{"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":"2026-03-10T06:33:40","modified_gmt":"2026-03-10T06:33:40","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--default\">\n<div class=\"et_pb_row_0 et_pb_row et_block_row preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--default\">\n<div class=\"et_pb_column_0 et_pb_column et_pb_column_4_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--default\">\n<div class=\"et_pb_text_0 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--a32148e6-9ef3-461c-922a-11c84bc82594\"><div class=\"et_pb_text_inner\"><h4>Improving customer experiences and services<\/h4>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_1 et_pb_row et_pb_row_3-4_1-4 et_block_row et_block_row_3-4_1-4 preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--default\">\n<div class=\"et_pb_column_1 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--default\">\n<div class=\"et_pb_text_1 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module 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-sizing--default preset--group--divi-text--divi-font-body--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 \u2014 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_2 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--default\">\n<div class=\"et_pb_image_0 et_pb_image et_pb_module et_block_module preset--group--divi-image--divi-box-shadow--default preset--group--divi-image--divi-sizing--default\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.9senses.ai\/wp-content\/uploads\/2026\/02\/logo_new-1.png\" title=\"logo_new\" width=\"553\" height=\"408\" srcset=\"https:\/\/www.9senses.ai\/wp-content\/uploads\/2026\/02\/logo_new-1.png 553w, https:\/\/www.9senses.ai\/wp-content\/uploads\/2026\/02\/logo_new-1-480x354.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 553px, 100vw\" class=\"wp-image-224077\" \/><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_1 et_pb_section et_section_regular et_block_section preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--default\">\n<div class=\"et_pb_row_2 et_pb_row et_pb_row_4col et_pb_gutters3 et_block_row et_block_row_4col preset--group--divi-row--divi-box-shadow--default preset--group--divi-row--divi-sizing--default\">\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 et-interaction-target-gkxi452grd hovergroup preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"ue4fmnod5l\" data-interaction-target=\"gkxi452grd\">\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-sizing--default preset--group--divi-blurb--divi-font-body--7p5s44libg\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap\"><span class=\"et-pb-icon\">\uf4ad<\/span><\/span><\/div><div class=\"et_pb_blurb_container\"><h2 class=\"et_pb_module_header\">Chatbots<\/h2><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--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_block_column et_pb_css_mix_blend_mode_passthrough hovergroup preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"wnk8dc119r\">\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-sizing--default preset--group--divi-blurb--divi-font-body--7p5s44libg\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap\"><span class=\"et-pb-icon\">\uf590<\/span><\/span><\/div><div class=\"et_pb_blurb_container\"><h2 class=\"et_pb_module_header\">Call Centers<\/h2><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--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_block_column et_pb_css_mix_blend_mode_passthrough hovergroup preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"kkfizv5anp\">\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-sizing--default preset--group--divi-blurb--divi-font-body--7p5s44libg\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap\"><span class=\"et-pb-icon\">\uf562<\/span><\/span><\/div><div class=\"et_pb_blurb_container\"><h2 class=\"et_pb_module_header\">Customer Care and Services<\/h2><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--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_6 et_pb_column et_pb_column_1_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough hovergroup preset--module--divi-column--47yw920uxm\" data-interaction-trigger=\"1oz6ygljrq\">\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-sizing--default preset--group--divi-blurb--divi-font-body--7p5s44libg\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap\"><span class=\"et-pb-icon\">\ue0f2<\/span><\/span><\/div><div class=\"et_pb_blurb_container\"><h2 class=\"et_pb_module_header\">Customer Insights<\/h2><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--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>\n\n<div class=\"et_pb_section_2 et_pb_section et_section_regular et_flex_section et-interaction-target-148lql5tv6 preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--default\" data-interaction-target=\"148lql5tv6\">\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--default\">\n<div class=\"et_pb_column_7 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--default\">\n<div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--869c8dc6-4bb9-4c4d-9fe4-dd172413ccd5\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">Chatbots<\/h2>\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-sizing--default