{"id":18860,"date":"2024-11-27T09:32:43","date_gmt":"2024-11-27T14:32:43","guid":{"rendered":"https:\/\/www.sage.com\/en-us\/blog\/?p=18860"},"modified":"2026-02-12T03:45:45","modified_gmt":"2026-02-12T08:45:45","slug":"ai-in-finance-what-chatgpt-and-generative-ai-means-for-cfos","status":"publish","type":"post","link":"https:\/\/www.sage.com\/en-us\/blog\/ai-in-finance-what-chatgpt-and-generative-ai-means-for-cfos\/","title":{"rendered":"How generative AI trained in finance and accounting gives you a strategic edge"},"content":{"rendered":"<header class=\"entry-header has-dark-background-color entry-header--has-illustration entry-header--has-illustration--generic\">\n\t<div class=\"container\">\n\t\t<div class=\"entry-header__row row align-center\">\n\t\t\t<div class=\"col col-lg-7 col-xlg-6 entry-header__content\">\n\t\t\t\t\t\t\t<div class=\"component component-single-header\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"entry-header__misc text--subtitle text--uppercase text--small\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.sage.com\/en-us\/blog\/category\/technology-innovation\/\" class=\"entry-header__link\">Technology &amp; Innovation<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t<div class=\"entry-title-wrapper\">\n\t\t\t\t\t<h1 class=\"entry-title\">\n\t\t\t\t\t\tHow generative AI trained in finance and accounting gives you a strategic edge\t\t\t\t\t<\/h1>\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<p class=\"entry-header__description\">\n\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n\t<div class=\"single-post-details container\">\n\t\t<div class=\"col\">\n\t\t\t<span class=\"posted-on \"><time class=\"entry-date published\" datetime=\"2024-11-27T09:32:43-05:00\">November 27, 2024<\/time><\/span><span class=\"reading-time\"> min read<\/span>\n\t\t<button\n\t\t\ttype=\"button\"\n\t\t\tclass=\"social-share-button button button--icon button--secondary js-social-share-button\"\n\t\t\tdata-share-title=\"How generative AI trained in finance and accounting gives you a strategic edge\"\n\t\t\tdata-share-url=\"https:\/\/www.sage.com\/en-us\/blog\/ai-in-finance-what-chatgpt-and-generative-ai-means-for-cfos\/\"\n\t\t\tdata-share-text=\"Please read this interesting article\"\n\t\t>\n\t\t\t<span class=\"social-share-button__share-label\">Share<\/span>\n\t\t\t<span class=\"social-share-button__copy-label\" hidden>Copy Link<\/span>\n\t\t\t<span class=\"social-share-button__copy-tooltip\" aria-hidden=\"true\" hidden>Copied<\/span>\n\t\t<\/button>\n\n\t\t\t\t<\/div>\n\t<\/div>\n<\/header>\n\n\n\n<div class=\"wp-block-post-author has-dark-background-color alignfull\">\n\t<div class=\"container\">\n\t\t<div class=\"col\">\n\t\t\t\t\t\t\t<div class=\"co-authors\">\n\t\t\t\t\t\n\t\t<div class=\"entry-author-wrapper\">\n\t\t\t<a class=\"entry-author\" href=\"https:\/\/www.sage.com\/en-us\/blog\/author\/asavinwattanajantra\/\">\n\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"40\" height=\"40\" src=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2026\/03\/Asavin-350x350.jpg\" class=\"entry-author__image\" alt=\"Asavin\" srcset=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2026\/03\/Asavin-350x350.jpg 350w, https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2026\/03\/Asavin-768x768.jpg 768w, https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2026\/03\/Asavin-810x810.jpg 810w, https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2026\/03\/Asavin.jpg 1000w\" sizes=\"auto, (max-width: 40px) 100vw, 40px\" \/>\t\t\t\t<span class=\"entry-author__name\">Asavin Wattanajantra<\/span>\n\t\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<p>How can you get generative AI to deliver the deep, actionable insights you need to unlock real strategic value when managing your finances?&nbsp;<\/p>\n\n\n\n<p><strong>Built upon finance-specialized large language models (LLMs), AI-powered productivity assistants like <\/strong><a href=\"https:\/\/www.sage.com\/en-us\/sage-copilot\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Sage Copilot<\/strong><\/a><strong> are designed to address accounting, compliance, and strategic growth complexities.