{"id":16739,"date":"2026-05-07T07:41:45","date_gmt":"2026-05-07T06:41:45","guid":{"rendered":"https:\/\/www.moresophy.com\/?p=16739"},"modified":"2026-05-07T07:42:43","modified_gmt":"2026-05-07T06:42:43","slug":"the-bottleneck-lies-before-the-prompt-when-ai-fails-it-fails-because-of-the-input","status":"publish","type":"post","link":"https:\/\/www.moresophy.com\/en\/news\/the-bottleneck-lies-before-the-prompt-when-ai-fails-it-fails-because-of-the-input","title":{"rendered":"The bottleneck lies before the prompt: when AI fails, it fails because of the input"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"16739\" class=\"elementor elementor-16739 elementor-16722\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be0ab7c e-flex e-con-boxed e-con e-parent\" data-id=\"be0ab7c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-05add0e e-con-full e-flex e-con e-parent\" data-id=\"05add0e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d8c081a e-flex e-con-boxed e-con e-parent\" data-id=\"d8c081a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e344d6f elementor-widget elementor-widget-spacer\" data-id=\"e344d6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a6bb26f e-con-full blog-info e-flex e-con e-child\" data-id=\"a6bb26f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a13c90c card-blog elementor-widget elementor-widget-text-editor\" data-id=\"a13c90c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tPress\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f797f5 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"8f797f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>|<\/p><\/div><\/div><div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-544f97a card-blog elementor-widget elementor-widget-text-editor\" data-id=\"544f97a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMay 7, 2026\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2b241f card-blog elementor-widget elementor-widget-text-editor\" data-id=\"c2b241f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>|<\/p><\/div><\/div><div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a044b0a card-blog elementor-widget elementor-widget-text-editor\" data-id=\"a044b0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"blog-reading-time\">2 min. read<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39fe06c elementor-widget elementor-widget-spacer\" data-id=\"39fe06c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11fe492 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"11fe492\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87d04a5 elementor-widget elementor-widget-spacer\" data-id=\"87d04a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63150a1 elementor-widget elementor-widget-heading\" data-id=\"63150a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">The bottleneck lies before the prompt: when AI fails, it fails because of the input<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1e5336 elementor-widget elementor-widget-spacer\" data-id=\"b1e5336\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50ad71f elementor-widget elementor-widget-text-editor\" data-id=\"50ad71f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 16px;\">Large language models such as ChatGPT have seemingly radically simplified the use of AI: one prompt is all it takes to generate fluid responses in seconds. However, this convenience masks the real bottleneck of successful AI applications in companies. The article published in   <\/span><a href=\"https:\/\/www.industr.com\/de\/\" target=\"_blank\" rel=\"noopener\">INDUSTR<\/a><span style=\"font-size: 16px;\"> by <\/span><a href=\"https:\/\/www.moresophy.com\/en\/heiko-beier\" target=\"_blank\" rel=\"noopener\">Prof. Dr. Heiko Beier<\/a><span style=\"font-size: 16px;\">  shows that the actual benefit of AI is decided long before the prompt. It is not the choice or size of the model that is decisive, but the quality, structure and contextualization of the underlying data. <\/span><\/p><div><p>The article makes it clear why AI projects often fail, even though powerful LLMs are used: Corporate knowledge is often fragmented, historically grown and semantically ambiguous. Without clear terms, comprehensible sources, metadata, glossaries and consistent knowledge structures, even the most modern AI systems deliver linguistically plausible but technically unreliable results. The focus is therefore on the concept of &#8220;AI-Ready Data&#8221;, which expands data access to include comprehensibility, trustworthiness and context.  <\/p><p>Prof. Dr. Beier shows why scaling AI applications in particular require clear reference structures and the early integration of specialist knowledge. Implicit empirical knowledge, which functions naturally in everyday working life, must be made explicit for AI in order to enable reproducible, explainable and measurable results. The article shifts the focus away from rapid AI output towards strategic groundwork on the knowledge foundation &#8211; and explains why this is precisely where the decisive lever for sustainable AI added value lies.  <\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4f39e7 elementor-widget elementor-widget-spacer\" data-id=\"e4f39e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bf6090 elementor-widget elementor-widget-button\" data-id=\"4bf6090\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.industr.com\/de\/der-engpass-liegt-vor-dem-prompt-wenn-ki-scheitert-scheitert-sie-am-input-2912325\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">To the article (INDUSTR)<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53a5f81 elementor-widget elementor-widget-spacer\" data-id=\"53a5f81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-153408a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"153408a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f7bb8c elementor-widget elementor-widget-heading\" data-id=\"2f7bb8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Tags<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f75577 elementor-widget elementor-widget-spacer\" data-id=\"7f75577\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbc3712 elementor-widget elementor-widget-text-editor\" data-id=\"bbc3712\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.moresophy.com\/en\/tag\/ai-applications-in-the-company\" class=\"post-tag\">AI applications in the company<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/artificial-intelligence\" class=\"post-tag\">Artificial intelligence<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/automation\" class=\"post-tag\">Automation<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/automation-2\" class=\"post-tag\">Automation<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/chatgpt-en\" class=\"post-tag\">ChatGPT<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/corporate-knowledge\" class=\"post-tag\">Corporate knowledge<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/data-analysis\" class=\"post-tag\">Data analysis<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/data-management\" class=\"post-tag\">Data management<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/data-quality\" class=\"post-tag\">Data quality<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/human-in-the-loop\" class=\"post-tag\">Human in the Loop<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/knowledge-management\" class=\"post-tag\">Knowledge management<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/large-language-models-llm-en\" class=\"post-tag\">Large Language Models (LLM)<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/llm-en\" class=\"post-tag\">LLM<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/scaling-of-ai-systems\" class=\"post-tag\">Scaling of AI systems<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/traceability\" class=\"post-tag\">Traceability<\/a>, <a href=\"https:\/\/www.moresophy.com\/en\/tag\/trusted-ai-en\" class=\"post-tag\">Trusted AI<\/a>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-72422aa elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"72422aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b071ea elementor-widget elementor-widget-spacer\" data-id=\"7b071ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-132aa40 elementor-widget elementor-widget-heading\" data-id=\"132aa40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Recommended contributions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d14b1e elementor-widget elementor-widget-spacer\" data-id=\"8d14b1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12385eb elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"12385eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:15836,&quot;columns&quot;:3,&quot;_skin&quot;:&quot;post&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-grid.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-loop-container elementor-grid\" role=\"list\">\n\t\t<style id=\"loop-15836\">.elementor-15836 .elementor-element.elementor-element-a1487d5{--display:flex;--gap:0px 0px;--row-gap:0px;--column-gap:0px;}.elementor-15836 .elementor-element.elementor-element-911e037 img{width:100%;height:4rem;object-fit:cover;object-position:center center;}.elementor-15836 .elementor-element.elementor-element-4210142{--spacer-size:1.4rem;}.elementor-15836 .elementor-element.elementor-element-689d1c3{--divider-border-style:solid;--divider-color:var( --e-global-color-4ae3596 );--divider-border-width:2px;}.elementor-15836 .elementor-element.elementor-element-689d1c3 .elementor-divider-separator{width:100%;}.elementor-15836 .elementor-element.elementor-element-689d1c3 .elementor-divider{padding-block-start:8px;padding-block-end:8px;}.elementor-15836 .elementor-element.elementor-element-68ca10a .elementor-heading-title{font-family:\"Open Sans\", Sans-serif;line-height:24px;color:var( --e-global-color-primary );}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"15836\" class=\"elementor elementor-15836 e-loop-item e-loop-item-16975 post-16975 post type-post status-publish format-standard has-post-thumbnail hentry category-news category-press tag-ai-applications-in-the-company tag-ai-projects tag-artificial-intelligence tag-automation-2 tag-data-management tag-data-quality tag-digitization tag-enterprise-ai tag-generative-ki tag-proof-of-concept tag-scaling-of-ai-systems\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-a1487d5 e-flex e-con-boxed e-con e-parent\" data-id=\"a1487d5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-911e037 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"911e037\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"284\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/07\/report-banner-scaled.webp\" class=\"attachment-full size-full wp-image-16974\" alt=\"Report+ Banner News\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/07\/report-banner-scaled.webp 2560w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/07\/report-banner-300x33.