{"id":6006,"date":"2026-02-09T05:23:36","date_gmt":"2026-02-09T05:23:36","guid":{"rendered":"https:\/\/smartspokes.com\/?p=6006"},"modified":"2026-03-24T08:33:19","modified_gmt":"2026-03-24T08:33:19","slug":"from-ai-hype-to-governance","status":"publish","type":"post","link":"https:\/\/smartspokes.com\/en\/from-ai-hype-to-governance\/","title":{"rendered":"From AI hype to governance"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6006\" class=\"elementor elementor-6006 elementor-6005\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8177b18 e-con-full e-flex e-con e-parent\" data-id=\"8177b18\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-63b9288 elementor-widget elementor-widget-heading\" data-id=\"63b9288\" data-element_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\">From AI hype to governance<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b5c6c9 elementor-widget elementor-widget-heading\" data-id=\"1b5c6c9\" data-element_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\">Why sustainable AI translation in e-learning needs an operating model<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0391379 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0391379\" data-element_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-174472d elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"174472d\" data-element_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>After the introduction of AI translation in e-learning, a single new tool rarely remains a &#8220;game changer.&#8221; What remains are questions: Who decides when AI is used? Who bears which risks? How are quality, security, and effort managed across multiple languages?<\/p>\n<p><br \/>The last few weeks have highlighted different facets: design, terminology, review, tool limitations, scaling. The common denominator is not a feature, but the way responsibility is organized. Technology can speed up processes. It cannot steer them.<\/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-2b00fcb elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2b00fcb\" data-element_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-66fd942 elementor-widget elementor-widget-heading\" data-id=\"66fd942\" data-element_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\">Why the problem is rarely the tool<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7c5453 elementor-widget elementor-widget-text-editor\" data-id=\"e7c5453\" data-element_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>Many initiatives start with tool-related questions:<\/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-3eef99c elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"3eef99c\" data-element_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<ul>\n<li>Which model do we use?<\/li>\n<li>How do we connect it technically?<\/li>\n<li>Which authoring tools can be integrated, and how?<\/li>\n<\/ul>\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-a8a39b2 elementor-widget elementor-widget-text-editor\" data-id=\"a8a39b2\" data-element_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>After some time, it becomes clear that the real bottlenecks lie elsewhere:<\/p>\n<ul>\n<li>Lack of clarity about who authorizes AI for which content<\/li>\n<li>different terminology decisions across markets and projects<\/li>\n<li>no defined minimum standards for review and approval<\/li>\n<li>missing metrics on rework, time requirements, and error profiles<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<p>The technology is in place, but operations remain fragile. Governance is the answer to this gap: it defines how AI translation is used reliably in day-to-day work \u2013 not only in a pilot project, but on an ongoing basis.<\/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-c1a2a5f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c1a2a5f\" data-element_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-c7f2bd8 elementor-widget elementor-widget-heading\" data-id=\"c7f2bd8\" data-element_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\">Governance is not a bureaucracy term<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-052ae96 elementor-widget elementor-widget-text-editor\" data-id=\"052ae96\" data-element_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>\u201cGovernance\u201d quickly sounds like extra administration, committees, and forms. In the context of AI translation in e-learning, however, governance means something much more concrete:<\/p>\n<p>Governance describes how decisions are made, documented, and reviewed \u2013 especially when AI is involved.<\/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-ddd7d23 elementor-widget elementor-widget-text-editor\" data-id=\"ddd7d23\" data-element_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>It&#8217;s about questions such as:<\/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-b8ee1b9 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b8ee1b9\" data-element_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<ul>\n<li>Who decides whether a course is suitable for AI translation?<\/li>\n<li>Who determines which languages are maintained, and with what level of quality?<\/li>\n<li>Who bears responsibility if an AI translation is not sufficient from a subject-matter or legal perspective?<\/li>\n<\/ul>\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-e5df844 elementor-widget elementor-widget-text-editor\" data-id=\"e5df844\" data-element_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>Governance is therefore less an \u201cadditional effort\u201d and more a framework that prevents each organizational unit from inventing its own rules and distributing risks at random.