<\/strong>&nbsp;<\/p>\n\n\n\n<p>While traditional AI focuses on automating tasks, finance LLMs go further\u2014transforming data into accessible, actionable insights that encourage confident, strategic decision-making.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-what-is-an-llm-the-heart-of-generative-ai-nbsp\">What is an LLM\u2014the heart of generative AI?&nbsp;<\/h3>\n\n\n\n<p><strong>LLMs are at the heart of generative AI.<\/strong> <\/p>\n\n\n\n<p>These learning \u201cbrains\u201d are trained on massive datasets to understand and respond in human-like language. <\/p>\n\n\n\n<p>LLMs can be trained to specialize in and recognize industry patterns, norms, and outliers.&nbsp;<\/p>\n\n\n\n<p>While traditional LLMs cover broad topics, finance-specific LLMs are designed to<strong> understand the complex language of finance, accounting, regulatory standards, and compliance needs, offering precise, actionable insights.<\/strong>&nbsp;<\/p>\n\n\n\n<p>This article will explore how your finance team might benefit from generative AI today and how finance-tailored LLMs can genuinely change how you work.&nbsp;<\/p>\n\n\n\n<div class=\"single-cta gated-content\">\n\t<div class=\"single-cta__positioner\">\n\t\t<div class=\"single-cta__wrapper has-dark-background-color\">\n\t\t\t<div class=\"single-cta__content\">\n\t\t\t\t\t\t\t\t<h2 class=\"single-cta__title h3\">AI: The opportunity for CFOs<\/h2>\n\n\t\t\t\t\t\t\t\t\t<div class=\"single-cta__description\">\n\t\t\t\t\t\t<p><!-- wp:paragraph --><\/p>\n<p>How finance leaders can realise the potential for integrated AI tools<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"#gate-5abd9ea6-48b8-4ad6-aaa7-74124bcc797c\"\n\t\t\t\t\t\tclass=\"single-cta__button button button--primary\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t>Download now<\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<img decoding=\"async\" width=\"1214\" height=\"810\" src=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2024\/10\/AI-e-book-The-Opportunity-for-CFOs-1214x810.jpg\" class=\"single-cta__image\" alt=\"A woman views her mobile phone while working in a modern office.\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2024\/10\/AI-e-book-The-Opportunity-for-CFOs-1214x810.jpg 1214w\" sizes=\"auto, (min-width: 48em) 33vw, 100vw\" \/>\t\t\t<\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-here-s-what-we-ll-cover\">Here&#8217;s what we&#8217;ll cover<\/h4>\n\n\n<?xml encoding=\"utf-8\" ?><div class=\"wp-block-yoast-seo-table-of-contents yoast-table-of-contents\"><ul><li><a href=\"#h-what-is-an-llm-the-heart-of-generative-ai-nbsp\" data-level=\"3\">What is an LLM&mdash;the heart of generative AI?&nbsp;<\/a><\/li><li><a href=\"#h-the-role-of-ai-in-finance-traditional-versus-generative-nbsp\" data-level=\"2\">The role of AI in finance: Traditional versus generative&nbsp;<\/a><\/li><li><a href=\"#h-why-ai-can-speed-up-your-financial-workflows-nbsp\" data-level=\"2\">Why AI can speed up your financial workflows&nbsp;<\/a><\/li><li><a href=\"#h-how-generative-ai-is-already-boosting-efficiency-nbsp-nbsp\" data-level=\"2\">How generative AI is already boosting efficiency&nbsp;&nbsp;<\/a><\/li><li><a href=\"#h-limitations-of-general-use-generative-ai-in-finance-nbsp\" data-level=\"2\">Limitations of general-use generative AI in finance&nbsp;<\/a><\/li><li><a href=\"#h-financial-professionals-need-confidence-in-the-technology-nbsp\" data-level=\"2\">Financial professionals need confidence in the technology&nbsp;<\/a><\/li><li><a href=\"#h-why-finance-specific-llms-matter-nbsp\" data-level=\"2\">Why finance-specific LLMs matter&nbsp;<\/a><\/li><li><a href=\"#h-comparison-finance-specific-vs-general-ai-models-nbsp\" data-level=\"2\">Comparison: Finance-specific vs. general AI models&nbsp;<\/a><\/li><li><a