{"id":39741,"date":"2026-06-18T13:54:52","date_gmt":"2026-06-18T11:54:52","guid":{"rendered":"https:\/\/www.oneword.de\/?p=39741"},"modified":"2026-06-18T13:54:53","modified_gmt":"2026-06-18T11:54:53","slug":"ai-in-translation-processes","status":"publish","type":"post","link":"https:\/\/www.oneword.de\/en\/ai-in-translation-processes\/","title":{"rendered":"AI in translation processes: why you need to factor in AI right from the start"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--awb-background-color:#82a0a7;--awb-flex-wrap:wrap;\" id=\"opener\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-two-third fusion-column-first\" style=\"--awb-padding-top:105px;--awb-padding-bottom:106px;--awb-bg-size:cover;width:66.666666666667%;width:calc(66.666666666667% - ( ( 4% ) * 0.66666666666667 ) );margin-right: 4%;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\"><div class=\"fusion-text fusion-text-1\"><p><small> 23\/04\/2026<\/small><\/p>\n<\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;--awb-sep-color:#82a0a7;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">AI in translation processes: why you need to factor in AI right from the start<\/h1><\/div><div class=\"fusion-text fusion-text-2\"><p>More and more companies are using AI to translate their content quickly and cost-effectively. If an in-house AI solution is used, translations are often merely a \u2018by-product\u2018. This is because the technology is usually designed for other usage scenarios and considered in isolation from existing language processes \u2013 which can have serious consequences for quality, consistency and effort. So it\u2019s important that AI is integrated into translation processes right from the start, whilst ensuring that language experts and translators remain at the heart of the process. You can find out exactly how this process works in this blog post.<\/p>\n<\/div><div class=\"fusion-button-wrapper fusion-align-inline-medium\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-1 fusion-button-default-span fusion-button-default-type button-white\" style=\"--button_accent_color:#ffffff;--button_accent_hover_color:#676362;--button_border_hover_color:#676362;--button_gradient_top_color:rgba(249,157,28,0);--button_gradient_bottom_color:rgba(249,157,28,0);--button_gradient_top_color_hover:rgba(182,106,0,0);--button_gradient_bottom_color_hover:rgba(182,106,0,0);\" target=\"_self\" href=\"https:\/\/www.oneword.de\/en\/ai-in-translation-processes\/#information\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read more here<\/span><i class=\"fa-chevron-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:90px;--awb-flex-wrap:wrap;\" id=\"information\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_2_3 2_3 fusion-two-third fusion-column-first\" style=\"--awb-padding-right:12%;--awb-bg-size:cover;width:66.666666666667%;width:calc(66.666666666667% - ( ( 4% ) * 0.66666666666667 ) );margin-right: 4%;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\"><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">What happens when companies make decisions about the use of AI without consulting their language services department?<\/h4><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:25px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-3\"><p>It is not uncommon for decisions on how to use AI to be made by the IT department or management. Translation is quickly regarded as an additional use case \u2013 though without taking the existing translation process into account or involving those responsible for multilingual content. This is because many companies interpret \u2018AI-powered translation\u2018 to mean that the AI system they use can produce a file in the desired foreign language.<\/p>\n<p>Those who bear the brunt of this expectation are often the people within the company responsible for multilingual content. Instead of involving them when designing the process, they are presented with a fait accompli. Translation is thus losing its status as a specialist field in its own right and is increasingly being viewed as a by-product that can be handled as an add-on by the chosen AI tool.<\/p>\n<p>So it\u2018s hardly surprising that this strategy has not gone down well with the employees concerned. The main concerns include:<\/p>\n<ul>\n<li>Scepticism regarding quality: Language experts know just how much expertise, time and energy go into professional translations \u2013 and how substandard or simply incorrect AI output can sometimes be.<\/li>\n<li>Loyalty to traditional translation approaches: Many employees in language departments are translators themselves and are reluctant to let AI take over a craft they have often spent decades perfecting.<\/li>\n<li>Fear of losing one\u2018s job: Understandably, there is considerable concern about being completely replaced by AI tools. This can undermine trust within the company and, in the worst-case scenario, lead to a brain drain.<\/li>\n<li>Lack of appreciation: People want to be valued for their work. If people get the impression that machine translation output is considered sufficient, they will be less motivated.<\/li>\n<\/ul>\n<p>The reasons we\u2018ve outlined may lead to a resistance to change, which means the AI system is not given a chance. What\u2019s more, many companies assume that they can simply pass on the AI output to branches or employees with foreign language skills for review and approval.<\/p>\n<p>However, this approach is risky as the staff tasked with this work often lack the necessary resources or competence in the source language. Furthermore, the translation is produced as a source-language file in isolation and independently of any tools, meaning that existing review workflows and the integration of resources such as terminology databases no longer function. It\u2018s only when the poor quality of texts begins to show up in KPIs that decision-makers realise that high-quality translations really do require the input of language experts.