{"id":10600,"date":"2026-02-04T07:21:23","date_gmt":"2026-02-04T06:21:23","guid":{"rendered":"https:\/\/kaleidoscope.at\/blog\/bessere-ki-ergebnisse-durch-terminology-augmented-generation-und-mcp\/"},"modified":"2026-02-12T16:00:09","modified_gmt":"2026-02-12T15:00:09","slug":"better-ai-results-through-tag-and-mcp","status":"publish","type":"blog","link":"https:\/\/kaleidoscope.at\/en\/blog\/better-ai-results-through-tag-and-mcp\/","title":{"rendered":"Optimizing GenAI: Better AI Results Through Terminology-Augmented Generation (TAG) and MCP"},"content":{"rendered":"\n<div class=\"wp-block-uagb-advanced-heading uagb-block-224ff585\"><p class=\"uagb-heading-text\"><strong>Despite significant investment in generative AI (GenAI), many companies are still struggling to use it effectively. Inaccurate output, a lack of context, and inconsistent wording are just some of the challenges regularly faced. In this article you'll discover how your structured terminology database can be used to massively increase the precision and efficiency of your AI output through terminology-augmented generation (TAG) and the Quickterm MCP server.<\/strong>\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-c40b6a58 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-4ee551e9\"><h2 class=\"uagb-heading-text\">Key Takeaways<\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-icon-list uagb-block-000094b9\"><div class=\"uagb-icon-list__wrap\">\n<div class=\"wp-block-uagb-icon-list-child uagb-block-e280a6d8\"><span class=\"uagb-icon-list__source-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 256 512\"><path d=\"M256 448c0 17.67-14.33 32-32 32H32c-17.67 0-32-14.33-32-32s14.33-32 32-32h64V123.8L49.75 154.6C35.02 164.5 15.19 160.4 5.375 145.8C-4.422 131.1-.4531 111.2 14.25 101.4l96-64c9.828-6.547 22.45-7.187 32.84-1.594C153.5 41.37 160 52.22 160 64.01v352h64C241.7 416 256 430.3 256 448z\"><\/path><\/svg><\/span><span class=\"uagb-icon-list__label\"><strong>Challenges of Generative AI<\/strong>: Many companies continue to struggle with inaccurate outputs, lack of context, and inconsistencies in communication, hindering the effective use of Generative AI (GenAI).<\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-icon-list-child uagb-block-13dfbfb4\"><span class=\"uagb-icon-list__source-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 320 512\"><path d=\"M320 448c0 17.67-14.33 32-32 32H32c-13.08 0-24.83-7.953-29.7-20.09c-4.859-12.12-1.859-26 7.594-35.03l193.6-185.1c31.36-30.17 33.95-80 5.812-113.4c-14.91-17.69-35.86-28.12-58.97-29.38C127.4 95.83 105.3 103.9 88.53 119.9L53.52 151.7c-13.08 11.91-33.33 10.89-45.2-2.172C-3.563 136.5-2.594 116.2 10.48 104.3l34.45-31.3c28.67-27.34 68.39-42.11 108.9-39.88c40.33 2.188 78.39 21.16 104.4 52.03c49.8 59.05 45.2 147.3-10.45 200.8l-136 130H288C305.7 416 320 430.3 320 448z\"><\/path><\/svg><\/span><span class=\"uagb-icon-list__label\"><strong>Solution through TAG and MCP<\/strong>: Terminology-augmented generation (TAG) and the Quickterm MCP server allow for terminology to be used as a structured knowledge base, significantly enhancing the accuracy and efficiency of GenAI.<\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-icon-list-child uagb-block-559c7939\"><span class=\"uagb-icon-list__source-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 320 512\"><path d=\"M320 344c0 74.98-61.02 136-136 136H103.6c-46.34 0-87.31-29.53-101.1-73.48c-5.594-16.77 3.484-34.88 20.25-40.47c16.75-5.609 34.89 3.484 40.47 20.25c5.922 17.77 22.48 29.7 41.23 29.7H184c39.7 0 72-32.3 72-72s-32.3-72-72-72H80c-13.2 0-25.05-8.094-29.83-20.41C45.39 239.3 48.66 225.3 58.38 216.4l131.4-120.4H32c-17.67 0-32-14.33-32-32s14.33-32 32-32h240c13.2 0 25.05 8.094 29.83 20.41c4.781 12.3 1.516 26.27-8.203 35.19l-131.4 120.4H184C258.1 208 320 269 320 344z\"><\/path><\/svg><\/span><span class=\"uagb-icon-list__label\"><strong>Effectiveness of TAG<\/strong>: The application of TAG has resulted in significant improvements in terminology adherence and precision of translations, minimizing issues such as hallucinations in AI applications.<\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-icon-list-child uagb-block-4109e232\"><span class=\"uagb-icon-list__source-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\"><path d=\"M384 334.2c0 17.67-14.33 32-32 32h-32v81.78c0 17.67-14.33 32-32 32s-32-14.33-32-32v-81.78H32c-10.97 0-21.17-5.625-27.05-14.89c-5.859-9.266-6.562-20.89-1.875-30.81l128-270.2C138.6 34.33 157.8 27.56 173.7 35.09c15.97 7.562 22.78 26.66 15.22 42.63L82.56 302.2H256V160c0-17.67 14.33-32 32-32s32 14.33 32 32v142.2h32C369.7 302.2 384 316.6 384 334.2z\"><\/path><\/svg><\/span><span class=\"uagb-icon-list__label\"><strong>Model Context Protocol (MCP)<\/strong>: MCP provides a standardized interface for accessing external data sources and facilitates easy and efficient integration with LLMs (Large Language Models), reducing the implementation effort for corporate IT.