{"id":19230,"date":"2025-05-23T15:08:25","date_gmt":"2025-05-23T13:08:25","guid":{"rendered":"https:\/\/kauz.ai\/from-dialog-based-ai-chatbots-to-action-oriented-ai-agents\/"},"modified":"2025-06-17T19:32:48","modified_gmt":"2025-06-17T17:32:48","slug":"from-dialog-based-ai-chatbots-to-action-oriented-ai-agents","status":"publish","type":"post","link":"https:\/\/kauz.ai\/en\/blog\/from-dialog-based-ai-chatbots-to-action-oriented-ai-agents\/","title":{"rendered":"From dialog-based AI chatbots to action-oriented AI agents"},"content":{"rendered":"<p><section data-bb-version=\"5.2.6\" id=\"bt_bb_section69f712d9e695b\" class=\"bt_bb_section bt_bb_layout_boxed_1500 bt_bb_vertical_align_top bt_bb_top_spacing_none bt_bb_bottom_spacing_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.1.3\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div  class=\"bt_bb_text\" ><\/p>\n<p><span style=\"font-weight: 400\">As an experienced company in the development of chatbots, the breakthrough of generative AI was a real game changer for us. <\/span><span style=\"font-weight: 400\">The implementation of dialog-based AI applications has become much easier and therefore faster \u2013 the effort on the customer side has been significantly reduced. The flexible and personalized response behavior of AI chatbots increases the user experience and acceptance, allowing entire business processes to be optimized and redesigned. With Agentic AI, we are now on the cusp of the next evolutionary stage: the transition from dialog-based chatbots to action-oriented, autonomous chatbots. <\/span><a href=\"https:\/\/kauz.ai\/en\/development-and-scaling-of-ai-agents\/\"><span style=\"font-weight: 400\">AI agents<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n<p><span style=\"font-weight: 400\">In this article you will learn:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">How AI chatbots can be developed into capable AI agents<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">What technical requirements are necessary for this<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">How companies sustainably manage the economic use of AI<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">What to pay particular attention to when introducing and managing AI agents<\/span><\/li>\n<\/ul>\n<p>\n<\/div><div data-bb-version=\"5.2.5\" class=\"bt_bb_separator_v2 bt_bb_border_style_none bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_border_thickness_1 bt_bb_icon_size_normal bt_bb_text_size_normal bt_bb_separator_v2_without_content\" data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_border_thickness_&quot;:{&quot;current_class&quot;:&quot;bt_bb_border_thickness_1&quot;,&quot;def&quot;:&quot;1&quot;},&quot;bt_bb_icon_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_icon_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_text_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_text_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_separator_v2_inner\"><span class=\"bt_bb_separator_v2_inner_before\"><\/span><span class=\"bt_bb_separator_v2_inner_content\"><span  data-ico-=\"\" class=\"bt_bb_icon_holder\"><\/span><\/span><span class=\"bt_bb_separator_v2_inner_after\"><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><section data-bb-version=\"5.2.6\" id=\"bt_bb_section69f712d9e711f\" class=\"bt_bb_section bt_bb_layout_boxed_1500 bt_bb_vertical_align_top bt_bb_top_spacing_none bt_bb_bottom_spacing_none bt_bb_negative_margin_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.3.6\"  class=\"bt_bb_column col-xxl-6 col-xl-6 col-xs-12 col-sm-6 col-md-6 col-lg-6 bt_bb_vertical_align_top bt_bb_align_center bt_bb_order_1 bt_bb_padding_none\" style=\"; --column-width:6;\" data-width=\"6\" data-bt-override-class=\"{&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_center&quot;,&quot;def&quot;:&quot;center&quot;},&quot;bt_bb_padding_&quot;:{&quot;current_class&quot;:&quot;bt_bb_padding_none&quot;,&quot;def&quot;:&quot;none&quot;}}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div data-bb-version=\"5.3.8\" class=\"bt_bb_image bt_bb_shape_soft-rounded bt_bb_target_self bt_bb_align_center bt_bb_hover_style_simple bt_bb_content_display_always bt_bb_content_align_middle bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none\" data-bt-override-class=\"{&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_center&quot;,&quot;def&quot;:&quot;center&quot;},&quot;bt_bb_content_display_&quot;:{&quot;current_class&quot;:&quot;bt_bb_content_display_always&quot;,&quot;def&quot;:&quot;always&quot;},&quot;bt_bb_top_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_bottom_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_right_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_right_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_left_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_left_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><span><img