{"id":1649,"date":"2025-07-29T18:52:15","date_gmt":"2025-07-29T16:52:15","guid":{"rendered":"https:\/\/buzzybee.de\/leistungen\/"},"modified":"2025-11-04T09:35:54","modified_gmt":"2025-11-04T08:35:54","slug":"leistungen","status":"publish","type":"page","link":"https:\/\/langtec.de\/en\/leistungen\/","title":{"rendered":"Services"},"content":{"rendered":"\n<div class=\"wp-block-uagb-container uagb-block-1fb4f14b alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-95c2415b\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-be693989\"><h2 class=\"uagb-heading-text\">High-End AI Solutions Tailored to Every Use Case<\/h2><\/div>\n<\/div>\n<\/div><\/div>\n\n<div class=\"wp-block-uagb-container uagb-block-8a9a6d86 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-7f331911\"><h6 class=\"uagb-heading-text\">We develop bespoke AI solutions tailored to your business.<br\/>Our core areas include semantic text analytics (NLP), text, data and document generation (NLG), large language models (LLMs), machine learning (ML), and artificial intelligence (AI).<br\/>Since 2011, our team of computational linguists, data scientists, data engineers, and software developers has been successfully operating in the market.<\/h6><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons uagb-buttons__outer-wrap uagb-btn__default-btn uagb-btn-tablet__default-btn uagb-btn-mobile__default-btn uagb-block-fbd61d4c\"><div class=\"uagb-buttons__wrap uagb-buttons-layout-wrap \">\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-5fdf073c wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"https:\/\/langtec.de\/en\/contact-us\/\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">Contact Us<\/div><\/a><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n<div class=\"wp-block-uagb-container uagb-block-4e82a3d9 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:16% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_124500318.png\" alt=\"\" class=\"wp-image-3123 size-full\" srcset=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_124500318.png 512w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_124500318-300x300.png 300w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_124500318-150x150.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-75eb5d93\" id=\"nlp\"><h5 class=\"uagb-heading-text\"><strong>Text Analytics (NLP)<\/strong><\/h5><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-6c86755b\"><h3 class=\"uagb-heading-text\">Automatically Identify Connections with Text Analytics<\/h3><\/div>\n\n\n\n<p>Text Analytics or text mining utilises a plethora of methods from computational linguistics and artificial intelligence in order to convert unstructured textual data into structured information. Specifically, patterns and structures are extracted from input texts based on lexical properties, syntactic structures, statistical observations and machine learning with the overall aim of gaining deep semantic insights from textual input <\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n<div id=\"ml\" class=\"wp-block-uagb-container uagb-block-dd1d2d0a alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 16%\"><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-81ef2bfb\"><h5 class=\"uagb-heading-text\"><strong><strong>Machine Learning (ML)<\/strong><\/strong><\/h5><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-fd3f995f\"><h3 class=\"uagb-heading-text\">Aligned with Your Objectives: From Classical Machine Learning and Deep Learning to Large Language Models<\/h3><\/div>\n\n\n\n<p>Depending on the project goal and context, LangTec employs a wide range of machine learning methods. We use both unsupervised learning techniques \u2014 for example, in document clustering, topic modelling, or the creation of vector-based word and language models \u2014 and supervised learning techniques, which are applied in tasks such as text and document classification or targeted information extraction. In the deep learning context, we develop customised neural network architectures and, where necessary, deploy pre-trained AI models. In our research-driven projects, we explore new application areas for techniques such as reinforcement learning, transfer learning, and model distillation.   <\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_125741225.png\" alt=\"\" class=\"wp-image-3128 size-full\" srcset=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_125741225.png 512w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_125741225-300x300.png 300w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-02_125741225-150x150.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure><\/div>\n<\/div><\/div>\n\n<div id=\"ki\" class=\"wp-block-uagb-container uagb-block-82e95fe5 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:16% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_103643009.png\" alt=\"\" class=\"wp-image-3307 size-full\" srcset=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_103643009.png 512w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_103643009-300x300.png 300w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_103643009-150x150.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-b369cfbf\"><h5 class=\"uagb-heading-text\"><strong><strong>Artificial Intelligence (AI)<\/strong><\/strong><\/h5><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-0b76330d\"><h3 class=\"uagb-heading-text\">AI has been at the core of our project and product development since 2011. <\/h3><\/div>\n\n\n\n<p>The term \u2018artificial intelligence\u2019 is an umbrella concept encompassing all of LangTec\u2019s activities in project and product development. We build solutions that solve real-world problems intelligently.<br\/><br\/>We hold our solutions to the standard that they significantly improve the quality and efficiency of processes beyond the level of human decision-making. In our view, the term \u2018artificial intelligence\u2019 is only truly applicable if the resulting solution solves the task measurably better than a human could. Although artificial intelligence, machine learning, and large language models (LLMs) are closely interconnected today and often used interchangeably, we regard artificial intelligence as a broader concept.   <\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n<div id=\"nlg\" class=\"wp-block-uagb-container uagb-block-76ce593d alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 16%\"><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-45818ac9\"><h5 class=\"uagb-heading-text\"><strong><strong>Text Generation (NLG)<\/strong><\/strong><\/h5><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-979f170e\"><h3 class=\"uagb-heading-text\">Machine-Generated Content from Dynamic Data Sources<\/h3><\/div>\n\n\n\n<p>With the availability of large language models (LLMs), the automated generation of journalistic content from structured data has almost become a commodity. However, generative language models do not offer full control over the content they produce. For use cases where complete control over generated content is required, alternative approaches such as LangTec\u2019s document generation solution, TextWriter, are more suitable.  <\/p>\n\n\n\n<p>LangTec\u2019s solution, <a href=\"https:\/\/langtec.de\/en\/textwriter\/\">TextWriter<\/a>, provides full content control and generates texts that can be optimised according to various parameters, such as SEO relevance, readability, text length, target audience, or output medium. Typical use cases for TextWriter include domains with high data fluctuation or breadth, such as product data in e-commerce, real-time weather or stock market reports, local news, or sports coverage. <\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104103210.png\" alt=\"\" class=\"wp-image-3310 size-full\" srcset=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104103210.png 512w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104103210-300x300.png 300w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104103210-150x150.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure><\/div>\n<\/div><\/div>\n\n<div id=\"daten-dokumentgenerierung\" class=\"wp-block-uagb-container uagb-block-b8d9afd0 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:16% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104918891.png\" alt=\"\" class=\"wp-image-3314 size-full\" srcset=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104918891.png 512w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104918891-300x300.png 300w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_104918891-150x150.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-f04b2b11\" id=\"daten-dokumentgenerierung\"><h5 class=\"uagb-heading-text\"><strong><strong><strong>Data and Document Generation<\/strong><\/strong><\/strong><\/h5><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-574d65ba\"><h3 class=\"uagb-heading-text\">The Turbocharger for Machine Learning: Automated Generation of Fully Annotated Test and Training Data<\/h3><\/div>\n\n\n\n<p>Over the past ten to fifteen years, machine learning has made available learning methods whose increased performance comes at the cost of a significantly higher demand for annotated training data. In many practical applications, fully annotated test and training data are often not available in sufficient quantities due to data protection, copyright restrictions, or insufficient manual annotation.<br\/><br\/>The use of synthetically generated training data can help close these data gaps, enabling the creation of fully converged machine learning models that perform robustly in real-world applications. <\/p>\n\n\n\n<p>LangTec\u2019s <a href=\"https:\/\/langtec.de\/en\/documentcreater\/\">Document Creator<\/a> therefore offers the ability to generate large volumes of test and training data with great variability starting from just a single example document. This allows machine learning methods to be robustly trained, evaluated, and tuned even with initially limited training data before going live. <\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n<div id=\"wissensrepraesentationen\" class=\"wp-block-uagb-container uagb-block-4f603a01 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 16%\"><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-e81ccb0e\" id=\"wissensrepr&#xE4;sentationen\"><h5 class=\"uagb-heading-text\"><strong><strong><strong>Knowledge Representation<\/strong><\/strong><\/strong><\/h5><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-25810d3b\"><h3 class=\"uagb-heading-text\">Structured Knowledge for Smart Systems<\/h3><\/div>\n\n\n\n<p>Structured knowledge representations\u2014formal mappings of the qualitative, domain-specific relationships\u2014have gained tremendous importance in applications over the past ten years, not least because it has become technically feasible to efficiently adapt and deploy large-scale knowledge representations. Structured knowledge representations, such as ontologies, knowledge graphs, or triple stores, make the modeled domain knowledge accessible in a structured way for machine processing, and thus significantly contribute to improving result quality in deep semantic analysis. <\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_105012991.png\" alt=\"\" class=\"wp-image-3316 size-full\" srcset=\"https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_105012991.png 512w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_105012991-300x300.png 300w, https:\/\/langtec.de\/wp-content\/uploads\/2025\/10\/Bild_2025-10-10_105012991-150x150.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure><\/div>\n<\/div><\/div>\n\n<div class=\"wp-block-uagb-container uagb-block-e0a7afd1 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-8c071278\"><h5 class=\"uagb-heading-text\">Do you have any questions or would you like further information about LangTec?<br\/>We are there for you!<\/h5><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons uagb-buttons__outer-wrap uagb-btn__default-btn uagb-btn-tablet__default-btn uagb-btn-mobile__default-btn uagb-block-422d62c2\"><div class=\"uagb-buttons__wrap uagb-buttons-layout-wrap \">\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-849613e6 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"https:\/\/langtec.de\/en\/contact-us\/\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">Contact Us<\/div><\/a><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>High-End AI Solutions Tailored to Every Use Case We develop bespoke AI solutions tailored to your business.Our core areas include [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"no-sidebar","site-content-layout":"plain-container","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"disabled","adv-header-id-meta":"","stick-header-meta":"enabled","header-above-stick-meta":"","header-main-stick-meta":"disabled","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LangTec \u2014 Services<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/langtec.de\/en\/leistungen\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LangTec \u2014 Services\" \/>\n<meta property=\"og:description\" content=\"High-End AI Solutions Tailored to Every Use Case We develop bespoke AI solutions tailored to your business.Our core areas include [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/langtec.de\/en\/leistungen\/\" \/>\n<meta property=\"og:site_name\" content=\"LangTec\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-04T08:35:54+00:00\" \/>\n<meta property=\"og:image\" 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