<\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-icon-list-child uagb-block-cda51715\"><span class=\"uagb-icon-list__source-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 320 512\"><path d=\"M320 344.6c0 74.66-60.73 135.4-135.4 135.4H104.7c-46.81 0-88.22-29.83-103-74.23c-5.594-16.77 3.469-34.89 20.23-40.48c16.83-5.625 34.91 3.469 40.48 20.23c6.078 18.23 23.08 30.48 42.3 30.48h79.95c39.36 0 71.39-32.03 71.39-71.39s-32.03-71.38-71.39-71.38H32c-9.484 0-18.47-4.203-24.56-11.48C1.359 254.5-1.172 244.9 .5156 235.6l32-177.2C35.27 43.09 48.52 32.01 64 32.01l192 .0049c17.67 0 32 14.33 32 32s-14.33 32-32 32H90.73L70.3 209.2h114.3C259.3 209.2 320 269.1 320 344.6z\"><\/path><\/svg><\/span><span class=\"uagb-icon-list__label\"><strong>Future of terminology in companies<\/strong>: The integration of terminology into AI projects is critical to their success; TAG via MCP ensures that existing terminological resources in companies are optimally utilized, leading to a higher return on investment.<\/span><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\t\t\t\t<div class=\"wp-block-uagb-table-of-contents uagb-toc__align-left uagb-toc__columns-1  uagb-block-8310af89      \"\n\t\t\t\t\tdata-scroll= \"1\"\n\t\t\t\t\tdata-offset= \"30\"\n\t\t\t\t\tstyle=\"\"\n\t\t\t\t>\n\t\t\t\t<div class=\"uagb-toc__wrap\">\n\t\t\t\t\t\t<div class=\"uagb-toc__title\">\n\t\t\t\t\t\t\tTable of Contents\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"uagb-toc__list-wrap \">\n\t\t\t\t\t\t<ol class=\"uagb-toc__list\"><li class=\"uagb-toc__list\"><a href=\"#key-takeaways\" class=\"uagb-toc-link__trigger\">Key Takeaways<\/a><li class=\"uagb-toc__list\"><a href=\"#genai-from-hype-to-market-maturity\" class=\"uagb-toc-link__trigger\">GenAI: from hype to market maturity<\/a><li class=\"uagb-toc__list\"><a href=\"#why-ai-projects-failcurrent-efficiency-problems\" class=\"uagb-toc-link__trigger\">Why AI projects fail:\u00a0current efficiency problems<\/a><li class=\"uagb-toc__list\"><a href=\"#but-why-is-this\" class=\"uagb-toc-link__trigger\">But why is this?<\/a><li class=\"uagb-toc__list\"><a href=\"#the-solution-terminology-tag-mcp\" class=\"uagb-toc-link__trigger\">The solution: terminology, TAG &amp; MCP<\/a><ul class=\"uagb-toc__list\"><li class=\"uagb-toc__list\"><a href=\"#what-is-terminology-augmented-generation-tag\" class=\"uagb-toc-link__trigger\">What is terminology-augmented generation (TAG)?<\/a><\/li><\/ul><\/li><li class=\"uagb-toc__list\"><a href=\"#unlock-the-terminology-treasure-chest\" class=\"uagb-toc-link__trigger\">Unlock the terminology treasure chest!<\/a><li class=\"uagb-toc__list\"><a href=\"#the-four-pillars-of-terminology-augmented-generation-tag\" class=\"uagb-toc-link__trigger\">The four pillars of terminology-augmented generation (TAG)<\/a><li class=\"uagb-toc__list\"><a href=\"#terminology-augmented-generation-tag-in-quickterm\" class=\"uagb-toc-link__trigger\">Terminology-augmented generation (TAG) in Quickterm<\/a><li class=\"uagb-toc__list\"><a href=\"#example-tag-use-cases\" class=\"uagb-toc-link__trigger\">Example TAG use cases<\/a><li class=\"uagb-toc__list\"><a href=\"#how-can-i-connect-tag-to-an-llm-or-an-ai-application\" class=\"uagb-toc-link__trigger\">How can I connect TAG to an LLM or an AI application?<\/a><ul class=\"uagb-toc__list\"><li class=\"uagb-toc__list\"><a href=\"#programming\" class=\"uagb-toc-link__trigger\">Programming<\/a><li class=\"uagb-toc__list\"><li class=\"uagb-toc__list\"><a href=\"#functioncalling\" class=\"uagb-toc-link__trigger\">Function\u00a0calling<\/a><li class=\"uagb-toc__list\"><li class=\"uagb-toc__list\"><a href=\"#modelcontextprotocol-mcp\" class=\"uagb-toc-link__trigger\">Model\u00a0Context\u00a0Protocol (MCP)<\/a><\/li><\/ul><\/li><\/ul><\/li><li class=\"uagb-toc__list\"><a href=\"#what-is-the-model-context-protocol-mcp\" class=\"uagb-toc-link__trigger\">What is the Model Context Protocol (MCP)?<\/a><li class=\"uagb-toc__list\"><a href=\"#how-does-the-quickterm-mcp-server-for-tag-work\" class=\"uagb-toc-link__trigger\">How does the Quickterm MCP server for TAG work?<\/a><li class=\"uagb-toc__list\"><a href=\"#what-are-the-advantages-of-tag-via-mcp\" class=\"uagb-toc-link__trigger\">What are the advantages of TAG via MCP?\u00a0\u00a0<\/a><li class=\"uagb-toc__list\"><a href=\"#so-whats-the-best-way-to-get-tag-with-mcp-installed-at-your-company\" class=\"uagb-toc-link__trigger\">So what&#039;s the best way to get TAG with MCP installed at your company?\u00a0<\/a><li class=\"uagb-toc__list\"><a href=\"#conclusion-tag-und-mcp-are-real-game-changers\" class=\"uagb-toc-link__trigger\">Conclusion: TAG und MCP are real game changers<\/a><li class=\"uagb-toc__list\"><a href=\"#further-reading-and-studies\" class=\"uagb-toc-link__trigger\">(*) Further reading and studies:<\/a><\/ul><\/ul><\/ol>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-2f5b83a8\"><h2 class=\"uagb-heading-text\"><strong>GenAI: from hype to market maturity<\/strong><\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-11c29281\"><p class=\"uagb-heading-text\">Gartner's Hype Cycle is an illustrative model that describes the different phases of public awareness of a new\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Technology\" target=\"_blank\" rel=\"noreferrer noopener\">technology<\/a>\u00a0when it is first introduced.