<\/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-273a25a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"273a25a\" data-element_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-465c510 elementor-widget elementor-widget-heading\" data-id=\"465c510\" data-element_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\">Four building blocks of a resilient operating model<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a51d53 elementor-widget elementor-widget-text-editor\" data-id=\"9a51d53\" data-element_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>Your draft sums it up briefly: roles, standards, measurability, review.<br \/>I will now go into this in more depth..<\/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-6edbf8f elementor-widget elementor-widget-heading\" data-id=\"6edbf8f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Clear roles<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90b7874 elementor-widget elementor-widget-text-editor\" data-id=\"90b7874\" data-element_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>It must be clear who approves translation decisions and who is responsible for the associated risks.<\/p>\n<p style=\"text-align: center;\"><br \/>A practical division of roles:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-100b757 e-con-full e-flex e-con e-child\" data-id=\"100b757\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-184df9d elementor-widget elementor-widget-text-editor\" data-id=\"184df9d\" data-element_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<ul>\n<li>Subject-matter responsibility<br \/>decides which content is critical and to what extent AI results need to be adapted.<\/li>\n<li>Localization \/ language responsibility<br \/>defines which terminology and quality standards apply in the target languages.<\/li>\n<li>E-learning \/ tech responsibility<br \/>is in charge of tool selection, technical QA, and integration into the LMS.<\/li>\n<li>Governance \/ steering<br \/>defines rules for AI usage, review depth, approval processes, and exceptions.<\/li>\n<\/ul>\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-222db4f elementor-widget elementor-widget-text-editor\" data-id=\"222db4f\" data-element_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>Important: Roles do not have to be separate positions; they can sit within existing functions \u2013 but they must be explicitly named. \u201cSomeone will have a look at it\u201d is not a governance model.<\/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-39895da elementor-widget elementor-widget-heading\" data-id=\"39895da\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Defined standards<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d43b565 elementor-widget elementor-widget-text-editor\" data-id=\"d43b565\" data-element_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>Defined standards ensure that projects do not start from scratch and that decisions do not have to be renegotiated every time.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-817b8b9 e-flex e-con-boxed e-con e-child\" data-id=\"817b8b9\" data-element_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<div class=\"elementor-element elementor-element-8f833c3 elementor-widget elementor-widget-text-editor\" data-id=\"8f833c3\" data-element_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>Typical standard building blocks:<\/p>\n<ul>\n<li>Terminology rules<br \/>binding terminology lists for critical topics (compliance, safety, HR, legal content), including an approval process for new terms.<\/li>\n<li>Design and template standards<br \/>localization-friendly templates that take into account text expansion, writing systems, and tool limitations instead of inventing new page types every time.<\/li>\n<li>QA and review criteria<br \/>clearly defined minimum requirements for each course and risk category:<br \/>\n<ul>\n<li>Which courses require language-only review?<\/li>\n<li>Where is subject-matter and legal review mandatory?<\/li>\n<li>Which tests are required as a minimum before rollout?<\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\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 class=\"elementor-element elementor-element-b7f206d elementor-widget elementor-widget-text-editor\" data-id=\"b7f206d\" data-element_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>Standards are not rigid norms, but rather a starting point. Deviations are possible, but they must be decided consciously \u2013 they should not happen by accident.<\/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-70b0205 elementor-widget elementor-widget-heading\" data-id=\"70b0205\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Measurability<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7c2957 elementor-widget elementor-widget-text-editor\" data-id=\"e7c2957\" data-element_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>Without metrics, management remains reactive.<br \/>Typical metrics in the context of AI translation in e-learning:<\/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-e55e0a6 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"e55e0a6\" data-element_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<ul>\n<li><strong>Rework share<br \/><\/strong>What percentage of AI outputs have to be significantly adjusted during review?<br \/>Where do corrections cluster (specific courses, languages, topics)?<\/li>\n<li><strong>Time-to-market \/ time-to-release<br \/><\/strong>How long does it take from the source version to productive use in all target languages?<br \/>Where do bottlenecks occur (review, approval, technical QA, graphic adjustments)?