loading=\"lazy\" decoding=\"async\" width=\"320\" height=\"561\" src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Wattson_cost_calculator-1-320x561.png\" class=\"attachment-boldthemes_small size-boldthemes_small\" alt=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Wattson_cost_calculator-1-320x561.png\" data-full_image_src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Wattson_cost_calculator-1.png\" title=\"Wattson_cost_calculator\" srcset=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Wattson_cost_calculator-1-320x561.png 320w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Wattson_cost_calculator-1.png 588w\" sizes=\"auto, (max-width: 320px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><\/div><div data-bb-version=\"5.1.3\"  class=\"bt_bb_column col-xxl-6 col-xl-6 col-xs-12 col-sm-6 col-md-6 col-lg-6 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal bt_bb_border_right_none bt_bb_border_right_none bt_bb_border_right_none bt_bb_border_thickness_1px\" style=\"; --column-width:6;\" data-width=\"6\" data-bt-override-class=\"{&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_left&quot;,&quot;def&quot;:&quot;left&quot;},&quot;bt_bb_border_right_&quot;:{&quot;current_class&quot;:&quot;bt_bb_border_right_none&quot;,&quot;def&quot;:&quot;none&quot;}}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div  class=\"bt_bb_text\" ><\/p>\n<h2><b>From chatbot to digital assistant<\/b><\/h2>\n<p><span style=\"font-weight: 400\">At the latest with the triumph of ChatGPT, AI-supported chatbots have established themselves as a new, intuitive interface \u2013 both for external customer interactions and for internal applications. Initially, they facilitate access to information. In further expansion stages, they take on active roles in workflows, for example in: <\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400\">Appointments<\/span><\/li>\n<li><span style=\"font-weight: 400\">Complaints handling<\/span><\/li>\n<li><span style=\"font-weight: 400\">Product recommendations<\/span><\/li>\n<li><span style=\"font-weight: 400\">Onboarding processes<\/span><\/li>\n<\/ul>\n<p>The next logical consequence is the linking of entire process chains: for example, leads can be automatically reported to sales teams, incomplete data records can be added to the CRM or individualized offers can be generated \u2013 all through the interaction of AI agents, API interfaces and integrated tooling. This new form of <span style=\"font-weight: 400\">Work organization with intelligent, active AI components will fundamentally change the corporate world in the coming years.<\/span><\/p>\n<p>\n<\/div><div data-bb-version=\"5.2.5\" class=\"bt_bb_separator_v2 bt_bb_border_style_none bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_border_thickness_1 bt_bb_icon_size_normal bt_bb_text_size_normal bt_bb_separator_v2_without_content\" data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_border_thickness_&quot;:{&quot;current_class&quot;:&quot;bt_bb_border_thickness_1&quot;,&quot;def&quot;:&quot;1&quot;},&quot;bt_bb_icon_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_icon_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_text_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_text_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_separator_v2_inner\"><span class=\"bt_bb_separator_v2_inner_before\"><\/span><span class=\"bt_bb_separator_v2_inner_content\"><span  data-ico-=\"\" class=\"bt_bb_icon_holder\"><\/span><\/span><span class=\"bt_bb_separator_v2_inner_after\"><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><section data-bb-version=\"5.2.6\" id=\"bt_bb_section69f712d9e831b\" class=\"bt_bb_section bt_bb_layout_boxed_1500 bt_bb_vertical_align_top bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.1.3\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div  class=\"bt_bb_text\" ><\/p>\n<h2><b>Agent management: When AI instances grow<\/b><\/h2>\n<p><span style=\"font-weight: 400\">As the company\u2019s AI expertise grows, the number of agents used in parallel also increases. A complex ecosystem of digital assistants quickly emerges that needs to be managed in a structured way. Platforms such as our aiSuite provide the necessary infrastructure: <\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400\">Processes can be modeled and transferred to agents<\/span><\/li>\n<li><span style=\"font-weight: 400\">Data sources and third-party tools can be connected centrally<\/span><\/li>\n<li><span style=\"font-weight: 400\">Active agents can be monitored in real time and flexibly adapted<\/span><b>\u2018<\/b><\/li>\n<li style=\"list-style-type: none\"><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">The result is a controllable, scalable agent landscape that can be dynamically developed in line with the individual requirements of each company.