href=\"#h-real-world-applications-driving-efficiency-and-strategic-focus-nbsp\" data-level=\"2\">Real-world applications: Driving efficiency and strategic focus&nbsp;<\/a><\/li><li><a href=\"#h-transforming-finance-with-accessible-insights-nbsp\" data-level=\"2\">Transforming finance with accessible insights&nbsp;<\/a><\/li><li><a href=\"#h-customer-feedback-is-crucial-nbsp\" data-level=\"2\">Customer feedback is crucial&nbsp;<\/a><\/li><li><a href=\"#h-final-thoughts-nbsp\" data-level=\"2\">Final thoughts&nbsp;<\/a><\/li><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-role-of-ai-in-finance-traditional-versus-generative-nbsp\">The role of AI in finance: Traditional versus generative&nbsp;<\/h2>\n\n\n\n<p>Artificial intelligence (AI) often serves as a catch-all umbrella term, so it\u2019s helpful to understand how traditional AI and generative AI play unique roles in finance.&nbsp;&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Traditional AI<\/strong> has long been a cornerstone, focusing on automating repetitive tasks, analysing historical data, and boosting data-driven decision-making. While it crunches data faster than ever, it can fail to deliver the contextual, accessible insights that finance professionals need to make strategic decisions.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Generative AI<\/strong> goes beyond these capabilities. It uses advanced models to create new content, predict scenarios, and deliver dynamic, real-time insights from what it learns about the data, its use, and patterns in the wider environment\u2014bringing a transformative, strategic edge to your fingertips.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-traditional-ai-in-finance-automating-and-streamlining-processes-nbsp\">Traditional AI in finance: Automating and streamlining processes&nbsp;<\/h4>\n\n\n\n<p>Traditional AI automates repetitive tasks, reduces risk, and enhances efficiency by focusing on data-driven decisions.&nbsp;&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Applications include fraud detection, risk assessment, and regulatory compliance monitoring, freeing your finance team to concentrate on higher-value work.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-generative-ai-in-finance-driving-strategic-innovation-and-growth-nbsp\">Generative AI in finance: Driving strategic innovation and growth&nbsp;<\/h4>\n\n\n\n<p>Generative AI provides a further strategic edge by creating real-time, adaptive insights with the ability to carry out scenario planning.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Applications include dynamic forecasting, scenario simulations, and personalized customer engagement, assisting your finance team in making proactive, informed decisions at pace.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-ai-can-speed-up-your-financial-workflows-nbsp\">Why AI can speed up your financial workflows&nbsp;<\/h2>\n\n\n\n<p>It\u2019s together that traditional and generative AI can provide a comprehensive approach to finance:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Enhanced decision-making<\/strong>: generative AI forecasts combined with historical analysis from traditional AI give you a fuller picture.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Operational continuity and innovation<\/strong>: traditional AI maintains core processes, while generative AI encourages new growth avenues and adaptability.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Greater confidence in strategy<\/strong>: with combined AI-driven insights, you can make more confident, informed decisions that align with immediate and long-term goals.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ai-can-be-powerful-in-monthly-financial-close-processes-nbsp\">AI can be powerful in monthly financial close processes&nbsp;<\/h4>\n\n\n\n<p>Traditional AI handles task automation and error flagging. <\/p>\n\n\n\n<p>At the same time, generative AI acts as a strategic advisor, generating forecasts, suggesting budget adjustments, and simulating \u201cwhat-if\u201d scenarios to address your company\u2019s future.