\u00a0In 2025, GenAI and its productive application by businesses exceeded the peak of inflated expectations in Gartner's Hype Cycle.\u00a0After the hype typically comes a descent into the \"trough of disillusionment\" \u2013\u00a0which is exactly where GenAI currently finds itself in the public eye. But in the background, the first productive successes are beginning to emerge \u2013 and in some cases, the ascent to the \"plateau of productivity\" (which Gartner believes generative AI will reach in 2\u20135 years) is already underway.\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-6b301ac2\"><p class=\"uagb-heading-text\">If the forecasts are correct, we will probably see the first market-ready applications as early as 2027, not least due to trends such as\u00a0<strong>explainable AI<\/strong>,\u00a0<strong>robust AI<\/strong>, and, of course,\u00a0<strong>terminology-augmented generation (TAG)<\/strong>.<\/p><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"912\" height=\"516\" src=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image.png\" alt=\"\" class=\"wp-image-10586\" srcset=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image.png 912w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image-300x170.png 300w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image-768x435.png 768w\" sizes=\"auto, (max-width: 912px) 100vw, 912px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\">Source: <a href=\"https:\/\/www.gartner.com\/en\/articles\/hype-cycle-for-artificial-intelligence-pc1\" target=\"_blank\" rel=\"noopener\">https:\/\/www.gartner.com\/en\/articles\/hype-cycle-for-artificial-intelligence-pc1<\/a>)<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-cd82e7be\"><h2 class=\"uagb-heading-text\"><strong>Why AI projects fail:\u00a0current efficiency problems<\/strong><\/h2><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-4ca0055c\"><p class=\"uagb-heading-text\">But first let's get back to the \"trough of disillusionment\".\u00a0There remains a large discrepancy between the investment costs and the ROI:<br><\/p><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>McKinsey:\u00a0<a href=\"https:\/\/www.mckinsey.com\/capabilities\/people-and-organizational-performance\/our-insights\/we-are-all-techies-now-digital-skill-building-for-the-future\" target=\"_blank\" rel=\"noreferrer noopener\">Over 90% of companies<\/a>\u00a0will invest more in AI in the next three years, but only 1% think that these investments are already bearing fruit.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deloitte:\u00a0Only\u00a0<a href=\"https:\/\/www.deloitte.com\/us\/en\/services\/consulting\/articles\/scaling-generative-ai-strategy-in-the-enterprise.html\" target=\"_blank\" rel=\"noreferrer noopener\">one third of all GenAI experiments<\/a>\u00a0make it to productive use.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Boston Consulting Group:\u00a0Nearly 75% of companies are struggling to realize and scale real value from AI.\u00a0<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-2965f100\"><h2 class=\"uagb-heading-text\"><strong>But why is this?<\/strong><\/h2><\/div>\n\n\n\n<p>In my blog post from May 2025 on <a href=\"https:\/\/kaleidoscope.at\/en\/blog\/reliable-genai-output\/\" target=\"_blank\" rel=\"noreferrer noopener\">\"Terminology Augmented Generation (TAG): The Ideal Guardrail for Reliable GenAI<\/a>\", I analyzed and highlighted the following weaknesses:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Precision and accuracy of GenAI output<\/strong>: Models tend to hallucinate in the absence of context.\u00a0Explainable AI is not yet at the stage where we can rely on the generated content.\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Lack of corporate language<\/strong>: Since models are trained with global data, they do not know your company's specific corporate language.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Inconsistency<\/strong>: The lack of consistency and uniformity of generated content is also very disruptive, especially in translations but of course also in the source context.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-f8432d73\"><h2 class=\"uagb-heading-text\"><strong>The solution: terminology, TAG &amp; MCP<\/strong><\/h2><\/div>\n\n\n\n<p>Terminology addresses precisely these weak points of LLM-generated content.\u00a0With its clean concepts, terms, definitions, and other important metadata, it forms\u00a0<strong>the<\/strong>\u00a0solid conceptual basis for massively improving the three challenges of GenAI mentioned above.<\/p>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-050b95df\"><h3 class=\"uagb-heading-text\"><strong>What is terminology-augmented generation (TAG)?<\/strong><\/h3><\/div>\n\n\n\n<p>With our terminology-augmented generation (TAG) approach, we can provide LLMs with relevant context in a highly precise and compact form. This context provides additional information to the LLM in order to enrich the output on the basis of specific data \u2013 in our case, terminology data such as definitions and usage notes. And with TAG and MCP, we can even do this in real time.