{"id":3070,"date":"2023-05-25T11:20:22","date_gmt":"2023-05-25T11:20:22","guid":{"rendered":"https:\/\/nilg.ai\/?p=3070"},"modified":"2025-03-17T12:07:01","modified_gmt":"2025-03-17T12:07:01","slug":"large-language-models-in-industry","status":"publish","type":"post","link":"https:\/\/nilg.ai\/pt\/202305\/large-language-models-in-industry\/","title":{"rendered":"The Impact of Large Language Models"},"content":{"rendered":"<h2><img decoding=\"async\" class=\"alignnone wp-image-3097 size-full\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2023\/04\/2918009-2-01-01-small.png\" alt=\"A human face made of interconnected dots, representing the connections of the deep neural networks that make Large Language Models\" width=\"938\" height=\"626\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2023\/04\/2918009-2-01-01-small.png 938w, https:\/\/nilg.ai\/wp-content\/uploads\/2023\/04\/2918009-2-01-01-small-300x200.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2023\/04\/2918009-2-01-01-small-768x513.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2023\/04\/2918009-2-01-01-small-600x400.png 600w\" sizes=\"(max-width: 938px) 100vw, 938px\" \/><\/h2>\n<p><span style=\"font-weight: 400;\">Large Language Models (LLMs) are <\/span><b>THE <\/b><span style=\"font-weight: 400;\">hot topic of the year. If the name Large Language Models sounds unfamiliar to you, I&#8217;m pretty sure you&#8217;ve heard of ChatGPT, OpenAI, and Bard. People who don\u2019t know how to code have gained access to a tool that allows them to build Proof of Concepts for ideas they\u2019ve been meaning to test for years but haven\u2019t had the capacity to do so.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In this blog post, you will learn about typical use cases of LLMs in the industry &#8211; and what you need to be careful about when using them.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>NOTE:<\/strong> A human entirely wrote this blogpost &#8211; yes, humans writing content is still a thing! If you like this human\u2019s ideas, book a meeting!<\/span><\/p>\n<p><span data-slate-fragment=\"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\">  \n\n <div class=\"author-cta\">\n\t\t<div class=\"author-cta-img\">\n\t\t    \n\t\t    <img decoding=\"async\" width=\"1024\" height=\"906\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael.png\" class=\"attachment-full size-full\" alt=\"Rafael Cavalheiro NILG.AI\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael.png 1024w, https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael-300x265.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael-768x680.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael-600x531.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t    <\/div>\n\n<div class=\"author-cta-content\">\n\t<h3>Do you want to further discuss this idea?<\/h3><p>Book a meeting with <strong>Rafael Cavalheiro<\/strong><\/p>\t<a class=\"cta_btn\" onclick=\"Calendly.showPopupWidget('');return false;\"  \n\">Meet Rafael<\/a>\n\t\t\t\n\t<a href=\"https:\/\/nilg.ai\/pt\/?post_type=team&p=1650\" class=\"author-cta-link\">Saber mais<\/a>\n\t\t\t<\/div>\n\t<\/div>\n<\/span><\/p>\n<h2><b>Copywriting Assistant with Large Language Models<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Using Large Language Models to speed up writing blog posts, sales pitches, and ads is a widespread use case where these models excel. You can feed the tone of your content or specific keywords you want to mention in the generated text &#8211; and you\u2019ll be left with a canvas that you can edit to your liking, saving you hours of work.<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Risks:<\/span><\/i><\/p>\n<ul>\n<li><b>Lack of most up-to-date data:<\/b><span style=\"font-weight: 400;\"> LLMs are trained on data until a specific time so they won\u2019t be aware of the most recent trends. As a copywriter, you should be sensitive to this and should iterate.\u00a0 Note that you can include this data as context in your prompt to mitigate this.\u00a0<\/span><\/li>\n<li aria-level=\"1\"><b>Distinct style: <\/b><span style=\"font-weight: 400;\">LLMs have a typical way of writing: to improve the style, you can feed the model previous content written by you to make it more similar to your writing style.