"\/>\n\t\t\t\t\t\t<text class=\"psub pcite1\" x=\"270\" y=\"404\" text-anchor=\"middle\">\u201cper your policy\u2026\u201d<\/text>\n\t\t\t\t\t\t<text class=\"psub pcite2\" x=\"270\" y=\"418\" text-anchor=\"middle\">\u21b3 source #3<\/text>\n\t\t\t\t\t<\/svg>\n\t\t\t\t\t<div class=\"ns-aix-genai-ragcap\">retrieval first, generation second \u2014 the answer is tied to a source<\/div>\n\t\t\t\t<\/div><\/div><\/section>\n\n\t\t\t\t\t\t\t\t<section class=\"ns-aix-genai-scene\" data-scene=\"3\" aria-hidden=\"true\"><div class=\"ns-aix-genai-pad\"><div class=\"ns-aix-genai-s4\">\n\t\t\t\t\t<div class=\"ns-aix-genai-coreblk\">\n\t\t\t\t\t\t<div class=\"blk ns-aix-genai-float\" style=\"--d:0s\"><b>RAG assistant<\/b><small>intent \u00b7 answer \u00b7 format<\/small><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-conns\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-conn ns-aix-genai-float\" style=\"--d:.3s\"><svg viewBox=\"0 0 24 24\"><path d=\"M4 7v10a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V9a2 2 0 0 0-2-2h-7L9 5H6a2 2 0 0 0-2 2z\"\/><\/svg><b>CRM &amp; customer record<\/b><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-conn ns-aix-genai-float\" style=\"--d:.6s\"><svg viewBox=\"0 0 24 24\"><path d=\"M3 7h18M3 12h18M3 17h18\"\/><\/svg><b>Order &amp; ticketing system<\/b><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-conn ns-aix-genai-float\" style=\"--d:.9s\"><svg viewBox=\"0 0 24 24\"><path d=\"M7 3h7l4 4v14H7z\"\/><path d=\"M14 3v5h5\"\/><\/svg><b>Knowledge base<\/b><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-hybrid\">hybrid by design \u2014 language model for understanding, business logic for action<\/div>\n\t\t\t\t<\/div><\/div><\/section>\n\n\t\t\t\t\t\t\t\t<section class=\"ns-aix-genai-scene\" data-scene=\"4\" aria-hidden=\"true\"><div class=\"ns-aix-genai-pad\"><div class=\"ns-aix-genai-s5\">\n\t\t\t\t\t<div class=\"ns-aix-genai-gates\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-gate ns-aix-genai-float\" style=\"--d:0s\"><span class=\"tick\"><svg viewBox=\"0 0 24 24\"><path d=\"M5 12.5 10 17l9-10\"\/><\/svg><\/span><b>grounded?<\/b><small>backed by a source<\/small><\/div>\n\t\t\t\t\t\t\t<span class=\"ns-aix-genai-gatesep\">&rsaquo;<\/span>\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-gate ns-aix-genai-float\" style=\"--d:.4s\"><span class=\"tick\"><svg viewBox=\"0 0 24 24\"><path d=\"M5 12.5 10 17l9-10\"\/><\/svg><\/span><b>in scope?<\/b><small>matches the use case<\/small><\/div>\n\t\t\t\t\t\t\t<span class=\"ns-aix-genai-gatesep\">&rsaquo;<\/span>\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-gate ns-aix-genai-float\" style=\"--d:.8s\"><span class=\"tick\"><svg viewBox=\"0 0 24 24\"><path d=\"M5 12.5 10 17l9-10\"\/><\/svg><\/span><b>confident?<\/b><small>above threshold<\/small><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-held ns-aix-genai-float\" style=\"--d:.6s\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 9v4M12 17h.01\"\/><path d=\"M10.3 3.9 1.8 18a2 2 0 0 0 1.7 3h17a2 2 0 0 0 1.7-3L13.7 3.9a2 2 0 0 0-3.4 0z\"\/><\/svg>ungrounded answer \u2014 held back, not shown to the customer<\/div>\n\t\t\t\t<\/div><\/div><\/section>\n\n\t\t\t\t\t\t\t\t<section class=\"ns-aix-genai-scene\" data-scene=\"5\" aria-hidden=\"true\"><div class=\"ns-aix-genai-pad\"><div class=\"ns-aix-genai-s6\">\n\t\t\t\t\t<div class=\"ns-aix-genai-msgs\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-msg ns-aix-genai-float\" style=\"--d:0s\"><svg viewBox=\"0 0 24 24\"><path d=\"M4 6h16v10H8l-4 4V6Z\"\/><\/svg><b>Where is my order?