<\/p>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:25px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Language data, file handling and quality check processes are important<\/h4><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:25px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-4\"><p>So how can AI be successfully and professionally used in translation, and what do companies need to bear in mind when doing so?<\/p>\n<p>Work involving language data, files and quality checks is complex. Professional translations usually require specialised computer-aided translation tools that separate the content from the file format whilst preserving the formatting. Through the integration of translation memories and terminology, all language resources are utilised, which ensures greater consistency and lower costs. The process is complemented by terminology work, automated quality checks and, in the case of machine translation, post-editing by translators.<\/p>\n<p>Large Language Models can be used as an additional language resource in this process as most LLMs are based on multilingual training material. Existing resources such as <a href=\"https:\/\/www.oneword.de\/en\/maintaining-translation-memories\/\">translation memories (TMs)<\/a> can then be used as additional training material for fine-tuning in order to tailor the machine output to the specific needs of the company. However, this does not automatically lead to correct or consistent results.<\/p>\n<p>In practice, it\u2018s clear that:<\/p>\n<ul>\n<li>If TM data is to be used for AI training, it usually needs to be cleaned up and curated<\/li>\n<li>Without integration into computer-aided translation tools, LLMs operate independently of the translation memory Corrections to the AI output are therefore not fed back into the system<\/li>\n<li>There is no reproducibility, meaning that errors can occur repeatedly or in different forms<\/li>\n<li>Language data accumulated over many years may be lost if integration is not possible or if the volume is too small to have a significant impact on the system<\/li>\n<\/ul>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:25px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">AI must be integrated effectively into existing translation processes<\/h4><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:25px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-5\"><p>Large Language Models (LLMs) should be viewed as one of many resources within existing translation processes.<\/p>\n<p>Computer-aided translation (CAT) tools remain the specialised environment for professional translation, particularly when it comes to data handling and process management, whilst AI is integrated as an additional resource. The integration of all available language resources, such as translation memories and terminology, is of crucial importance. It\u2018s only through the combined use of all resources that consistency and accuracy can be ensured, whilst at the same time reaping the time and cost benefits of AI.<\/p>\n<p>It is crucial that the translation process remains firmly rooted where it can be managed most effectively from a professional and technical perspective \u2013 with AI taking on clearly defined tasks within this framework.<\/p>\n<p>The roles can be clearly distinguished as follows:<\/p>\n<p>The tasks of AI:<\/p>\n<ul>\n<li>Rapid production of draft translations<\/li>\n<li>Assistance with standard and routine content<\/li>\n<li>Processing large volumes of text in a short space of time<\/li>\n<li>Ensuring the use of specified language, e.g. with the help of glossaries<\/li>\n<\/ul>\n<p>The tasks of language experts and translators:<\/p>\n<ul>\n<li>Checking and ensuring quality from a content and linguistic standpoint (post-editing)<\/li>\n<li>Assessment of context, tone and meaning<\/li>\n<li>Correction of errors, omissions and stylistic discrepancies<\/li>\n<li>Ensuring consistent corporate language and terminology<\/li>\n<li>Evaluation of error sources and identification of potential for optimisation<\/li>\n<\/ul>\n<p>This clearly shows that AI should not replace the translation process, but merely complement it. Language professionals should therefore play an active role in shaping this process. Only with their linguistic and process expertise can AI be meaningfully integrated into existing processes.<\/p>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:25px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Conclusion: AI can only complement translation processes; it cannot replace them<\/h4><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:25px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-text fusion-text-6\"><p>AI offers the greatest benefit when used together with existing translation processes, language data, post-editing and linguistic expertise. It should not replace established workflows, but it can support them effectively. When introducing AI for translation work, companies must therefore take their existing translation process into account and use AI to usefully complement human expertise. This allows translations to be produced more quickly without compromising on quality or exasperating the language services department.<\/p>\n<\/div><div class=\"fusion-text fusion-text-7\"><p><em>Would you like to use LLMs in your business, or do you already have your own system? The experts at oneword would be happy to show you, in a <a href=\"#closer\">no-obligation consultation<\/a>, how you can best integrate the tool into your processes or incorporate one of our company-specific LLMs.