<\/li>\n<li><strong>Error profile<br \/><\/strong>What types of errors occur in production (subject-matter, linguistic, functional, legal)?<br \/>Where do these errors come from (model limits, tool limits, missing standards, unclear roles)?<\/li>\n<\/ul>\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-8f4ca84 elementor-widget elementor-widget-text-editor\" data-id=\"8f4ca84\" data-element_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>Measurability does not mean introducing a perfect reporting system immediately. It is enough to start with a few recurring metrics \u2013 as long as they are reviewed regularly and used.<\/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-4aa4327 elementor-widget elementor-widget-heading\" data-id=\"4aa4327\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. Regular review<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3842f5d elementor-widget elementor-widget-text-editor\" data-id=\"3842f5d\" data-element_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>An operating model is not a one-off project. Requirements, tools, and internal structures change \u2013 governance has to respond to this.<\/p>\n<p><br \/>Regular review means, for example:<\/p>\n<ul>\n<li>semiannual or annual review of AI usage rules<\/li>\n<li>comparison of rework rates, error profiles, and project feedback<\/li>\n<li>adjustment of standards, templates, and approval processes when patterns emerge<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<p>Governance should not only appear when problems arise, but needs a regular place, for example as part of a recurring exchange between e-learning, business units, localization, and compliance.<\/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-b127d2f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b127d2f\" data-element_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-55d8c8a elementor-widget elementor-widget-heading\" data-id=\"55d8c8a\" data-element_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\">The difference between project and operation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02eae03 elementor-widget elementor-widget-text-editor\" data-id=\"02eae03\" data-element_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>Many organizations treat localization on a project basis:<\/p>\n<ul>\n<li>There is a start date, an end date, delivery dates, and rollout.<\/li>\n<li>Once the project is complete, the topic drops out of active management.<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<p><br \/>An operating model views localization as a permanent capability, not as a sequence of individual projects.<\/p>\n<p>Consequences:<\/p>\n<ul>\n<li>Content is treated as a portfolio, not just as individual courses.<\/li>\n<li>Updates, new languages, and version maintenance are part of the plan, not spontaneous special tasks.<\/li>\n<li>Roles, standards, and key performance indicators apply across projects.<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<p><br \/>In combination with AI translation, this difference is crucial:<\/p>\n<ul>\n<li><strong>Project logic:<\/strong> \u201cWe will complete the rollout in x languages.\u201d<\/li>\n<li><strong>Operating logic<\/strong>: \u201cWe can deliver reliably in x languages over years and versions.\u201d<\/li>\n<\/ul>\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-2c51fa0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2c51fa0\" data-element_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-a195d18 elementor-widget elementor-widget-heading\" data-id=\"a195d18\" data-element_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\">Governance makes AI usable<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13de496 elementor-widget elementor-widget-text-editor\" data-id=\"13de496\" data-element_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>AI translation only unfolds its benefits when it is embedded in a system that identifies and manages risks. Without governance, AI remains an efficiency tool with unclear side effects.<\/p><p>This becomes visible in questions such as:<\/p><ul><li>Which content is suitable for pure AI translation with language review?<\/li><li>Where is hybrid translation (AI plus intensive subject-matter review) necessary?<\/li><li>Which courses must only be translated using traditional methods?<\/li><li>How are exceptions documented when standards are not followed?<\/li><\/ul><p>Governance ensures that these decisions are not negotiated ad hoc in meetings, but are based on defined principles.<\/p><p>More on the scaling perspective:<br \/><a href=\"https:\/\/smartspokes.com\/en\/why-ai-translation-alone-does-not-scale\/\">Why AI translation alone does not scale<\/a><\/p><p>More on the security and risk perspective:<br \/><a href=\"https:\/\/smartspokes.com\/en\/?p=5870\">Risk &amp; assurance after AI translation in e-learning<\/a><\/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-f083600 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f083600\" data-element_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-ff6c58c elementor-widget elementor-widget-heading\" data-id=\"ff6c58c\" data-element_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\">First steps toward a governance model for AI translation in e-learning<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f44f25 elementor-widget__width-initial elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"5f44f25\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-pen-fancy\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M79.18 282.94a32.005 32.005 0 0 0-20.24 20.24L0 480l4.69 4.69 92.89-92.89c-.66-2.56-1.57-5.03-1.57-7.8 0-17.67 14.33-32 32-32s32 14.33 32 32-14.33 32-32 32c-2.77 0-5.24-.91-7.8-1.57l-92.89 92.89L32 512l176.82-58.94a31.983 31.983 0 0 0 20.24-20.24l33.07-84.07-98.88-98.88-84.07 33.07zM369.25 28.32L186.14 227.81l97.85 97.85 199.49-183.11C568.4 67.48 443.73-55.94 369.25 28.32z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t1.