preset--group--divi-text--divi-font-body--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_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-sizing--default preset--group--divi-text--divi-font-body--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<\/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--default\">\n<div class=\"et_pb_column_8 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--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 preset--group--divi-number-counter--divi-sizing--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_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--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 preset--group--divi-number-counter--divi-sizing--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_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--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 preset--group--divi-number-counter--divi-sizing--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_11 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--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 preset--group--divi-number-counter--divi-sizing--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 preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--default\" data-interaction-trigger=\"pjcts208xn\" data-interaction-target=\"zp4laytae8\">\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--default\">\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_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--default\">\n<div class=\"et_pb_text_6 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--869c8dc6-4bb9-4c4d-9fe4-dd172413ccd5\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">Call Centers<\/h2>\n<\/div><\/div>\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-sizing--default preset--group--divi-text--divi-font-body--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<\/div>\n<\/div>\n\n<div class=\"et_pb_section_4 et_pb_section et_section_regular et_block_section et-interaction-target-eemywnf7z8 preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--default\" data-interaction-trigger=\"gegf72okad\" data-interaction-target=\"eemywnf7z8\">\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--default\">\n<div class=\"et_pb_column_13 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--default\">\n<div class=\"et_pb_text_8 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--869c8dc6-4bb9-4c4d-9fe4-dd172413ccd5\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">Customer Care and Services<\/h2>\n<\/div><\/div>\n\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-sizing--default preset--group--divi-text--divi-font-body--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 \u2014 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<\/div>\n<\/div>\n\n<div class=\"et_pb_section_5 et_pb_section et_section_regular et_block_section et-interaction-target-lytn2a921g preset--group--divi-section--divi-box-shadow--default preset--group--divi-section--divi-sizing--default\" data-interaction-trigger=\"v3gs8ffsq2\" data-interaction-target=\"lytn2a921g\">\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--default\">\n<div class=\"et_pb_column_14 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--default\">\n<div class=\"et_pb_text_10 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module preset--module--divi-text--869c8dc6-4bb9-4c4d-9fe4-dd172413ccd5\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">Customer Insights<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_11 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-sizing--default preset--group--divi-text--divi-font-body--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> \u2014 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> \u2014 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> \u2014 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> \u2014 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> \u2014 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 \u2014 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 \u2014 including data pipelines, knowledge management, and analytics architecture \u2014 visit our<a href=\"\/data-and-knowledge-management\/\"> Data and Knowledge management page.<\/a><\/p>\n<\/div><\/div>\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--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--default\">\n<div class=\"et_pb_column_15 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--default\">\n<div class=\"et_pb_text_12 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-sizing--default preset--group--divi-text--divi-font-body--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<div class=\"tmdivi_timeline_0 tmdivi_timeline et_pb_module preset--group--tmdivi-timeline--divi-font-body--7p5s44libg\"><div id=\"tmdivi-wrapper-0\" class=\"tmdivi-vertical tmdivi-wrapper both-side style-1 tmdivi-bg-simple\" data-line-filling=\"false\">\n\t\t\t\t\t<div class=\"tmdivi-start\"><\/div>\n\t\t\t\t\t<div class=\"tmdivi-line tmdivi-timeline\"> \n<div class=\"tmdivi_timeline_story_0 tmdivi_timeline_story et_pb_module\"><div class=\"et_pb_module_inner\">\n\t\t\t\n\t<div class='tmdivi-year tmdivi-year-container'>\n\t\t  \n\t<\/div>\n\t\t\t<div class='tmdivi-story tmdivi-story-right tmdivi-story-icon'>\n\t\t\t\t\n\t<div class='tmdivi-labels'>\n\t\t<div class=\"tmdivi-label-big\">1<\/div>\n\t\t\n  \t<\/div>\n\t\t\t\t<div class='tmdivi-icon'>\n                        <i class=\"et-tmdivi-icon\">&quot;<\/i>\n                      <\/div>\n\t\t\t\t<div class='tmdivi-arrow'><\/div>\n\t\t\t\t\n\t<div class='tmdivi-content'>\n\t\t<div class=\"tmdivi-title\">Business Goals and Use Cases<\/div>\n\t\t\n\t\t<div class=\"tmdivi-description\"><p>At the core of each development and improvement project is a clear answer to the \"What?