{"id":79339,"date":"2024-04-18T09:00:24","date_gmt":"2024-04-18T08:00:24","guid":{"rendered":"https:\/\/www.bullhorn.com\/uk\/?post_type=customer_blog&#038;p=79339"},"modified":"2024-09-20T18:01:06","modified_gmt":"2024-09-20T17:01:06","slug":"what-to-consider-when-choosing-an-llm","status":"publish","type":"customer_blog","link":"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/","title":{"rendered":"What to consider when choosing an LLM"},"content":{"rendered":"<p><em>Bullhorn Copilot is now called Bullhorn AI. For more on our AI strategy, visit\u00a0<a class=\"c-link c-link--underline\" href=\"http:\/\/bullhorn.com\/uk\/ai.\" target=\"_blank\" rel=\"noopener noreferrer\" data-stringify-link=\"http:\/\/bullhorn.com\/ai\" data-sk=\"tooltip_parent\">bullhorn.com\/ai<\/a>.<\/em><\/p>\n<hr \/>\n<p><a href=\"https:\/\/www.bullhorn.com\/products\/copilot\/\"><span style=\"font-weight: 400;\">Copilot is here<\/span><\/a><span style=\"font-weight: 400;\">, and our customers are already <\/span><a href=\"https:\/\/www.bullhorn.com\/customers\/idr-copilot\/\"><span style=\"font-weight: 400;\">hitting the ground running with recruitment AI<\/span><\/a><span style=\"font-weight: 400;\">. As agencies embark upon their generative AI journeys and incorporate Copilot into their workflows, one of their most frequently asked questions is, <\/span><b>\u201cWhich LLM (Large Language Model) should I choose to integrate with Copilot?\u201d<\/b><\/p>\n<p><span style=\"font-weight: 400;\">There\u2019s no one right answer; which LLM is best for you and your team depends on your business goals and what you want to achieve with Copilot. Regardless of your decision, you\u2019ll still be able to leverage generative AI to craft stronger messages, send more pitches, and generate profile summaries, screening questions, and more \u2014 all without leaving Bullhorn.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Let\u2019s break down what an LLM is, which LLMs integrate with Copilot, what the Bullhorn experts have to say about LLMs, and how you can decide which one is right for your recruitment business.<\/span><\/p>\n<h3><strong>What is an LLM?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">An LLM is a deep learning model that has been pre-trained on vast amounts of data and is used to power generative AI.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">LLMs use <\/span><b>tokens<\/b><span style=\"font-weight: 400;\"> to understand and respond to prompts. They can be thought of as pieces of words, though they also include spaces and punctuation marks; each one is roughly four characters of typical English text. When you ask AI a question, it looks at each token \u2013 that is, each word, space, and piece of punctuation \u2013 to understand and respond to your question. You can learn more about tokens \u2013 and how to count them \u2013 <\/span><a href=\"https:\/\/help.openai.com\/en\/articles\/4936856-what-are-tokens-and-how-to-count-them\"><span style=\"font-weight: 400;\">here<\/span><\/a><span style=\"font-weight: 400;\">. Different LLMs also have different token limits, which limit the length of the prompt you input and the response the LLM generates; a shorter token limit means that you\u2019ll need to input shorter prompts.<\/span><\/p>\n<h3><strong>Why do I need to choose an LLM to integrate with Copilot?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u201cCopilot is the vehicle through which users access what the LLM can do,\u201d said Nicole Krensky, Director of Product Marketing, Automation &amp; AI at Bullhorn. <\/span><span style=\"font-weight: 400;\">Once you choose your LLM, you will connect that service with Copilot using an API. Copilot then pushes the information in your database, like candidate resumes, skills, education, and work history, along with the prompt you build or select, to the LLM to generate your desired output.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cThink of it as powering the engine in the background,\u201d added Ben Carter, Senior Director, Automation &amp; AI at Bullhorn.<\/span><\/p>\n<h3><strong>Which LLMs integrate with Copilot?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Bullhorn currently supports <\/span><b>Azure OpenAI<\/b><span style=\"font-weight: 400;\"> and <\/span><b>OpenAI<\/b><span style=\"font-weight: 400;\"> LLMs. Customers have seen success with the following models:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">OpenAI GPT-3.5-Turbo<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">OpenAI GPT-4<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Azure OpenAI GPT-3.5-Turbo<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Azure OpenAI GPT-4\u00a0<\/span><\/li>\n<\/ul>\n<p><b>OpenAI<\/b><span style=\"font-weight: 400;\"> is a leading AI research lab known for developing advanced AI technologies, aimed at broad applications in various industries. <\/span><b>Azure OpenAI<\/b><span style=\"font-weight: 400;\"> is a collaboration between Microsoft and OpenAI that integrates OpenAI&#8217;s models with Azure&#8217;s cloud computing platform, offering scalable AI solutions to businesses. While OpenAI is a series of models, Azure OpenAI is a Microsoft-specific learning model.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Each LLM has its own instructions for getting started, so we recommend reviewing the <\/span><a href=\"https:\/\/platform.openai.com\/docs\/quickstart?context=python\"><span style=\"font-weight: 400;\">OpenAI Quickstart Guide<\/span><\/a><span style=\"font-weight: 400;\">, the <\/span><a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/openai\/how-to\/create-resource?pivots=web-portal\"><span style=\"font-weight: 400;\">Creating and deploying an Azure OpenAI Service Resource<\/span><\/a><span style=\"font-weight: 400;\">, and other help content from those providers. As part of the enablement process, you\u2019ll need to provide details from your LLM such as the model, API key, and token limit.<\/span><\/p>\n<h3><strong>What are the differences between these LLMs?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">In addition to the differences between OpenAI and Azure OpenAI, GPT-3.5-Turbo and GPT-4 vary in a few ways.