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/07\/report-banner-1024x114.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/07\/report-banner-768x85.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/07\/report-banner-1536x171.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/07\/report-banner-2048x228.webp 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4210142 elementor-widget elementor-widget-spacer\" data-id=\"4210142\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99cfd81 elementor-widget elementor-widget-text-editor\" data-id=\"99cfd81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tPress\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-689d1c3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"689d1c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68ca10a elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"68ca10a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/news\/a-successful-pilot-but-no-scaling-the-ai-dilemma\">A Successful Pilot, but No Scaling: The AI Dilemma<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"15836\" class=\"elementor elementor-15836 e-loop-item 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decoding=\"async\" width=\"2560\" height=\"284\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/06\/silicon-banner-scaled.webp\" class=\"attachment-full size-full wp-image-16957\" alt=\"silicon.de Banner News\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/06\/silicon-banner-scaled.webp 2560w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/06\/silicon-banner-300x33.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/06\/silicon-banner-1024x114.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/06\/silicon-banner-768x85.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/06\/silicon-banner-1536x171.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/06\/silicon-banner-2048x228.webp 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4210142 elementor-widget elementor-widget-spacer\" data-id=\"4210142\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99cfd81 elementor-widget elementor-widget-text-editor\" data-id=\"99cfd81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tPress\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-689d1c3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"689d1c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68ca10a elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"68ca10a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/news\/from-pilot-to-production-standard-ai-projects-rarely-scale\">From Pilot to Production Standard: AI Projects Rarely Scale<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"15836\" class=\"elementor elementor-15836 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data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2560\" height=\"284\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/05\/industr.com-banner-scaled.webp\" class=\"attachment-full size-full wp-image-16738\" alt=\"industr.com Banner News\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/05\/industr.com-banner-scaled.webp 2560w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/05\/industr.com-banner-300x33.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/05\/industr.com-banner-1024x114.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/05\/industr.com-banner-768x85.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/05\/industr.com-banner-1536x171.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2026\/05\/industr.com-banner-2048x228.webp 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4210142 elementor-widget elementor-widget-spacer\" data-id=\"4210142\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99cfd81 elementor-widget elementor-widget-text-editor\" data-id=\"99cfd81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tPress\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-689d1c3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"689d1c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68ca10a elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"68ca10a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/news\/the-bottleneck-lies-before-the-prompt-when-ai-fails-it-fails-because-of-the-input\">The bottleneck lies before the prompt: when AI fails, it fails because of the input<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b919ca elementor-widget elementor-widget-spacer\" data-id=\"5b919ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-beed3b2 elementor-widget elementor-widget-button\" data-id=\"beed3b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.moresophy.com\/en\/news\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-left\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M257.5 445.1l-22.2 22.2c-9.4 9.4-24.6 9.4-33.9 0L7 273c-9.4-9.4-9.4-24.6 0-33.9L201.4 44.7c9.4-9.4 24.6-9.4 33.9 0l22.2 22.2c9.5 9.5 9.3 25-.4 34.3L136.6 216H424c13.3 0 24 10.7 24 24v32c0 13.3-10.7 24-24 24H136.6l120.5 114.8c9.8 9.3 10 24.8.4 34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to overview<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86575fc elementor-widget elementor-widget-spacer\" data-id=\"86575fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>| | Large language models such as ChatGPT have seemingly radically simplified the use of AI: one prompt is all 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