\tInventory\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\to\tWhere is AI translation already being used today?\n<br>\no\tWhich types of courses, languages, and tools are affected?\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-b50afda elementor-widget__width-initial elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"b50afda\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-exclamation-triangle\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M569.517 440.013C587.975 472.007 564.806 512 527.94 512H48.054c-36.937 0-59.999-40.055-41.577-71.987L246.423 23.985c18.467-32.009 64.72-31.951 83.154 0l239.94 416.028zM288 354c-25.405 0-46 20.595-46 46s20.595 46 46 46 46-20.595 46-46-20.595-46-46-46zm-43.673-165.346l7.418 136c.347 6.364 5.609 11.346 11.982 11.346h48.546c6.373 0 11.635-4.982 11.982-11.346l7.418-136c.375-6.874-5.098-12.654-11.982-12.654h-63.383c-6.884 0-12.356 5.78-11.981 12.654z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t2.\tSort risk types\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\to\tWhich content is purely informative, and which is subject-matter or legally critical?\n<br>o\tWhere are there documentation requirements (compliance, safety, regulatory requirements)?\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-7448ba2 elementor-widget__width-initial elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"7448ba2\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-layer-group\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12.41 148.02l232.94 105.67c6.8 3.09 14.49 3.09 21.29 0l232.94-105.67c16.55-7.51 16.55-32.52 0-40.03L266.65 2.31a25.607 25.607 0 0 0-21.29 0L12.41 107.98c-16.55 7.51-16.55 32.53 0 40.04zm487.18 88.28l-58.09-26.33-161.64 73.27c-7.56 3.43-15.59 5.17-23.86 5.17s-16.29-1.74-23.86-5.17L70.51 209.97l-58.1 26.33c-16.55 7.5-16.55 32.5 0 40l232.94 105.59c6.8 3.08 14.49 3.08 21.29 0L499.59 276.3c16.55-7.5 16.55-32.5 0-40zm0 127.8l-57.87-26.23-161.86 73.37c-7.56 3.43-15.59 5.17-23.86 5.17s-16.29-1.74-23.86-5.17L70.29 337.87 12.41 364.1c-16.55 7.5-16.55 32.5 0 40l232.94 105.59c6.8 3.08 14.49 3.08 21.29 0L499.59 404.1c16.55-7.5 16.55-32.5 0-40z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t3.\tDefine minimum standards\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\to\tFor each risk class, define:\n<br>-\twhether and how AI may be used\n<br>- what level of review is required\n<br>- who gives final approval\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-50f0f9b elementor-widget__width-initial elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"50f0f9b\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-inbox\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M567.938 243.908L462.25 85.374A48.003 48.003 0 0 0 422.311 64H153.689a48 48 0 0 0-39.938 21.374L8.062 243.908A47.994 47.994 0 0 0 0 270.533V400c0 26.51 21.49 48 48 48h480c26.51 0 48-21.49 48-48V270.533a47.994 47.994 0 0 0-8.062-26.625zM162.252 128h251.497l85.333 128H376l-32 64H232l-32-64H76.918l85.334-128z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t4.\tExplicitly name roles\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\to\tAppoint a person or function for AI governance (also possible as part of a role)\n<br>o\tClarify interfaces with subject-matter departments, the e-learning team, and localization\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-61024d6 elementor-widget__width-initial elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"61024d6\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calculator\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M400 0H48C22.4 0 0 22.4 0 48v416c0 25.6 22.4 48 48 48h352c25.6 0 48-22.4 48-48V48c0-25.6-22.4-48-48-48zM128 435.2c0 6.4-6.4 12.8-12.8 12.8H76.8c-6.4 0-12.8-6.4-12.8-12.8v-38.4c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4zm0-128c0 6.4-6.4 12.8-12.8 12.8H76.8c-6.4 0-12.8-6.4-12.8-12.8v-38.4c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4zm128 128c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4zm0-128c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8v-38.4c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v38.4zm128 128c0 6.4-6.4 12.8-12.8 12.8h-38.4c-6.4 0-12.8-6.4-12.8-12.8V268.8c0-6.4 6.4-12.8 12.8-12.8h38.4c6.4 0 12.8 6.4 12.8 12.8v166.4zm0-256c0 6.4-6.4 12.8-12.8 12.8H76.8c-6.4 0-12.8-6.4-12.8-12.8V76.8C64 70.4 70.4 64 76.8 64h294.4c6.4 0 12.8 6.4 12.8 12.8v102.4z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t5.\tDefine two to three key figures\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\to\tFor example: rework percentage, time-to-release, number of critical corrections after rollout\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-1f19a52 elementor-widget__width-initial elementor-view-default elementor-position-top elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"1f19a52\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-history\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 255.531c.253 136.64-111.18 248.372-247.82 248.468-59.015.042-113.223-20.53-155.822-54.911-11.077-8.94-11.905-25.541-1.839-35.607l11.267-11.267c8.609-8.609 22.353-9.551 31.891-1.984C173.062 425.135 212.781 440 256 440c101.705 0 184-82.311 184-184 0-101.705-82.311-184-184-184-48.814 0-93.149 18.969-126.068 49.932l50.754 50.754c10.08 10.08 2.941 27.314-11.313 27.314H24c-8.837 0-16-7.163-16-16V38.627c0-14.254 17.234-21.393 27.314-11.314l49.372 49.372C129.209 34.136 189.552 8 256 8c136.81 0 247.747 110.78 248 247.531zm-180.912 78.784l9.823-12.63c8.138-10.463 6.253-25.542-4.21-33.679L288 256.349V152c0-13.255-10.745-24-24-24h-16c-13.255 0-24 10.745-24 24v135.651l65.409 50.874c10.463 8.137 25.541 6.253 33.679-4.21z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t6.