\u00a0Both our own research and studies by independent experts (*) have shown how effective terminology can be in improving GenAI quality:\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Increase in terminology fidelity<\/strong>\u00a0in translations from 63% to 95% (see:\u00a0<a href=\"https:\/\/ceur-ws.org\/Vol-3990\/short10.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Lackner, Vega-Wilson, Lang)<\/a>\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Resolution of \"edge cases\"<\/strong>: For example homonyms (words with several meanings) in translations can be solved with TAG with just a little additional information.\u00a0All it takes is a small note and the LLM resolves ambiguous terms entirely on its own (disambiguation).\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prevention of hallucinations<\/strong>:\u00a0Even in applications such as chatbots or content creation, adding small pieces of additional information from the termbase solves problems such as hallucination when unknown concepts are encountered. It can also prevent misinformation from being given by a chatbot if incorrect terminology in the user's query means the desired solution is not found in the databases.\u00a0<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"921\" height=\"354\" src=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image-1.png\" alt=\"\" class=\"wp-image-10587\" srcset=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image-1.png 921w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image-1-300x115.png 300w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/image-1-768x295.png 768w\" sizes=\"auto, (max-width: 921px) 100vw, 921px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\"><em>Example of the effectiveness of TAG: the small additional piece of information from the usage note of the termbase means that the LLM can correctly render the word \"Schraube\" in English as \"bolt\" or \"screw\". Without TAG, this disambiguation would not be possible and would require human correction loops.<\/em><\/p>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-02a053d2\"><h2 class=\"uagb-heading-text\"><strong><strong>Unlock the terminology treasure chest!<\/strong><\/strong><\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-2d7d0c13\"><p class=\"uagb-heading-text\">TAG is a classic example of Amara's Law, which states:\u00a0\"We tend to overestimate the effect of a technology in the short run and underestimate the effect in the long run\". The short-term increase in productivity of GenAI was obviously dramatically overestimated, but the effect of terminology on the long-term success of GenAI is still being massively underestimated today.\u00a0Terminology often already exists in most organizations, but it leads a solitary existence siloed away in the technical documentation or translation departments. It's high time that we unlock these data treasure chests for the benefit of the entire company: and for that we need TAG with MCP.<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-02595ebc\"><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-65399e0f\"><h2 class=\"uagb-heading-text\"><strong><strong>The four pillars of terminology-augmented generation (TAG)<\/strong><\/strong><\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-b430116d\"><p class=\"uagb-heading-text\">I've already explained the actual use of terminology in augmenting GenAI output in my blog article on TAG. As a reminder, it is based on four pillars:\u00a0<\/p><\/div>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Granular data structure:<\/strong>\u00a0Termbases are precision repositories that allow the correct content to be read with pinpoint accuracy.\u00a0<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Linguistic search:\u00a0<\/strong>Over the last 30 years, termbase technology has been developed to support extremely reliable search methods that we can utilize for these applications.\u00a0<\/li>\n<\/ol>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Optimized output formats:<\/strong>\u00a0LLMs require contexts that are as compact and easily structured as possible and in language that is as natural as possible. And how do we create these formats? Using TAG, of course.\u00a0<\/li>\n<\/ol>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>Real-time access:<\/strong>\u00a0Instead of slow vector searches in static data, TAG accesses data in real time via our special retrieval API, which is designed for speed due to the requirements of translators, content creators, and big data.<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-c276be3f\"><h2 class=\"uagb-heading-text\"><strong><strong>Terminology-augmented generation (TAG) in Quickterm<\/strong><\/strong><\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-1c46e3af\"><p class=\"uagb-heading-text\">These four basic principles of TAG can be configured in Quickterm using \"retrieval profiles\". By configuring the search logic and output directly in Quickterm, terminology managers can customize TAG to their exact requirements. After all, each potential use case for TAG requires a different approach.