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Both GPT-3.5-Turbo and GPT-4 models are optimised for chat and work well for traditional completion tasks. Both models can understand and generate natural language, but GPT-4 can solve more difficult problems with greater accuracy. On the other handGPT-3.5-Turbo models are significantly faster than GPT-4 models and are offered at a lower price point. However, the increased price of GPT-4 models unlocks a connection to the internet that allows you to use responses from online sources. While token limits of GPT-3.5-Turbo models are lower than GPT-4 models, if you\u2019d like to input longer prompts, both OpenAI and Azure OpenAI offer GPT-3.5-Turbo options with higher token limits.<\/span><\/p>\n<h3><strong>Which LLM is right for my organisation?<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">With Copilot, selecting the right LLM depends on factors like:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Your number of users<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Number of requests your users might make per day<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How much data you have<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">What speed you\u2019re looking for<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Consult with your IT team, research solutions favored by industry experts, or read comparative analyses of your options to determine the most suitable large language model for your needs. When choosing a third-party vendor, follow best practices and ensure that all of your security concerns have been addressed before you start using these technologies. Both Open AI and Azure Open AI have robust data security protections; you can review <\/span><a href=\"https:\/\/help.openai.com\/en\/articles\/7039943-data-usage-for-consumer-services-faq\"><span style=\"font-weight: 400;\">Open AI\u2019s data usage for Consumer Services<\/span><\/a><span style=\"font-weight: 400;\"> and <\/span><a href=\"https:\/\/learn.microsoft.com\/en-us\/legal\/cognitive-services\/openai\/data-privacy\"><span style=\"font-weight: 400;\">data, privacy, and security for Azure OpenAI Service<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201c[Think about] which one will be most suitable for the tasks you\u2019re undertaking with Copilot,\u201d said Carter. \u201cNo one passes a driving test and buys a Ferrari. The whole point of Copilot Starter is that it enables you to dip your toe in and see if your data is even in the right place to start using generative AI.\u201d<\/span><\/p>\n<hr \/>\n<p><i><span style=\"font-weight: 400;\">To learn more about Copilot, <\/span><\/i><a href=\"https:\/\/help.bullhorn.com\/bhatsTopics\/s\/article\/ATS-Copilot-FAQ\"><i><span style=\"font-weight: 400;\">visit our Copilot FAQ.<\/span><\/i><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bullhorn Copilot is now called Bullhorn AI. For more on our AI strategy, visit\u00a0bullhorn.com\/ai. Copilot is here, and our customers are already hitting the ground running with recruitment AI. As agencies embark upon their generative AI journeys and incorporate Copilot into their workflows, one of their most frequently asked questions is, \u201cWhich LLM (Large Language [&hellip;]<\/p>\n","protected":false},"author":456,"featured_media":79340,"parent":0,"menu_order":0,"template":"","class_list":["post-79339","customer_blog","type-customer_blog","status-publish","has-post-thumbnail","hentry","customer_blog_category-learning"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What to consider when choosing an LLM - Bullhorn UK<\/title>\n<meta name=\"description\" content=\"Which LLM is best for you and your team depends on your business goals and what you want to achieve with Copilot.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What to consider when choosing an LLM - Bullhorn UK\" \/>\n<meta property=\"og:description\" content=\"Which LLM is best for you and your team depends on your business goals and what you want to achieve with Copilot.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/\" \/>\n<meta property=\"og:site_name\" content=\"Bullhorn UK\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Bullhorn\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-09-20T17:01:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.bullhorn.com\/uk\/wp-content\/uploads\/sites\/2\/2024\/04\/Updates-to-blog-featured-images-Megs-copy-87.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1360\" \/>\n\t<meta property=\"og:image:height\" content=\"710\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/\",\"url\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/\",\"name\":\"What to consider when choosing an LLM - Bullhorn UK\",\"isPartOf\":{\"@id\":\"https:\/\/www.bullhorn.com\/uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.bullhorn.com\/uk\/wp-content\/uploads\/sites\/2\/2024\/04\/Updates-to-blog-featured-images-Megs-copy-87.jpg\",\"datePublished\":\"2024-04-18T08:00:24+00:00\",\"dateModified\":\"2024-09-20T17:01:06+00:00\",\"description\":\"Which LLM is best for you and your team depends on your business goals and what you want to achieve with Copilot.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/#primaryimage\",\"url\":\"https:\/\/www.bullhorn.com\/uk\/wp-content\/uploads\/sites\/2\/2024\/04\/Updates-to-blog-featured-images-Megs-copy-87.jpg\",\"contentUrl\":\"https:\/\/www.bullhorn.com\/uk\/wp-content\/uploads\/sites\/2\/2024\/04\/Updates-to-blog-featured-images-Megs-copy-87.jpg\",\"width\":1360,\"height\":710,\"caption\":\"what to consider when choosing an LLM\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/what-to-consider-when-choosing-an-llm\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Customer Blog Posts\",\"item\":\"https:\/\/www.bullhorn.com\/uk\/customer-blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What to consider when choosing an LLM\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.bullhorn.com\/uk\/#website\",\"url\":\"https:\/\/www.bullhorn.com\/uk\/\",\"name\":\"Bullhorn UK\",\"description\":\"Applicant Tracking &amp; 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