{"id":22132972,"date":"2026-05-27T17:36:36","date_gmt":"2026-05-27T15:36:36","guid":{"rendered":"https:\/\/netmind.net\/?p=22132972"},"modified":"2026-05-29T19:39:07","modified_gmt":"2026-05-29T17:39:07","slug":"impact-artificial-intelligence-productivity-quality","status":"publish","type":"post","link":"https:\/\/netmind.net\/en\/resources-and-povs\/impact-artificial-intelligence-productivity-quality\/","title":{"rendered":"The Artificial Intelligence paradox"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"22132972\" class=\"elementor elementor-22132972 elementor-22130377\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3d1739b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d1739b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b1d9dd4\" data-id=\"b1d9dd4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-22a21a6 elementor-widget elementor-widget-heading\" data-id=\"22a21a6\" 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\"><br><b>The challenge of managing technology talent in the age of AI<br><\/b><br><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9b5a09 elementor-widget elementor-widget-text-editor\" data-id=\"f9b5a09\" 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 title=\"\" data-sek-level=\"module\" data-sek-id=\"__nimble__fa3a835186e6\" data-sek-module-type=\"czr_heading_module\"><p class=\"isSelectedEnd\">In recent years, Artificial Intelligence has been presented as a powerful lever to accelerate software development and increase the productivity of technology teams.<\/p><p class=\"isSelectedEnd\">But the conversation is starting to shift.<\/p><p>The question is no longer whether AI can generate code faster. The real question is:<\/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-752408f elementor-widget elementor-widget-heading\" data-id=\"752408f\" 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\"><br><b>Is it truly helping create more value?<\/b><br><br><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81f5c6b elementor-widget elementor-widget-spacer\" data-id=\"81f5c6b\" 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-18306b5 elementor-widget elementor-widget-text-editor\" data-id=\"18306b5\" 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 class=\"isSelectedEnd\">The data gathered in this POV invites a more nuanced view of AI adoption: a study with experienced developers found that, in complex tasks, the use of AI increased execution time by 19%; at the same time, although 84% of developers use AI tools, only 33% trust their results.<\/p><p>In complex IT environments, productivity is not just about writing more lines of code. It depends on understanding context, maintaining quality, reducing operational friction, and ensuring that teams can work with focus, judgement, and confidence.<\/p><p>\u00a0<\/p>\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-cc3f589 elementor-widget elementor-widget-heading\" data-id=\"cc3f589\" 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\"><b>The AI paradox in technology teams<\/b><br><br><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ccc5fb elementor-widget elementor-widget-text-editor\" data-id=\"4ccc5fb\" 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 class=\"isSelectedEnd\">AI can accelerate tasks, but it can also create new burdens: review, correction, debugging, validation, and the management of errors that are difficult to detect.<\/p><p>When a solution is \u201calmost right\u201d, the problem does not always appear immediately. But it can turn into technical debt, loss of trust, and reduced delivery capacity over time.<\/p><div>\u00a0<\/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-a085c06 elementor-widget elementor-widget-heading\" data-id=\"a085c06\" 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\"><b>The challenge is not only technological<br><\/b><br><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18de5a1 elementor-widget elementor-widget-text-editor\" data-id=\"18de5a1\" 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 class=\"isSelectedEnd\">Adopting AI without transforming ways of working can remain a superficial improvement.<\/p><p>The real challenge lies in preparing teams, improving the developer experience, and building operating models capable of leveraging AI without increasing complexity.<\/p><div>\u00a0<\/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-3758bae elementor-widget elementor-widget-heading\" data-id=\"3758bae\" 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\"><b>Talent, DevEx and new operating models<br><\/b><br><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1f2142 elementor-widget elementor-widget-text-editor\" data-id=\"f1f2142\" 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 class=\"isSelectedEnd\">The competitive advantage will not come from simply using AI, but from knowing how to integrate it with judgement.<\/p><p>That means rethinking how productivity is measured, how technology teams are supported, and what role elements such as Developer Experience, measurement frameworks, and Internal Developer Platforms play.<\/p><p>\u00a0<\/p>\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-9c6d344 elementor-widget elementor-widget-spacer\" data-id=\"9c6d344\" 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-4c0d3ca elementor-widget elementor-widget-heading\" data-id=\"4c0d3ca\" 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\"><b>Discover the full POV<br><\/b><br><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8a734f elementor-widget elementor-widget-text-editor\" data-id=\"b8a734f\" 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 class=\"isSelectedEnd\">In this POV, we explore why managing technology talent has become a critical priority in the age of AI.<\/p><p>Download the full document and discover how to move towards a more mature, sustainable, and value-driven adoption of AI, without compromising quality or the strategic role of people.<\/p><p><em>\u00a0<\/em><\/p><p><em>\u00a0<\/em><\/p>\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-099cd49 elementor-widget elementor-widget-spacer\" data-id=\"099cd49\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-82669c8 e-flex e-con-boxed e-con e-parent\" data-id=\"82669c8\" 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-92cad9d elementor-cta--layout-image-above elementor-cta--valign-middle elementor-cta--skin-classic elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"92cad9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\t<b>Get our POV<\/b>\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6MjIxMzQ3ODQsInRvZ2dsZSI6ZmFsc2V9\">\n\t\t\t\t\t\tDownload\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\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>Does AI really improve productivity? Studies reveal lower efficiency, risks to code quality, and challenges in the developer experience.<\/p>\n","protected":false},"author":958,"featured_media":22134465,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22001671],"tags":[],"best_practice":[],"authors_rel":[22001661],"class_list":["post-22132972","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-resources-and-povs"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI in productivity: more speed or lower quality?<\/title>\n<meta name=\"description\" content=\"Does AI really improve productivity? 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