\tSchedule a regular review date\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\to\tFor example, every six or twelve months:\n<br>- What has worked?\n<br>- Where have risks materialized?\n<br>- Which standards or roles need to be adjusted?\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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-90f1ef5 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"90f1ef5\" data-element_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-64c92de elementor-widget elementor-widget-heading\" data-id=\"64c92de\" data-element_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\">FAQs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b16a8b2 elementor-widget elementor-widget-n-accordion\" data-id=\"b16a8b2\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1860\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1860\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What does governance actually mean in e-learning? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1860\" class=\"elementor-element elementor-element-a555ac2 e-con-full e-flex e-con e-child\" data-id=\"a555ac2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a32a622 elementor-widget elementor-widget-text-editor\" data-id=\"a32a622\" data-element_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>Governance describes clear responsibilities, standards, and decision-making processes around translation and approval. This includes rules on when AI may be used, what quality is required in which languages, who gives subject-matter and legal approval, and how changes are documented.<\/p>\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\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1861\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1861\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Is governance only relevant for large organizations? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1861\" class=\"elementor-element elementor-element-e78361e e-con-full e-flex e-con e-child\" data-id=\"e78361e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ea2697 elementor-widget elementor-widget-text-editor\" data-id=\"9ea2697\" data-element_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>No. Even small teams benefit from clear rules because they reduce repetitive effort and make decisions traceable. The scope of documentation can be lean, but clarity of responsibilities is helpful at any size, especially when multiple languages and sensitive content are involved.<\/p>\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\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1862\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1862\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Does governance replace technical quality assurance? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1862\" class=\"elementor-element elementor-element-24d7e0c e-con-full e-flex e-con e-child\" data-id=\"24d7e0c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cee86a0 elementor-widget elementor-widget-text-editor\" data-id=\"cee86a0\" data-element_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>No. Governance complements technical quality assurance. While QA checks technical and formal quality, governance ensures that the underlying decisions are transparent, consistent, and accountable. Together, they form a robust system.<\/p>\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\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1863\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1863\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Why is governance particularly important in AI translation? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1863\" class=\"elementor-element elementor-element-cbb4e4c e-flex e-con-boxed e-con e-child\" data-id=\"cbb4e4c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2c378a elementor-widget elementor-widget-text-editor\" data-id=\"b2c378a\" data-element_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>Because responsibility cannot be delegated to AI. AI can generate suggestions, but decisions remain human. Governance ensures that it is clear on what basis decisions are made, which risks are consciously accepted, and where the limits for AI use lie.<\/p>\t\t\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\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1864\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1864\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Does governance not automatically lead to more bureaucracy? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1864\" class=\"elementor-element elementor-element-3423882 e-flex e-con-boxed e-con e-child\" data-id=\"3423882\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dfc9991 elementor-widget elementor-widget-text-editor\" data-id=\"dfc9991\" data-element_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>Governance leads to greater clarity, not necessarily to more bureaucracy. Once roles, standards, and key performance indicators have been defined, they reduce the need for coordination and avoid ad hoc decisions. Bureaucracy tends to arise where a lack of clarity is later compensated with additional rounds of coordination.