&nbsp;&nbsp;<\/p>\n\n\n\n<p>This operational efficiency and strategic foresight can help you drive smarter, faster growth.&nbsp;&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-generative-ai-is-already-boosting-efficiency-nbsp-nbsp\">How generative AI is already boosting efficiency&nbsp;&nbsp;<\/h2>\n\n\n\n<p>Your finance team may already use non-specific generative AI tools like ChatGPT and Microsoft Copilot to streamline complex tasks, create summaries, automate repetitive processes, and retrieve information, improving daily workflows.&nbsp;<\/p>\n\n\n\n<p>Angus Gregory, CEO of <a href=\"https:\/\/www.biomni.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Biomni<\/a>, highlights how generative AI can enhance financial analysis by quickly processing massive datasets to identify patterns and predict outcomes.&nbsp;&nbsp;<\/p>\n\n\n\n<p>He explains that AI can assess financial markets, generate digestible document summaries with the proper prompts and information, and even support brainstorming on growth and cost-saving strategies.&nbsp;<\/p>\n\n\n\n<p>Daniele Grassi, CEO of <a href=\"https:\/\/axyon.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Axyon AI<\/a>, notes generative AI\u2019s capacity to identify patterns invisible to human analysis. \u201cAI has a superior ability to identify non-linear patterns in data, such as fundamentals, technical indicators, and macroeconomics.\u201d&nbsp;&nbsp;<\/p>\n\n\n\n<p>Paul Ronan, CTO of<a href=\"https:\/\/www.fefundinfo.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"> FE fundinfo,<\/a> emphasizes its role in simplifying compliance-heavy processes. \u201cAI can understand people\u2019s needs and direct them to the right resources,\u201d he shared, noting its value in managing complex financial and compliance information.&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u201cAI acts as a super assistant, simplifying lengthy documents by highlighting key information, which is particularly useful in compliance.\u201d&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-limitations-of-general-use-generative-ai-in-finance-nbsp\">Limitations of general-use generative AI in finance&nbsp;<\/h2>\n\n\n\n<p>General-purpose generative AI tools, while powerful, have fundamental limitations when applied in high-stakes finance:&nbsp;<\/p>\n\n\n\n<p><strong>1.<\/strong> <strong>Security and data privacy<\/strong><\/p>\n\n\n\n<p>General AI models may compromize sensitive financial data without enterprise-grade protections, posing security and compliance risks.&nbsp;<\/p>\n\n\n\n<p><strong>2. Reliability and accuracy<\/strong>&nbsp;<\/p>\n\n\n\n<p>Due to their generalized nature, general models can lack the precision required for critical financial decisions, potentially leading to errors.&nbsp;<\/p>\n\n\n\n<p><strong>3. Contextual understanding<\/strong>&nbsp;<\/p>\n\n\n\n<p>Standard generative AI may not satisfactorily interpret finance-specific terminology, regulatory requirements, and nuanced processes without industry-specific knowledge. <\/p>\n\n\n\n<p>This can result in incomplete or incorrect responses, particularly in complex financial scenarios.&nbsp;<\/p>\n\n\n\n<p>Because they aren\u2019t appropriately trained with your confidential financial data, general-use AI models may misunderstand the context and produce inaccurate results, especially in areas needing detailed regulatory and economic awareness relevant to your business.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-financial-professionals-need-confidence-in-the-technology-nbsp\">Financial professionals need confidence in the technology&nbsp;<\/h2>\n\n\n\n<p>With any new technology, there is a period of adjustment, testing, and learning. <\/p>\n\n\n\n<p>With general AI tools, this takes much longer. <\/p>\n\n\n\n<p>Choosing a system specific to your industry will reduce this process\u2019s pain.