<\/b><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-msg ns-aix-genai-float\" style=\"--d:.4s\"><svg viewBox=\"0 0 24 24\"><path d=\"M4 6h16v10H8l-4 4V6Z\"\/><\/svg><b>I want to cancel.<\/b><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-msg ns-aix-genai-float\" style=\"--d:.8s\"><svg viewBox=\"0 0 24 24\"><path d=\"M4 6h16v10H8l-4 4V6Z\"\/><\/svg><b>\u00bfEntregan en Austria?<\/b><em>ES<\/em><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-scorecol\">\n\t\t\t\t\t\t<div class=\"sc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-bar ns-aix-genai-float\" style=\"--d:.2s\"><span>answer<\/span><span class=\"tr\"><i style=\"width:84%\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-bar ns-aix-genai-float\" style=\"--d:.4s\"><span>speed<\/span><span class=\"tr\"><i style=\"width:72%\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-bar ns-aix-genai-float\" style=\"--d:.6s\"><span>language<\/span><span class=\"tr\"><i style=\"width:48%\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"ns-aix-genai-loopnote\"><svg viewBox=\"0 0 24 24\"><path d=\"M3 12a9 9 0 0 1 15-6.7L21 8M21 3v5h-5\"\/><path d=\"M21 12a9 9 0 0 1-15 6.7L3 16M3 21v-5h5\"\/><\/svg>weak cases \u2192 eval set<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/div><\/section>\n\n\t\t\t\t\t\t\t\t<section class=\"ns-aix-genai-scene\" data-scene=\"6\" aria-hidden=\"true\"><div class=\"ns-aix-genai-pad\"><div class=\"ns-aix-genai-s7\">\n\t\t\t\t\t<div class=\"ns-aix-genai-dash\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-metric ns-aix-genai-float\" style=\"--d:0s\"><b>4.2<\/b><small>quality<\/small><span class=\"spark\"><i style=\"height:40%\"><\/i><i style=\"height:55%\"><\/i><i style=\"height:48%\"><\/i><i style=\"height:70%\"><\/i><i style=\"height:80%\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-metric ns-aix-genai-float\" style=\"--d:.3s\"><b>1.4s<\/b><small>response<\/small><span class=\"spark\"><i style=\"height:80%\"><\/i><i style=\"height:60%\"><\/i><i style=\"height:65%\"><\/i><i style=\"height:45%\"><\/i><i style=\"height:40%\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-metric ns-aix-genai-float\" style=\"--d:.6s\"><b>6%<\/b><small>escalation<\/small><span class=\"spark\"><i style=\"height:70%\"><\/i><i style=\"height:55%\"><\/i><i style=\"height:50%\"><\/i><i style=\"height:42%\"><\/i><i style=\"height:30%\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"ns-aix-genai-metric ns-aix-genai-float\" style=\"--d:.9s\"><b>3<\/b><small>languages<\/small><span class=\"spark\"><i style=\"height:30%\"><\/i><i style=\"height:45%\"><\/i><i style=\"height:55%\"><\/i><i style=\"height:60%\"><\/i><i style=\"height:75%\"><\/i><\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-govrow\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ns-aix-genai-float\" style=\"--d:.2s\"><svg viewBox=\"0 0 24 24\"><path d=\"M5 4h14v16H5z\"\/><path d=\"M9 9h6M9 13h6\"\/><\/svg>logging<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ns-aix-genai-float\" style=\"--d:.5s\"><svg viewBox=\"0 0 24 24\"><circle cx=\"12\" cy=\"8\" r=\"3\"\/><path d=\"M5 20c0-4 3.5-6 7-6s7 2 7 6\"\/><\/svg>human review<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ns-aix-genai-float\" style=\"--d:.8s\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 2v4M12 18v4M2 12h4M18 12h4\"\/><circle cx=\"12\" cy=\"12\" r=\"4\"\/><\/svg>update