<\/span><\/p>\n<h2><b>Technological requirements for AI agent systems <\/b><\/h2>\n<p><span style=\"font-weight: 400\">The building blocks for maximally automated processes have long been technologically available \u2013 but their integration varies considerably depending on the use case. Simple processes can be handled by a single agent. More complex requirements, on the other hand, benefit from a multi-agent approach in which specialized agents work closely together. <\/span><\/p>\n<p><span style=\"font-weight: 400\">This is where orchestration comes into play: a central instance \u2013 such as a higher-level orchestrator agent \u2013 controls the distribution of tasks, monitors processes and coordinates decisions. This creates an intelligent, networked agent system that can operate stably and efficiently even when requirements grow. <\/span><\/p>\n<p>\u00a0<\/p>\n<p>\n<\/div><div data-bb-version=\"5.2.5\" class=\"bt_bb_separator_v2 bt_bb_border_style_none bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_border_thickness_1 bt_bb_icon_size_normal bt_bb_text_size_normal bt_bb_separator_v2_without_content\" data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_border_thickness_&quot;:{&quot;current_class&quot;:&quot;bt_bb_border_thickness_1&quot;,&quot;def&quot;:&quot;1&quot;},&quot;bt_bb_icon_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_icon_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_text_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_text_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_separator_v2_inner\"><span class=\"bt_bb_separator_v2_inner_before\"><\/span><span class=\"bt_bb_separator_v2_inner_content\"><span  data-ico-=\"\" class=\"bt_bb_icon_holder\"><\/span><\/span><span class=\"bt_bb_separator_v2_inner_after\"><\/span><\/div><\/div><div data-bb-version=\"5.3.8\" class=\"bt_bb_image bt_bb_shape_square bt_bb_target_self bt_bb_align_inherit bt_bb_hover_style_simple bt_bb_content_display_always bt_bb_content_align_middle bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none\" data-bt-override-class=\"{&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_inherit&quot;,&quot;def&quot;:&quot;inherit&quot;},&quot;bt_bb_content_display_&quot;:{&quot;current_class&quot;:&quot;bt_bb_content_display_always&quot;,&quot;def&quot;:&quot;always&quot;},&quot;bt_bb_top_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_bottom_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_right_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_right_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_left_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_left_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><span><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch.jpg\" class=\"attachment-full size-full\" alt=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch.jpg\" data-full_image_src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch.jpg\" title=\"Agentische Architektur englisch\" srcset=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch.jpg 1920w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch-640x360.jpg 640w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch-1280x720.jpg 1280w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch-768x432.jpg 768w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch-1536x864.jpg 1536w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Agentische-Architektur-englisch-320x180.jpg 320w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><section data-bb-version=\"5.2.6\" id=\"bt_bb_section69f712d9e91fd\" class=\"bt_bb_section bt_bb_layout_boxed_1500 bt_bb_vertical_align_top bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.1.3\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div  class=\"bt_bb_text\" ><\/p>\n<h2><b>Business impact: The economic use of AI agents <\/b><\/h2>\n<p>\n<\/div><div data-bb-version=\"5.2.5\" class=\"bt_bb_separator_v2 bt_bb_border_style_none bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_border_thickness_1 bt_bb_icon_size_normal bt_bb_text_size_normal bt_bb_separator_v2_without_content\" data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_border_thickness_&quot;:{&quot;current_class&quot;:&quot;bt_bb_border_thickness_1&quot;,&quot;def&quot;:&quot;1&quot;},&quot;bt_bb_icon_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_icon_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_text_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_text_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_separator_v2_inner\"><span class=\"bt_bb_separator_v2_inner_before\"><\/span><span class=\"bt_bb_separator_v2_inner_content\"><span  data-ico-=\"\" class=\"bt_bb_icon_holder\"><\/span><\/span><span