<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-f9c9666a\"><h2 class=\"uagb-heading-text\"><strong><strong>Example TAG use cases<\/strong><\/strong><\/h2><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Translation<\/strong>: For this use case, we need the terms as well as any additional information on usage, definition, and, in cases of doubt, grammatical information.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Term verification<\/strong>: The forbidden and permitted terms are particularly relevant for this task, plus any additional information on usage or meaning.\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Classic terminology search<\/strong>: For queries about the meaning of concepts, we mainly need information such as definitions, example sentences, and perhaps also subject areas or departmental information.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Search for related concepts<\/strong>:\u00a0In some use cases, we want to enrich a prompt with keywords or related terms, such as when creating content or using chatbots that access knowledge data.\u00a0Here it is also useful to use concept maps or the other possible links in Quickterm to output related concepts from the termbase that do not actually appear in the query itself.\u00a0<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-b2977cc8\"><p class=\"uagb-heading-text\">Since terminology managers know the content and purpose of the termbase structure better than anyone, it makes sense that they should define these applications and set them up accordingly in Quickterm. These configurations are created in Quickterm as \"retrieval profiles\" and made available for TAG functions.\u00a0<\/p><\/div>\n\n\n\n<p>All the AI manager or IT department then has to do is integrate the TAG retrievals into the AI applications. But how does this work in practice?\u00a0\u00a0<\/p>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-be4de440\"><h2 class=\"uagb-heading-text\"><strong>How can I connect TAG to an LLM or an AI application?<\/strong><\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-b7960e3d\"><p class=\"uagb-heading-text\">There are basically several ways of incorporating TAG into your AI workflows, each with their own advantages and disadvantages:\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-eb4deda5\"><h3 class=\"uagb-heading-text\"><strong><strong>Programming<\/strong><\/strong><\/h3><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-ab3055a0\"><p class=\"uagb-heading-text\">Firstly, it is possible to program hard-coded pipelines or function calls directly in individual AI environments and to address the TAG functionality of Quickterm via the configured retrieval endpoints of the Quickterm API. This is the most reliable, but by far the most time-consuming form of implementation, as the IT department basically has to plan, program, and maintain these pipelines for every use case and every application.\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-0105d5f8\"><h3 class=\"uagb-heading-text\"><strong>Function\u00a0calling <\/strong><\/h3><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-e51e16f1\"><p class=\"uagb-heading-text\">Many LLM applications offer \"function calling\". This is where corporate IT departments can develop \"functions\" that enable LLMs to execute certain external prompts independently. For example, a \"Find translations\" function could be developed that receives a TAG output via the Quickterm API and the retrieval endpoints, and automatically adds this to the prompt (augmentation). This means that new pipelines no longer have to be developed for every application. However, these functions must also be developed and maintained by your IT department, and they are implemented differently for each LLM.<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-86d82e5f\"><h3 class=\"uagb-heading-text\"><strong>Model\u00a0Context\u00a0Protocol (MCP<\/strong>)<\/h3><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-12709168\"><p class=\"uagb-heading-text\">The game changer when it comes to connecting external sources to LLMs is the Model Context Protocol (MCP). An MCP server is able to provide ready-made functions (or \"tools\", as MCP calls them) and inform the LLM when these tools should be called. As a result vendors such as Kaleidoscope can supply customers with defined use cases as off-the-shelf solutions and a single MCP server can be used for all AI applications in an organization. This means a massive reduction in the burden on the company's IT department and the software vendor's experience can be used for the benefit of different end customers.\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-d164700f\"><h2 class=\"uagb-heading-text\"><strong><strong>What is the Model Context Protocol (MCP)?