<\/span><\/li>\n<\/ul>\n<p><i><span style=\"font-weight: 400;\">Learning resources<\/span><\/i><span style=\"font-weight: 400;\">:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u201c<\/span><a href=\"https:\/\/www.linkedin.com\/pulse\/chatgpt-500-prompts-make-you-top-1-copywriter-alexis-khvatov-\/?trk=pulse-article\"><span style=\"font-weight: 400;\">500 Prompts for Copywriting<\/span><\/a><span style=\"font-weight: 400;\">\u201d<\/span><\/li>\n<\/ul>\n<h2><b>GDPR-Compliant Data Generation with Large Language Models<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">In a world of increasing regulations in AI, generative technologies can be used to create data for faster proof of concepts, avoiding training models from scratch (model cold start).\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Picture this: you are managing the customer service department and can train a model for text classification without using any personal user data, by generating various categories of complaints with LLMs!\u00a0<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Risks<\/span><\/i><span style=\"font-weight: 400;\">:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Generated data is biased towards what is commonly seen on the internet: if you try to generate medical imaging data, you won\u2019t have something very accurate and diverse!\u00a0<\/span><\/li>\n<\/ul>\n<p><i><span style=\"font-weight: 400;\">Resources<\/span><\/i><span style=\"font-weight: 400;\">:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/dallery.gallery\/the-dalle-2-prompt-book\/\"><span style=\"font-weight: 400;\">DALL-E Prompt Book<\/span><\/a><\/li>\n<\/ul>\n<h2><b>Actionable Knowledge Base using Large Language Models<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Being able to answer questions based on a knowledge base saves tons of time when onboarding a team member or when you\u2019re trying to search for information in multiple unstructured documents.\u00a0<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Risks:<\/span><\/i><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">LLMs might hallucinate information in some cases, when the answer is not clearly defined.\u00a0<\/span><\/li>\n<\/ul>\n<p><i><span style=\"font-weight: 400;\">Resources:<\/span><\/i><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/learnprompting.org\/docs\/applied_prompting\/build_chatbot_from_kb\"><span style=\"font-weight: 400;\">Basics of building a knowledge base<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/twitter.com\/eoghan\/status\/1635707829939240960\"><span style=\"font-weight: 400;\">Intercom\u2019s FIN<\/span><\/a><\/li>\n<\/ul>\n<h2><b>Coding Assistant<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">If you\u2019re a coder &#8211; most likely you\u2019ve used LLMs to get you unstuck on a piece of code or to learn a new language. This is a good complement to checking Stack Overflow for someone that might have had the same issue as you &#8211; but in this case, you won\u2019t be left without a reply!<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Be on the lookout for the code you submit here &#8211; a <\/span><a href=\"https:\/\/mashable.com\/article\/samsung-chatgpt-leak-details\"><span style=\"font-weight: 400;\">recent article<\/span><\/a><span style=\"font-weight: 400;\"> has stated that Samsung workers accidentally leaked trade secrets via ChatGPT!<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Risks:<\/span><\/i><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Non-compiling code<\/b><span style=\"font-weight: 400;\">: There\u2019s no guarantee that the generated code will\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Knowledge obsolescence: <\/b><span style=\"font-weight: 400;\">Junior coders end up being too dependent on these tools (but remember the last time you did a difficult mathematical operation by hand?)\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Resources:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/github.com\/features\/copilot\"><span style=\"font-weight: 400;\">Github Copilot<\/span><\/a><\/li>\n<\/ul>\n<h2><b>Conclusion<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Large Language Models are here to stay. Every week, there\u2019s improvements and new tools built on top of LLMs &#8211; but we are just now starting to understand how to build products based on it.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Besides the obvious risks &#8211; we can\u2019t forget about the extra dependency you\u2019re creating for your business on OpenAI\u2019s technologies. Any legal change (see <\/span><a href=\"https:\/\/www.cnbc.com\/2023\/04\/04\/italy-has-banned-chatgpt-heres-what-other-countries-are-doing.html\"><span style=\"font-weight: 400;\">Italy\u2019s ban on ChatGPT<\/span><\/a><span style=\"font-weight: 400;\">) can completely break your business if you create a 100% dependency. Diversification of the used technologies is always good for mitigating risk. You should consider <\/span><a href=\"https:\/\/www.altamira.ai\/blog\/open-source-gpt-alternative-solutions\/#:~:text=GPT%2D3%20AI%20is%20an,associated%20with%20using%20the%20model.