class=\"bt_bb_separator_v2_inner_after\"><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-bb-version=\"5.3.6\" class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.3.6\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div data-bb-version=\"5.3.8\" class=\"bt_bb_image bt_bb_shape_square bt_bb_target_self bt_bb_align_inherit bt_bb_hover_style_simple bt_bb_content_display_always bt_bb_content_align_middle bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none\" data-bt-override-class=\"{&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_inherit&quot;,&quot;def&quot;:&quot;inherit&quot;},&quot;bt_bb_content_display_&quot;:{&quot;current_class&quot;:&quot;bt_bb_content_display_always&quot;,&quot;def&quot;:&quot;always&quot;},&quot;bt_bb_top_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_bottom_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_right_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_right_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_left_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_left_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><span><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1484\" src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-scaled.png\" class=\"attachment-full size-full\" alt=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-scaled.png\" data-full_image_src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-scaled.png\" title=\"Bildschirmfoto 2025-05-30 um 10.13.15\" srcset=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-scaled.png 2560w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-640x371.png 640w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-1280x742.png 1280w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-768x445.png 768w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-1536x891.png 1536w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-2048x1188.png 2048w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.13.15-320x186.png 320w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><\/div><div data-bb-version=\"5.3.7\" class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.3.7\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><section data-bb-version=\"5.2.6\" id=\"bt_bb_section69f712d9ea1a1\" class=\"bt_bb_section bt_bb_layout_boxed_1500 bt_bb_vertical_align_top bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.1.3\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div  class=\"bt_bb_text\" ><\/p>\n<p><span style=\"font-weight: 400\">However, every automated request \u2013 whether from customers or employees \u2013 generates costs. The challenge therefore lies in the economic balance between performance, scalability and budget. <\/span><\/p>\n<p><span style=\"font-weight: 400\">A technology-agnostic implementation in the aiStudio allows flexible access to different Large Language Models (LLMs) \u2013 depending on the requirements:<\/span><\/p>\n<ul>\n<li>Type of task<\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Accuracy and relevance of the answer<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Availability of domain-specific knowledge<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Requirements for security and hosting factors<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Cost-benefit ratio<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">This modular architecture allows our customers to choose the optimum solution for every application \u2013 both technically and economically.<\/span><\/p>\n<p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><section data-bb-version=\"5.2.6\" id=\"bt_bb_section69f712d9ea749\" class=\"bt_bb_section bt_bb_layout_boxed_1500 bt_bb_vertical_align_top bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.1.3\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div  class=\"bt_bb_text\" ><\/p>\n<h2><b>People as a success factor: a pragmatic recommendation for action<\/b><\/h2>\n<p>\n<\/div><div data-bb-version=\"5.2.5\" class=\"bt_bb_separator_v2 bt_bb_border_style_none bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_border_thickness_1 bt_bb_icon_size_normal bt_bb_text_size_normal bt_bb_separator_v2_without_content\" data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_border_thickness_&quot;:{&quot;current_class&quot;:&quot;bt_bb_border_thickness_1&quot;,&quot;def&quot;:&quot;1&quot;},&quot;bt_bb_icon_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_icon_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_text_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_text_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_separator_v2_inner\"><span class=\"bt_bb_separator_v2_inner_before\"><\/span><span class=\"bt_bb_separator_v2_inner_content\"><span  data-ico-=\"\" class=\"bt_bb_icon_holder\"><\/span><\/span><span class=\"bt_bb_separator_v2_inner_after\"><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div