<\/strong><\/strong><\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-2a4b668d\"><p class=\"uagb-heading-text\">MCP is a standardized exchange protocol that allows models to automatically search and use external sources to augment the knowledge and effectiveness of models as well as to refine the output. Put simply, it is a protocol that gives context to the model. The protocol was developed and published as open source in 2024 by Anthropic (anthropic.com), the developers behind the LLM Claude. General information on MCP can be found at\u00a0<a href=\"https:\/\/modelcontextprotocol.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/modelcontextprotocol.io.<\/a>\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-ff8fb876\"><p class=\"uagb-heading-text\">In short, MCP is a standardized interface for connecting LLMs to any external databases, repositories, or APIs. In contrast to function calling, not every company application has to be connected separately to every conceivable LLM. Instead the MCP server acts as a kind of centralized hub offering standardized, cross-tool access for both LLMs and external software.<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-b76bfe66\"><p class=\"uagb-heading-text\">This makes it possible for the first time for vendors such as Kaleidoscope to provide preconfigured off-the-shelf functionalities independently of the LLMs or AI applications used by the customer.<\/p><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1263\" height=\"511\" src=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/MCP-EN.png\" alt=\"\" class=\"wp-image-10621\" srcset=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/MCP-EN.png 1263w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/MCP-EN-300x121.png 300w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/MCP-EN-1024x414.png 1024w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/MCP-EN-768x311.png 768w\" sizes=\"auto, (max-width: 1263px) 100vw, 1263px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\">Inspired by:\u00a0<a href=\"https:\/\/www.descope.com\/learn\/post\/mcp\" target=\"_blank\" rel=\"noreferrer noopener\">What Is the Model Context Protocol (MCP) and How It Works<\/a>\u00a0<\/p>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-58e9aca3\"><h2 class=\"uagb-heading-text\"><strong><strong>How does the Quickterm MCP server for TAG work?<\/strong><\/strong><\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-72bafcaa\"><p class=\"uagb-heading-text\">The Quickterm MCP server currently offers four configurable functions:<\/p><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Terminology Details<\/strong>: Classic terminology search and output of hits including other relevant data<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Check Terminology<\/strong>: Terminology check of a text and output of the permitted variants plus other configured information\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Find Translation<\/strong>:\u00a0Search for terminology in a text and output of the foreign-language equivalents including defined additional information<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Related\u00a0Terminology<\/strong>: Search for similar concepts, also via the concept maps (!), and output of related concepts plus metadata by configuration<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-8c948c8e\"><p class=\"uagb-heading-text\">A retrieval profile is stored in Quickterm for each of these tools, in which the terminology managers have configured the exact function (search, analysis, etc.) and the data to be supplied (languages, fields, format).\u00a0This retrieval profile is essentially how we integrate the TAG principle into Quickterm, as explained in more detail in my\u00a0<a href=\"https:\/\/kaleidoscope.at\/en\/blog\/reliable-genai-output\/\" target=\"_blank\" rel=\"noreferrer noopener\">blog post from May 2025<\/a>.\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-8128358d\"><p class=\"uagb-heading-text\">Only two pieces of information are required for the configuration in the respective LLM application:\u00a0<\/p><\/div>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>The URL of the MCP server\u00a0(which with Quickterm is the respective Quickterm URL plus the suffix \"\/mcp\").\u00a0<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>The authentication. Any number of \"MCP users\" can be configured in Quickterm, each of which has their own authentication tokens or will soon be able to authenticate themselves via OAuth2. This also makes it possible to configure different scenarios or even \"personal\" MCP profiles. The Quickterm MCP server can be accessed via different tokens (=users) with the relevant configuration for different use cases.<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-bbd9de7d\"><p class=\"uagb-heading-text\">If the user now enters a prompt in the AI application that requires a terminology definition or a translation, for example, then the model either looks up the functions in the MCP server all by itself (depending on the vendor and configuration) or it must be prompted to do so by incorporating a trigger in the prompt or even permanently in the wizard.