cycles<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ns-aix-genai-retrain\"><svg viewBox=\"0 0 24 24\"><path d=\"M3 12a9 9 0 0 1 15-6.7L21 8M21 3v5h-5\"\/><\/svg>drift detected \u2192 loops back to step 02<\/div>\n\t\t\t\t<\/div><\/div><\/section>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"ns-aix-genai-detail\"><div class=\"ns-aix-genai-detail-rail\" aria-hidden=\"true\"><\/div><div class=\"ns-aix-genai-detail-viewport\">\n\t\t\t<section id=\"ns-aix-genai-1-panel-0\" class=\"ns-aix-genai-panel ns-on\" data-panel=\"0\" role=\"tabpanel\" aria-labelledby=\"ns-aix-genai-1-tab-0\" aria-hidden=\"false\"><h4><span>01<\/span>Start with the business, not the bot<\/h4><p>Every project begins with a clear answer to \u201cwhat?\u201d and \u201cwhy?\u201d. What will the assistant do, which use cases does it cover, and what measurable benefit does it create \u2014 for the company, for staff, and for the people using it? Use cases are prioritized by value and effort before a single line is built.<\/p><ul><li>Goals first, technology second<\/li><li>Prioritize by value and effort<\/li><li>One agreed, realistic scope<\/li><\/ul><\/section><section id=\"ns-aix-genai-1-panel-1\" class=\"ns-aix-genai-panel\" data-panel=\"1\" role=\"tabpanel\" aria-labelledby=\"ns-aix-genai-1-tab-1\" aria-hidden=\"true\"><h4><span>02<\/span>Prototype before you commit<\/h4><p>There are many ways to build customer-facing AI, so we prototype. We test several models and toolsets, find the right balance of retrieval, structured logic and machine learning, and prove a first few use cases. Architecture and hosting decisions \u2014 cloud or on-premises \u2014 and operating cost are settled here. The result is a scoped, ready-to-build plan.<\/p><ul><li>Compare models and tools<\/li><li>Decide hosting and cost<\/li><li>Prove the first use cases<\/li><\/ul><\/section><section id=\"ns-aix-genai-1-panel-2\" class=\"ns-aix-genai-panel\" data-panel=\"2\" role=\"tabpanel\" aria-labelledby=\"ns-aix-genai-1-tab-2\" aria-hidden=\"true\"><h4><span>03<\/span>Ground answers in your own knowledge<\/h4><p>Retrieval-augmented generation looks up relevant passages from your own content first, then asks the model to answer using them. The model no longer answers from memory alone \u2014 it answers from your documents, and the reply can point back to the source it used. This is the single biggest lever against confident, wrong answers.<\/p><ul><li>Retrieve, then generate<\/li><li>Your content, chunked and searchable<\/li><li>Answers carry a source<\/li><\/ul><\/section><section id=\"ns-aix-genai-1-panel-3\" class=\"ns-aix-genai-panel\" data-panel=\"3\" role=\"tabpanel\" aria-labelledby=\"ns-aix-genai-1-tab-3\" aria-hidden=\"true\"><h4><span>04<\/span>Wire it into the real systems<\/h4><p>The assistant only helps if it can reach the systems that hold the answers and perform the actions. We set up the technical environment, connect the CRM, order and knowledge systems, and make sure intent is recognized and output is well structured. These are rarely pure-AI builds: language models handle understanding, business logic handles the action.<\/p><ul><li>Backend integrations<\/li><li>Intent in, structured output out<\/li><li>Hybrid: model + logic<\/li><\/ul><\/section><section id=\"ns-aix-genai-1-panel-4\" class=\"ns-aix-genai-panel\" data-panel=\"4\" role=\"tabpanel\" aria-labelledby=\"ns-aix-genai-1-tab-4\" aria-hidden=\"true\"><h4><span>05<\/span>Catch the confident wrong answer<\/h4><p>A fluent answer is not a correct one. Before a reply reaches a customer it passes through checks: is it grounded in a retrieved source, is it within the agreed scope, and is the system confident enough? Answers that fail are held back or handed to a human, rather than shown. Hallucinations cluster in exactly the topics nobody can quickly verify \u2014 so the gate matters most there.