\" and \"Why?\" questions. What is this application going to do? Which services is it going to provide? And which qualitative and quantitative benefit will it provide for the company, for our employees, and for the users?<\/p><\/div>\n\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div>\n\n<div class=\"tmdivi_timeline_story_1 tmdivi_timeline_story et_pb_module\"><div class=\"et_pb_module_inner\">\n\t\t\t\n\t<div class='tmdivi-year tmdivi-year-container'>\n\t\t  \n\t<\/div>\n\t\t\t<div class='tmdivi-story tmdivi-story-left tmdivi-story-icon'>\n\t\t\t\t\n\t<div class='tmdivi-labels'>\n\t\t<div class=\"tmdivi-label-big\">2<\/div>\n\t\t\n  \t<\/div>\n\t\t\t\t<div class='tmdivi-icon'>\n                        <i class=\"et-tmdivi-icon\">&quot;<\/i>\n                      <\/div>\n\t\t\t\t<div class='tmdivi-arrow'><\/div>\n\t\t\t\t\n\t<div class='tmdivi-content'>\n\t\t<div class=\"tmdivi-title\">Prototype and Architecture<\/div>\n\t\t\n\t\t<div class=\"tmdivi-description\"><p style=\"color: #d3d3d3\">There are many ways of implementing customer-facing AI, and mostly, prototyping is the way to go. This includes testing multiple toolsets and language models, identifying the right training and RAG (retrieval-augmented generation, which grounds responses in your own content and knowledge base) approaches,\u00a0 and defining the best mixture of structured logic and Machine Learning use. Implementing a first few use cases to satisfaction then becomes key. During this phase, architecture decisions (hardware, cloud or on-premises) can be made, and cost estimates for operating the solution. At the end of this phase, the project is scoped and ready to implement.<\/p><\/div>\n\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div>\n\n<div class=\"tmdivi_timeline_story_2 tmdivi_timeline_story et_pb_module\"><div class=\"et_pb_module_inner\">\n\t\t\t\n\t<div class='tmdivi-year tmdivi-year-container'>\n\t\t  \n\t<\/div>\n\t\t\t<div class='tmdivi-story tmdivi-story-right tmdivi-story-icon'>\n\t\t\t\t\n\t<div class='tmdivi-labels'>\n\t\t<div class=\"tmdivi-label-big\">3<\/div>\n\t\t\n  \t<\/div>\n\t\t\t\t<div class='tmdivi-icon'>\n                        <i class=\"et-tmdivi-icon\">&quot;<\/i>\n                      <\/div>\n\t\t\t\t<div class='tmdivi-arrow'><\/div>\n\t\t\t\t\n\t<div class='tmdivi-content'>\n\t\t<div class=\"tmdivi-title\">Implementation and Training<\/div>\n\t\t\n\t\t<div class=\"tmdivi-description\"><p>During this phase, the technical environment gets set up, and workflows are implemented, ensuring that a solution recognizes user intent properly, finds the appropriate answers that support the business and use cases, and delivers output in a well-structured format.\u00a0 Equally, all backend system integrations need to be implemented that ensure the frontend solution has access. In this phase, key errors need to be fixed and hallucinations (the invention of non-existing content) ruled out.<\/p><\/div>\n\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div>\n\n<div class=\"tmdivi_timeline_story_3 tmdivi_timeline_story et_pb_module\"><div class=\"et_pb_module_inner\">\n\t\t\t\n\t<div class='tmdivi-year tmdivi-year-container'>\n\t\t  \n\t<\/div>\n\t\t\t<div class='tmdivi-story tmdivi-story-left tmdivi-story-icon'>\n\t\t\t\t\n\t<div class='tmdivi-labels'>\n\t\t<div class=\"tmdivi-label-big\">4<\/div>\n\t\t\n  \t<\/div>\n\t\t\t\t<div class='tmdivi-icon'>\n                        <i class=\"et-tmdivi-icon\">&quot;<\/i>\n                      <\/div>\n\t\t\t\t<div class='tmdivi-arrow'><\/div>\n\t\t\t\t\n\t<div class='tmdivi-content'>\n\t\t<div class=\"tmdivi-title\">Testing and Refinement<\/div>\n\t\t\n\t\t<div class=\"tmdivi-description\"><p>The most difficult part - and the one that never ends - is to thoroughly test the workflows for each defined use case, and refine them. Like with any employee, AI customer interactions require supervision and retraining. As soon as changes in content or the underlying data occur, procedures need to be in place to ensure the quality isn't negatively affected.<\/p><\/div>\n\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div>\n\n\t\t\t\t\t\t<div class=\"tmdivi-inner-line\" style=\"height:0px\" data-line-fill=\"false\"><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"tmdivi-end\"><\/div>\n\t\t\t<\/div><\/div>\n\n<div class=\"et_pb_text_13 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-sizing--default preset--group--divi-text--divi-font-body--7p5s44libg preset--module--divi-text--default\"><div class=\"et_pb_text_inner\"><p>Please contact us using the contact form below 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":0,"href":"https:\/\/www.9senses.ai\/de\/wp-json\/wp\/v2\/pages\/1378\/revisions"}],"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}]}}