<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-baea95f6\"><p class=\"uagb-heading-text\">The MCP server in turn forwards the data to the retrieval endpoint of the Quickterm API. Quickterm then performs the search or text analysis and returns exactly the data in the desired format as configured in the retrieval profile.\u00a0This optimized result is returned to the LLM, which can now use this extra contextual information to generate a better response.\u00a0And voil\u00e0, that's TAG in action!\u00a0<\/p><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1667\" height=\"789\" src=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/TAG-in-QT-EN.png\" alt=\"\" class=\"wp-image-10620\" srcset=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/TAG-in-QT-EN.png 1667w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/TAG-in-QT-EN-300x142.png 300w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/TAG-in-QT-EN-1024x485.png 1024w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/TAG-in-QT-EN-768x363.png 768w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2026\/02\/TAG-in-QT-EN-1536x727.png 1536w\" sizes=\"auto, (max-width: 1667px) 100vw, 1667px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\"><em>Terminology-generated augmentation process in Quickterm<\/em>\u00a0<\/p>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-df578f1c\"><p class=\"uagb-heading-text\">As an illustrative example, here is a video showing <a href=\"https:\/\/25854577.fs1.hubspotusercontent-eu1.net\/hubfs\/25854577\/Videos_Sales\/TAG_via_MCP_example.mp4\" target=\"_blank\" rel=\"noopener\">how the Quickterm MCP server is connected in Langdock<\/a>.<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-94204f3d\"><h2 class=\"uagb-heading-text\">What are the advantages of TAG via MCP?\u00a0\u00a0<\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-19010085\"><p class=\"uagb-heading-text\">Terminology-augmented generation alone offers numerous advantages over classic RAG or even pure prompt engineering:\u00a0<\/p><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It requires significantly fewer tokens than RAG, which not only makes processing faster and more cost-effective, but also increases the accuracy of the model thanks to the extra contextual information. Too many tokens often overwhelm a model, causing it to \"overlook\" the instructions it's been given.\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The results are more precise because the exact field contents that the AI actually needs can be transferred instead of \"probably relevant\" content chunks. In addition, it is also possible to limit which data should be searched for and how (filter), as well as which data should be output.\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>By accessing relevant metadata, LLMs can also solve difficult edge cases, such as the disambiguation of homonyms in translation (see also the video above).\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The output format can be optimized for specific use cases.\u00a0YAML has proven to be an effective format for LLMs in our current research, which is why our MCP server passes YAML to the LLMs.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Access is in real time and not to static, uploaded data.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The entire configuration can be carried out by the terminology or language department, which enables interdisciplinary collaboration and an efficient division of labor.\u00a0<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-a10ceed6\"><p class=\"uagb-heading-text\">In addition, the connection via Quickterm MCP server significantly simplifies the implementation of TAG:\u00a0<\/p><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The company IT department does not have to program its own clients. With other approaches such as function calling or pipelines, a new client has to be developed for each tool to be connected. With MCP, a standard has been created that can be used for all use cases and applications.\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The LLM naturally calls the correct MCP tool. This is linked to a retrieval profile in Quickterm, which in turn controls the search, output data, output format, and more. Only the contexts that the LLM actually requires in the respective use case are returned.\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>TAG with MCP enables an extremely efficient implementation of TAG.\u00a0Since the language team can configure the TAG functions at a linguistic level, IT only has to connect the MCP server with the URL and authentication token.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-f4c21146\"><h2 class=\"uagb-heading-text\">So what's the best way to get TAG with MCP installed at your company?