data-bb-version=\"5.3.6\" class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.3.6\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div data-bb-version=\"5.3.8\" class=\"bt_bb_image bt_bb_shape_square bt_bb_target_self bt_bb_align_inherit bt_bb_hover_style_simple bt_bb_content_display_always bt_bb_content_align_middle bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none bt_bb_top_negative_margin_none bt_bb_bottom_negative_margin_none bt_bb_right_negative_margin_none bt_bb_left_negative_margin_none\" data-bt-override-class=\"{&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_inherit&quot;,&quot;def&quot;:&quot;inherit&quot;},&quot;bt_bb_content_display_&quot;:{&quot;current_class&quot;:&quot;bt_bb_content_display_always&quot;,&quot;def&quot;:&quot;always&quot;},&quot;bt_bb_top_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_bottom_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_right_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_right_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_left_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_left_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><span><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1485\" src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-scaled.png\" class=\"attachment-full size-full\" alt=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-scaled.png\" data-full_image_src=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-scaled.png\" title=\"Bildschirmfoto 2025-05-30 um 10.14.02\" srcset=\"https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-scaled.png 2560w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-640x371.png 640w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-1280x742.png 1280w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-768x445.png 768w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-1536x891.png 1536w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-2048x1188.png 2048w, https:\/\/kauz.ai\/wp-content\/uploads\/2025\/05\/Bildschirmfoto-2025-05-30-um-10.14.02-320x186.png 320w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><section data-bb-version=\"5.2.6\" id=\"bt_bb_section69f712d9eb466\" class=\"bt_bb_section bt_bb_layout_boxed_1500 bt_bb_vertical_align_top bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.1.3\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_normal\" style=\"; --column-width:12;\" data-width=\"12\" data-bt-override-class=\"{}\"><div class=\"bt_bb_column_content\"><div class=\"bt_bb_column_content_inner\"><div  class=\"bt_bb_text\" ><\/p>\n<p><span style=\"font-weight: 400\">Despite all the technological advances, one thing is certain: the key to success lies in meaningful collaboration between man and machine.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Our customers regularly report positive transformation experiences. Employees are relieved, repetitive tasks are automated \u2013 and free space is created for creative, value-adding activities. <\/span><\/p>\n<p><span style=\"font-weight: 400\">AI success definitely needs more than technology<\/span><span style=\"font-weight: 400\">:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Project managers must take over data maintenance, agent training and dialog analyses<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Internal initiators are needed to drive forward further developments<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The pace of change must match the corporate culture<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">In companies that follow this path, the development of AI expertise is increasingly seen as a strategic competitive advantage and acted upon accordingly.<\/span><b><\/b><\/p>\n<p>\n<\/div><div data-bb-version=\"5.2.5\" class=\"bt_bb_separator_v2 bt_bb_border_style_none bt_bb_top_spacing_normal bt_bb_bottom_spacing_none bt_bb_border_thickness_1 bt_bb_icon_size_normal bt_bb_text_size_normal bt_bb_separator_v2_without_content\" data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_border_thickness_&quot;:{&quot;current_class&quot;:&quot;bt_bb_border_thickness_1&quot;,&quot;def&quot;:&quot;1&quot;},&quot;bt_bb_icon_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_icon_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_text_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_text_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_separator_v2_inner\"><span class=\"bt_bb_separator_v2_inner_before\"><\/span><span class=\"bt_bb_separator_v2_inner_content\"><span  data-ico-=\"\" class=\"bt_bb_icon_holder\"><\/span><\/span><span class=\"bt_bb_separator_v2_inner_after\"><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><section data-bb-version=\"5.3.1\" id=\"bt_bb_section69f712d9eb99b\" class=\"bt_bb_section bt_bb_layout_boxed_800 bt_bb_vertical_align_top