&nbsp;<\/p>\n\n\n\n<p>Paul Ronan says: \u201cChatGPT can hallucinate and make mistakes, which is concerning, especially in the financial sector where incorrect advice could have serious consequences.&nbsp;<\/p>\n\n\n\n<p>\u201cAs we gain confidence in AI, it could provide quick pivots on views and support advice for various fields like finance, tax, and compliance. With a controlled narrative and clearer communication, AI can be a powerful tool for assisting professionals.\u201d\u202f&nbsp;<\/p>\n\n\n\n<p>\u201cTo have confidence in AI\u2019s domain expertise in areas such as finance, we must move towards sparse expertise models that are easier and cheaper to train.\u202f&nbsp;<\/p>\n\n\n\n<p>\u201cThese models will be specialized, allowing for mass adoption and increased confidence in the quality of their responses.\u202f&nbsp;<\/p>\n\n\n\n<p>\u201cThe focus should be on creating expert systems specifically trained for industries like finance, pharmaceuticals, or others, rather than general models that are \u2018experts\u2019 in every field.\u201d&nbsp;<\/p>\n\n\n\n<div class=\"single-cta gated-content\">\n\t<div class=\"single-cta__positioner\">\n\t\t<div class=\"single-cta__wrapper has-dark-background-color\">\n\t\t\t<div class=\"single-cta__content\">\n\t\t\t\t\t\t\t\t<h2 class=\"single-cta__title h3\">AI: The opportunity for CFOs<\/h2>\n\n\t\t\t\t\t\t\t\t\t<div class=\"single-cta__description\">\n\t\t\t\t\t\t<p><!-- wp:paragraph --><\/p>\n<p>How finance leaders can realise the potential for integrated AI tools<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"#gate-5abd9ea6-48b8-4ad6-aaa7-74124bcc797c\"\n\t\t\t\t\t\tclass=\"single-cta__button button button--primary\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t>Download now<\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<img decoding=\"async\" width=\"1214\" height=\"810\" src=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2024\/10\/AI-e-book-The-Opportunity-for-CFOs-1214x810.jpg\" class=\"single-cta__image\" alt=\"A woman views her mobile phone while working in a modern office.\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2024\/10\/AI-e-book-The-Opportunity-for-CFOs-1214x810.jpg 1214w\" sizes=\"auto, (min-width: 48em) 33vw, 100vw\" \/>\t\t\t<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-finance-specific-llms-matter-nbsp\">Why finance-specific LLMs matter&nbsp;<\/h2>\n\n\n\n<p>So, when it comes to finance, general-purpose AI models often fail to address its specific needs. <\/p>\n\n\n\n<p>They may need more precision, regulatory understanding, and context for critical decision-making.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Finance-specific LLMs can shine in this area, as they are tailored exclusively for accounting and finance professionals.&nbsp;&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-5-benefits-of-finance-domain-specific-llms-nbsp\">5 benefits of finance domain-specific LLMs&nbsp;<\/h4>\n\n\n\n<p>Here are five key advantages of domain-specific LLMs for finance professionals:&nbsp;<\/p>\n\n\n\n<p><strong>1. Contextual Accuracy<\/strong>&nbsp;<\/p>\n\n\n\n<p>Unlike general-purpose AI tools, a finance domain-specific LLM can be trained to understand financial terminology, standards, and processes. <\/p>\n\n\n\n<p>This ensures outputs align with industry expectations, reducing the risk of errors or irrelevant insights often produced by generic models.&nbsp;<\/p>\n\n\n\n<p><strong>2.<\/strong> <strong>Enhanced Privacy and Compliance<\/strong>&nbsp;<\/p>\n\n\n\n<p>Handling sensitive financial data demands rigorous privacy standards. <\/p>\n\n\n\n<p>Unlike general models that may not prioritize these needs, a finance domain-specific model should be designed with enterprise-grade security protocols to keep data secure and adhere to compliance requirements.&nbsp;<\/p>\n\n\n\n<p><strong>3. Efficiency and Scalability<\/strong>&nbsp;<\/p>\n\n\n\n<p>Generic AI tools often become expensive at scale due to pay-per-use pricing. <\/p>\n\n\n\n<p>Purpose-built models for finance integrate seamlessly into workflows, offering predictable cost structures and scalable solutions tailored to your business.