<\/em><\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_3 1_3 fusion-one-third fusion-column-last\" style=\"--awb-bg-size:cover;width:33.333333333333%;width:calc(33.333333333333% - ( ( 4% ) * 0.33333333333333 ) );\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\"><div class=\"fusion-widget-area awb-widget-area-element fusion-widget-area-1 fusion-content-widget-area\" style=\"--awb-title-color:#676362;--awb-padding:0px 0px 0px 0px;\">\n\t\t<section id=\"recent-posts-2\" class=\"widget widget_recent_entries\">\n\t\t<div class=\"heading\"><h4 class=\"widget-title\">Recent 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Act<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t<a href=\"https:\/\/www.oneword.de\/en\/5-reasons-why-users-love-onesuite\/\">5 reasons why users love oneSuite<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t<\/ul>\n\n\t\t<\/section><div class=\"fusion-additional-widget-content\"><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 hundred-percent-fullwidth non-hundred-percent-height-scrolling fusion-equal-height-columns\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--awb-flex-wrap:wrap;\" id=\"closer\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_2_5 2_5 fusion-two-fifth fusion-column-first competence\" style=\"--awb-padding-top:8%;--awb-padding-right:10%;--awb-padding-bottom:5%;--awb-padding-left:38%;--awb-bg-color:#82a0a7;--awb-bg-color-hover:#82a0a7;--awb-bg-image:url(&#039;https:\/\/www.oneword.de\/wp-content\/uploads\/2018\/10\/8-gruende-footer-icon.png&#039;);--awb-bg-position:left center;--awb-bg-repeat:repeat-y;width:40%;width:calc(40% - ( ( 4% ) * 0.4 ) );margin-right: 4%;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.oneword.de\/wp-content\/uploads\/2018\/10\/8-gruende-footer-icon.png\"><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-five\" style=\"--awb-margin-bottom:32px;--awb-margin-top-small:0px;--awb-margin-right-small:0px;--awb-margin-bottom-small:20px;--awb-margin-left-small:0px;\"><h5 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">8 good reasons to choose oneword.<\/h5><\/div><div class=\"fusion-text fusion-text-8\"><p>Learn more about what we do and what sets us apart from traditional translation agencies.<\/p>\n<p>We explain 8 good reasons and more to choose oneword for a successful partnership.<\/p>\n<\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"margin-left: auto;margin-right: auto;margin-bottom:30px;width:100%;\"><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-button-wrapper\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-2 fusion-button-default-span fusion-button-default-type button-white\" style=\"--button_accent_color:#ffffff;--button_accent_hover_color:#676362;--button_border_hover_color:#676362;--button_gradient_top_color:rgba(249,157,28,0);--button_gradient_bottom_color:rgba(249,157,28,0);--button_gradient_top_color_hover:rgba(182,106,0,0);--button_gradient_bottom_color_hover:rgba(182,106,0,0);\" target=\"_self\" href=\"https:\/\/www.oneword.de\/en\/translation-company-stuttgart\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Explore reasons<\/span><i class=\"fa-chevron-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div>\n<div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_3_5 3_5 fusion-three-fifth fusion-column-last contact\" style=\"--awb-padding-top:8%;--awb-padding-right:30%;--awb-padding-bottom:5%;--awb-padding-left:10%;--awb-bg-color:#f99d1c;--awb-bg-color-hover:#f99d1c;--awb-bg-size:cover;width:60%;width:calc(60% - ( ( 4% ) * 0.6 ) );\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\"><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-five\" 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autocomplete=\"new-password\" \/><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"fusion-builder-row fusion-row privacy\">\n\t\t<div class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1  fusion-one-full 1_1\">\n\t\t\t<div class=\"fusion-column-wrapper\">\n\t\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"anfrage-datenschutz\"><span class=\"wpcf7-form-control wpcf7-checkbox wpcf7-validates-as-required\"><span class=\"wpcf7-list-item first last\"><input type=\"checkbox\" name=\"anfrage-datenschutz[]\" value=\"I agree that oneword GmbH may contact me and store the data that I provide.\" \/><span class=\"wpcf7-list-item-label\">I agree that oneword GmbH may contact me and store the data that I provide.<\/span><\/span><\/span><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"fusion-builder-row fusion-row\">\n\t\t<div class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_5  fusion-one-fifth 1_5\">\n\t\t\t<div class=\"fusion-column-wrapper send-form\">\n\t\t\t\t<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Submit request\" \/>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div><div class=\"fusion-alert alert custom alert-custom fusion-alert-center wpcf7-response-output fusion-alert-capitalize awb-alert-native-link-color alert-dismissable awb-alert-close-boxed\" style=\"--awb-border-size:1px;--awb-border-top-left-radius:0px;--awb-border-top-right-radius:0px;--awb-border-bottom-left-radius:0px;--awb-border-bottom-right-radius:0px;\" role=\"alert\"><div class=\"fusion-alert-content-wrapper\"><span class=\"fusion-alert-content\"><\/span><\/div><button type=\"button\" class=\"close toggle-alert\" data-dismiss=\"alert\" aria-label=\"Close\">&times;<\/button><\/div>\n<\/form>\n<\/div>\n<div class=\"fusion-clearfix\"><\/div><\/div><\/div>\n<\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>More and more companies are using AI to translate their content quickly and cost-effectively. If an in-house AI solution is used, translations are often merely a \u2018by-product\u2018. This is because the technology is usually designed for other usage scenarios and considered in isolation from existing language processes \u2013 which can have serious consequences for quality, consistency and effort. So it\u2019s important that AI is integrated into translation processes right from the start, whilst ensuring that language experts and translators remain at the heart of the process. You can find out exactly how this process works in this blog post.<\/p>\n","protected":false},"author":16,"featured_media":39610,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[13],"tags":[1512],"class_list":["post-39741","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-ai-translation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI in translation processes: getting it right from the start<\/title>\n<meta name=\"description\" content=\"When integrating AI into translation processes, it\u2018s important that experts remain at the heart of the process. | More information in the blog.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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