\u00a0<\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-660f5119\"><p class=\"uagb-heading-text\">If you are not yet in contact with your internal IT department regarding terminology for AI and (terminology) augmented generation or fine-tuning of LLMs with terminology data, we recommend that all terminology managers ask around and find the right contacts. AI projects are often very decentralized or cross-functional and project managers are not even aware of the potential terminology that exists, not to mention the immensely valuable, structured, coordinated, and multilingual language data at their disposal.\u00a0\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-06c056ae\"><p class=\"uagb-heading-text\">The most important thing your internal AI projects need is reliable and structured data about the company's products, processes, and other relevant information. And it is precisely this information that is available in the termbase in the form of concepts or terms. In most cases, the advantage of TAG is also easy to explain to an AI project manager\u00a0(and of course you can cite the benefits mentioned in this blog!).\u00a0AI developers are also extremely happy that all they have to do is integrate a ready-made approach provided for them in the MCP server for Quickterm.<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-8ac3ded8\"><p class=\"uagb-heading-text\">The AI department saves a massive amount of implementation work with MCP and achieves its goal significantly faster and with greater success. What's more, you and your terminology team or language department are responsible for the actual configuration of the TAG functions.\u00a0So why wouldn't the project management team want to talk to you?\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-6cb31e8e\"><p class=\"uagb-heading-text\">If you would like to learn more or refresh your knowledge of AI before these discussions, we offer customized public or in-house workshops.\u00a0In just a few hours, we will get you up to speed with TAG, RAG, and prompting, and explain why terminology is so helpful in corporate AI.\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-ec3f7e5e\"><p class=\"uagb-heading-text\">In addition, we also offer a TAG Discovery Workshop and are happy to take part in your first internal discussions.\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-7f6a740a\"><h2 class=\"uagb-heading-text\">Conclusion: TAG und MCP are real game changers<\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-1c33081a\"><p class=\"uagb-heading-text\">From our point of view, TAG via MCP is a real game changer. This technology enables language experts to make our valuable terminology database accessible to the entire company in no time at all \u2013\u00a0transparently integrated in the background in all conceivable AI applications.\u00a0Terminology thus becomes a central asset of the organization, which not only helps the standing of terminology as a concept within the company, but also brings a significantly higher return on investment for the terminology business model.<br><br>And, of course, TAG via MCP takes corporate AI a considerable step further in terms of reliability and productivity.\u00a0All in keeping with our mission to transform terminology into the catalyst for maximum productivity in your business.\u00a0<\/p><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-d963cd98\"><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-20775833\"><h2 class=\"uagb-heading-text\">(*) Further reading and studies:<\/h2><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Klaus&nbsp;Fleischmann, Christian Lang (2025):&nbsp;<a href=\"https:\/\/aktuelles.dttev.org\/veranstaltungen\/dtt-symposion-2025\/DTT2025_Sa04_Fleischmann-Lang.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Terminologie in der KI. Wie mit Terminologie der Output von LLMs und GenAI optimiert werden kann<\/a>&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anna Lackner, Alena Vega-Wilson&nbsp;and Christian Lang:&nbsp;<a href=\"https:\/\/ceur-ws.org\/Vol-3990\/short10.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Terminology Augmented Generation: A Systematic Review of Terminology Formats for In-Context Learning in LLMs<\/a>&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Giorgio Maria Di Nunzio:&nbsp;<a href=\"https:\/\/jdtl.padovauniversitypress.it\/2025\/1\/6\" target=\"_blank\" rel=\"noreferrer noopener\">Terminology-Augmented Generation (TAG): Foundations, Use Cases, and Evaluation Paths<\/a>&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Karolina&nbsp;Suchowolec:&nbsp;<a href=\"https:\/\/kaleidoscope.at\/blog\/termrag-tag-co\/\" target=\"_blank\" rel=\"noreferrer noopener\">TermRAG, TAG &amp; Co. \u2013 viele Namen, vielf\u00e4ltige Einsatzm\u00f6glichkeiten<\/a>&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"featured_media":10602,"template":"","meta":{"_acf_changed":false,"content-type":"","_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","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":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","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-4)","background-image":"","background-repeat":"repeat","background-position":"center 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