<\/p><ul><li>Grounding and source checks<\/li><li>Scope and refusal thresholds<\/li><li>Held back, not guessed<\/li><\/ul><\/section><section id=\"ns-aix-genai-1-panel-5\" class=\"ns-aix-genai-panel\" data-panel=\"5\" role=\"tabpanel\" aria-labelledby=\"ns-aix-genai-1-tab-5\" aria-hidden=\"true\"><h4><span>06<\/span>Test like a user, refine forever<\/h4><p>The hardest part \u2014 and the one that never ends \u2014 is testing each use case the way a real user would, including other languages, and refining the weak cases. Like any new employee, the assistant needs supervision and retraining. Failing questions feed an evaluation set that drives the next round of improvement.<\/p><ul><li>Real, user-style questions<\/li><li>Scored across dimensions<\/li><li>Weak cases loop back<\/li><\/ul><\/section><section id=\"ns-aix-genai-1-panel-6\" class=\"ns-aix-genai-panel\" data-panel=\"6\" role=\"tabpanel\" aria-labelledby=\"ns-aix-genai-1-tab-6\" aria-hidden=\"true\"><h4><span>07<\/span>Supervision that never ends<\/h4><p>Once live, quality, speed, escalation rate and language coverage are monitored continuously. Logging, human review and update cycles decide whether the system stays a controlled assistant or drifts into a fluent black box. When content or data changes, or quality slips, the loop runs again \u2014 back to scoping and refinement.<\/p><ul><li>Live quality dashboard<\/li><li>Logging and human review<\/li><li>Drift triggers a new loop<\/li><\/ul><\/section>\t\t\t<\/div><\/div>\n\t\t<\/div>\n\t<\/div>\n\t<\/div><\/div>\n<\/div>\n<\/div>\n<div class=\"et_pb_row_10 et_pb_row et_flex_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--h1k452m--default\">\n<div class=\"et_pb_column_21 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone et_flex_column_24_24_tabletWide preset--group--divi-column--divi-box-shadow--default preset--group--divi-column--divi-sizing--hsj9uxo--default\">\n<div class=\"et_pb_text_9 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module preset--group--divi-text--divi-box-shadow--default preset--group--divi-text--divi-font-body--h1yjkjr--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>Please <a href=\"#contact\">contact us<\/a> to discuss your needs and ideas. We are looking forward to working with you on a successful solution that truly helps your business.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Customer interactions are where natural language processing and other AI tools have an important place. They are also the areas where negative impact is felt painfully.<\/p>","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-1378","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/pages\/1378","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/comments?post=1378"}],"version-history":[{"count":35,"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/pages\/1378\/revisions"}],"predecessor-version":[{"id":228571,"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/pages\/1378\/revisions\/228571"}],"wp:attachment":[{"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/media?parent=1378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}