bt_bb_top_spacing_none bt_bb_bottom_spacing_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none bt_bb_negative_margin_none\"  data-bt-override-class=\"{&quot;bt_bb_top_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_top_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_bottom_spacing_&quot;:{&quot;current_class&quot;:&quot;bt_bb_bottom_spacing_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_negative_margin_&quot;:{&quot;current_class&quot;:&quot;bt_bb_negative_margin_none&quot;,&quot;def&quot;:&quot;none&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><div class=\"bt_bb_port\"><div class=\"bt_bb_cell\"><div class=\"bt_bb_cell_inner\"><div class=\"bt_bb_row \"  data-bt-override-class=\"{}\"><div class=\"bt_bb_row_holder\" ><div data-bb-version=\"5.3.1\"  class=\"bt_bb_column col-xxl-12 col-xl-12 col-xs-12 col-sm-12 col-md-12 col-lg-12 bt_bb_vertical_align_top bt_bb_align_left bt_bb_padding_none\" style=\"; 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class=\"bt_bb_headline bt_bb_superheadline_font_weight_500 bt_bb_dash_none bt_bb_size_small bt_bb_align_inherit btNoHeadline\" data-bt-override-class=\"{&quot;bt_bb_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_size_small&quot;,&quot;def&quot;:&quot;small&quot;},&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_inherit&quot;,&quot;def&quot;:&quot;inherit&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_no_animation&quot;,&quot;def&quot;:&quot;no_animation&quot;}}\"><\/header><div data-bb-version=\"4.8.4\" class=\"bt_bb_separator_v2 bt_bb_border_style_none bt_bb_top_spacing_none bt_bb_bottom_spacing_15 bt_bb_border_thickness_1 bt_bb_icon_size_normal bt_bb_text_size_normal bt_bb_separator_v2_without_content\" 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class=\"bt_bb_button bt_bb_color_scheme_5 bt_bb_icon_position_right bt_bb_style_outline bt_bb_size_normal bt_bb_width_inline bt_bb_shape_inherit bt_bb_target_self bt_bb_text_transform_inherit bt_bb_align_inherit bt_bb_animation_fade_in move_right animate btWithIcon\" style=\"; --primary-color:var(--alternate-color); --secondary-color:var(--light-color);\" data-bt-override-class=\"{&quot;bt_bb_size_&quot;:{&quot;current_class&quot;:&quot;bt_bb_size_normal&quot;,&quot;def&quot;:&quot;normal&quot;},&quot;bt_bb_align_&quot;:{&quot;current_class&quot;:&quot;bt_bb_align_inherit&quot;,&quot;def&quot;:&quot;inherit&quot;},&quot;bt_bb_animation_&quot;:{&quot;current_class&quot;:&quot;bt_bb_animation_fade_in move_right animate&quot;,&quot;def&quot;:&quot;fade_in move_right animate&quot;}}\"><a href=\"https:\/\/kauz.ai\/en\/ai-agents-and-multi-agent-systems\/\" target=\"_self\" class=\"bt_bb_link\" title=\"Download e-book now\"><span class=\"bt_bb_button_text\" >Download e-book now<\/span><span  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class=\"bt_bb_separator_v2_inner_after\"><\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><!-- cell_inner --><\/div><!-- cell --><\/div><!-- port --><\/section><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The transition from chatbots to autonomous AI agents has begun: Agentic AI is actively taking over tasks, controlling processes and fundamentally changing the digital world of work.<\/p>\n","protected":false},"author":14,"featured_media":19229,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[87,60],"tags":[],"class_list":["post-19230","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-en","category-technology","article-list-item","animate"],"acf":[],"ab_tests":{"titles":{"started":false,"start_time":1777799897000,"end_time":1780391897000,"traffic_percentage":35,"variant_traffic_percentage":[],"paused":true,"ended":false,"results":{"timestamp":0,"winning":null,"winner":null,"aggs":[],"variants":[]}},"featured_images":{"started":false,"start_time":1777799897000,"end_time":1780391897000,"traffic_percentage":35,"variant_traffic_percentage":[],"paused":true,"ended":false,"results":{"timestamp":0,"winning":null,"winner":null,"aggs":[],"variants":[]}}},"ab_test_titles":[],"ab_test_featured_images":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.1 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>From dialog-based AI chatbots to action-oriented AI agents - Kauz<\/title>\n<meta name=\"description\" content=\"The transition from chatbots to autonomous AI agents has begun: Agentic AI is actively taking over tasks, controlling processes and fundamentally changing the digital world of work.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kauz.ai\/en\/blog\/from-dialog-based-ai-chatbots-to-action-oriented-ai-agents\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"From dialog-based AI chatbots to action-oriented AI agents\" \/>\n<meta property=\"og:description\" content=\"The transition from chatbots to autonomous AI 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