\"><span style=\"font-weight: 400;\">open-source alternatives<\/span><\/a><span style=\"font-weight: 400;\"> for LLMs, if needed!<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you\u2019re interested in using this new technology in your business, contact us!<\/span><\/p>\n<p><span data-slate-fragment=\"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\">  \n\n <div class=\"author-cta\">\n\t\t<div class=\"author-cta-img\">\n\t\t    \n\t\t    <img decoding=\"async\" width=\"1024\" height=\"906\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael.png\" class=\"attachment-full size-full\" alt=\"Rafael Cavalheiro NILG.AI\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael.png 1024w, https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael-300x265.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael-768x680.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2022\/07\/Web-Rafael-600x531.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t    <\/div>\n\n<div class=\"author-cta-content\">\n\t<h3>Do you want to further discuss this idea?<\/h3><p>Book a meeting with <strong>Rafael Cavalheiro<\/strong><\/p>\t<a class=\"cta_btn\" onclick=\"Calendly.showPopupWidget('');return false;\"  \n\">Meet Rafael<\/a>\n\t\t\t\n\t<a href=\"https:\/\/nilg.ai\/pt\/?post_type=team&p=1650\" class=\"author-cta-link\">Saber mais<\/a>\n\t\t\t<\/div>\n\t<\/div>\n<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Large Language Models (LLMs) are THE hot topic of the year. If the name Large Language Models sounds unfamiliar to you, I&#8217;m pretty sure you&#8217;ve heard of ChatGPT, OpenAI, and Bard. People who don\u2019t know how to code have gained access to a tool that allows them to build Proof of Concepts for ideas they\u2019ve [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":3097,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[52],"tags":[48,200,168],"class_list":["post-3070","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry-overview","tag-ai4tech","tag-large-language-models","tag-nlp"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The Impact of Large Language Models - NILG.AI<\/title>\n<meta name=\"description\" content=\"Hear more about applications of Large Language Models in Industry, and what risks you need to consider when using this revolutionary new tool\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nilg.ai\/pt\/202305\/large-language-models-in-industry\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Impact of Large Language Models - NILG.AI\" \/>\n<meta property=\"og:description\" content=\"Hear more about applications of Large Language Models in Industry, and what risks you need to consider when using this revolutionary new tool\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nilg.ai\/pt\/202305\/large-language-models-in-industry\/\" \/>\n<meta property=\"og:site_name\" content=\"NILG.AI\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-25T11:20:22+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-17T12:07:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nilg.ai\/wp-content\/uploads\/2023\/04\/2918009-2-01-01-small.png\" \/>\n\t<meta property=\"og:image:width\" content=\"938\" \/>\n\t<meta property=\"og:image:height\" content=\"626\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Paulo Maia\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@nilg_ai\" \/>\n<meta name=\"twitter:site\" content=\"@nilg_ai\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Paulo Maia\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/nilg.ai\/202305\/large-language-models-in-industry\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/nilg.ai\/202305\/large-language-models-in-industry\/\"},\"author\":{\"name\":\"Paulo Maia\",\"@id\":\"https:\/\/nilg.ai\/#\/schema\/person\/a860b9395bd25c5090160a3ac30e980d\"},\"headline\":\"The Impact of Large Language Models\",\"datePublished\":\"2023-05-25T11:20:22+00:00\",\"dateModified\":\"2025-03-17T12:07:01+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/nilg.ai\/202305\/large-language-models-in-industry\/\"},\"wordCount\":702,\"publisher\":{\"@id\":\"https:\/\/nilg.ai\/#organization\"},\"keywords\":[\"AI4tech\",\"Large Language Models\",\"NLP\"],\"articleSection\":[\"Industry Overview\"],\"inLanguage\":\"pt-PT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nilg.ai\/202305\/large-language-models-in-industry\/\",\"url\":\"https:\/\/nilg.ai\/202305\/large-language-models-in-industry\/\",\"name\":\"The Impact of Large Language Models - 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