<\/p>\t\t\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\t<\/details>\n\t\t\t\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-df50863 e-con-full e-flex e-con e-child\" data-id=\"df50863\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78d9021 elementor-widget elementor-widget-text-editor\" data-id=\"78d9021\" data-element_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>\u00a0<\/p>\n<p>If you are already using AI translation in e-learning and have the impression that the technology is moving faster than your decision-making processes, it is worth taking a look at governance.<\/p>\n<p>In a structured exchange, we can clarify which roles, standards, and key figures make sense in your context and how they can be used to develop a viable operating model without blocking your existing projects.<\/p>\n<p>Simply write to: <a href=\"mailto:contact@smartspokes.com\">contact@smartspokes.com<\/a>\u00a0<\/p>\n<p>\u00a0<\/p>\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>\n\t\t<div class=\"elementor-element elementor-element-b4a4ce9 e-flex e-con-boxed e-con e-parent\" data-id=\"b4a4ce9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41b9bc2 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-widget elementor-widget-posts\" data-id=\"41b9bc2\" data-element_type=\"widget\" data-settings=\"{&quot;classic_columns&quot;:&quot;3&quot;,&quot;classic_columns_tablet&quot;:&quot;2&quot;,&quot;classic_columns_mobile&quot;:&quot;1&quot;,&quot;classic_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;classic_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-classic elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-2773 post type-post status-publish format-standard has-post-thumbnail hentry category-language-solutions category-sprachloesungen tag-arabic tag-avoid-cultural-faux-pas tag-consistent-translations tag-copy-editing-en tag-cultural-adaptation tag-cultural-localization tag-documentation tag-editing tag-efficient-workflow tag-error-free-content tag-exact-layout-customization tag-fluid-contents tag-hebrew tag-innovative-tools-en tag-international-communication tag-kulturelle-anpassung tag-linguistic-quality-assurance tag-layout-customization tag-linguistic-examination tag-marketing-translations tag-40-languages tag-professional-error-correction tag-right-to-left-languages tag-rtl-languages tag-stylistic-optimization tag-target-group-oriented-content tag-terminology-management tag-training-en tag-translation-memory-en tag-translations\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/smartspokes.com\/en\/translation\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/smartspokes.com\/wp-content\/uploads\/2024\/11\/Bild2-300x200.jpg\" class=\"attachment-medium size-medium wp-image-2728\" alt=\"\" srcset=\"https:\/\/smartspokes.com\/wp-content\/uploads\/2024\/11\/Bild2-300x200.jpg 300w, https:\/\/smartspokes.com\/wp-content\/uploads\/2024\/11\/Bild2-768x512.jpg 768w, https:\/\/smartspokes.com\/wp-content\/uploads\/2024\/11\/Bild2.jpg 928w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/smartspokes.com\/en\/translation\/\" >\n\t\t\t\tTRANSLATION\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tDecember 5, 2024\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-avatar\">\n\t\t\tNo Comments\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>&#8220;Made in Germany&#8221; from Baden-W\u00fcrttemberg stands for quality worldwide, and we are committed to upholding this reputation. A high-quality translation should be easy to read, easy to understand, and indistinguishable from an original text in the target language. That is our standard.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/smartspokes.com\/en\/translation\/\" aria-label=\"Read more about TRANSLATION\" tabindex=\"-1\" >\n\t\t\tRead more \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c7ab68 e-flex e-con-boxed e-con e-parent\" data-id=\"5c7ab68\" data-element_type=\"container\">\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-d6be9a0 e-flex e-con-boxed e-con e-parent\" data-id=\"d6be9a0\" data-element_type=\"container\">\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>After the AI hype, e-learning is rarely left with a new \u201cmiracle tool\u201d, but rather with the question of who carries responsibility. Sustainable AI translation does not need another feature, but an operating model: clear roles, standards, measurability, and regular review. Only then can AI be used reliably in multilingual learning systems.<\/p>\n","protected":false},"author":3,"featured_media":5873,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[613,627,607,619,615,628,614,624,630,610,626,622,631,609,629,623,621,608,612,617,620,625,618,616,611],"class_list":["post-6006","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-ai-translation-compliance","tag-ai-translation-control","tag-ai-translation-e-learning","tag-authoring-tools-localization","tag-didactic-quality-translation","tag-e-learning-translation-risk","tag-functional-testing-e-learning","tag-governance-ai-translation","tag-learning-effect-translation","tag-liability-for-ai-translation","tag-localization-of-interactive-content","tag-multilingual-e-learning-quality","tag-quality-after-machine-translation","tag-quality-assurance-e-learning","tag-regulatory-requirements-translation","tag-review-after-ai-translation","tag-rise-translation","tag-risk-and-assurance-after-ai-translation","tag-risk-of-automated-translation","tag-semantic-shift-translation","tag-storyline-translation","tag-terminology-consistency-in-e-learning","tag-text-expansion-e-learning","tag-translation-errors-in-e-learning","tag-translation-review-in-e-learning"],"yoast_head":"<!-- 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