&nbsp;<\/p>\n\n\n\n<p><strong>4. Reliable Insights for Critical Tasks<\/strong>&nbsp;<\/p>\n\n\n\n<p>A finance-specific LLM can deliver actionable insights for tasks like forecasting cash flow, conducting real-time regulatory checks, and automating complex workflows. <\/p>\n\n\n\n<p>These models eliminate the need for manual intervention while improving decision-making accuracy.&nbsp;<\/p>\n\n\n\n<p><strong>5.<\/strong> <strong>Regulatory Expertise and Customisation<\/strong>&nbsp;<\/p>\n\n\n\n<p>An LLM can ensure compliance with evolving laws and standards if built on finance-focused datasets. <\/p>\n\n\n\n<p>They are tailored to financial workflows, making them uniquely equipped to provide advice that professionals can trust, unlike generic models that may need more nuance to navigate regulatory complexities.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-comparison-finance-specific-vs-general-ai-models-nbsp\">Comparison: Finance-specific vs. general AI models&nbsp;<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Feature<\/strong>&nbsp;<\/td><td><strong>General AI Models<\/strong>&nbsp;<\/td><td><strong>Finance-specific LLMs<\/strong>&nbsp;<\/td><\/tr><tr><td>Contextual Accuracy&nbsp;<\/td><td>Limited understanding of finance&nbsp;<\/td><td>Deep knowledge of financial terminology and processes&nbsp;<\/td><\/tr><tr><td>Regulatory Compliance&nbsp;<\/td><td>Generic security measures&nbsp;<\/td><td>Built-in compliance with industry standards&nbsp;<\/td><\/tr><tr><td>Data Privacy&nbsp;<\/td><td>Potential third-party data usage&nbsp;<\/td><td>Rigorous, self-hosted privacy protocols&nbsp;<\/td><\/tr><tr><td>Cost Efficiency&nbsp;<\/td><td>Pay-per-use, unpredictable pricing&nbsp;<\/td><td>Scalable, predictable costs&nbsp;<\/td><\/tr><tr><td>Reliability&nbsp;<\/td><td>Variable responses&nbsp;<\/td><td>Stable, consistent outputs tailored to finance&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-real-world-applications-driving-efficiency-and-strategic-focus-nbsp\">Real-world applications: Driving efficiency and strategic focus&nbsp;<\/h2>\n\n\n\n<p>With finance-specific LLMs, you could experience significant time savings and strategic benefits. <\/p>\n\n\n\n<p>Imagine asking the AI questions like:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cWhat\u2019s our forecasted cash flow for next quarter?\u201d&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cWhich product lines are driving the most profit this year?\u201d&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>Instead of navigating spreadsheets or analysing lengthy reports, you want AI to provide immediate, accurate responses. <\/p>\n\n\n\n<p>Additionally, it\u2019ll be beneficial for:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Generating detailed financial reports&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Conducting regulatory-compliant risk assessments&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Supporting data-driven decision-making with trusted insights&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>These capabilities free finance teams from administrative tasks, enabling them to focus on driving growth and innovation.&nbsp;<\/p>\n\n\n\n<div class=\"single-cta gated-content\">\n\t<div class=\"single-cta__positioner\">\n\t\t<div class=\"single-cta__wrapper has-dark-background-color\">\n\t\t\t<div class=\"single-cta__content\">\n\t\t\t\t\t\t\t\t<h2 class=\"single-cta__title h3\">AI: The opportunity for CFOs<\/h2>\n\n\t\t\t\t\t\t\t\t\t<div class=\"single-cta__description\">\n\t\t\t\t\t\t<p><!-- wp:paragraph --><\/p>\n<p>How finance leaders can realise the potential for integrated AI tools<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"#gate-5abd9ea6-48b8-4ad6-aaa7-74124bcc797c\"\n\t\t\t\t\t\tclass=\"single-cta__button button button--primary\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t>Download now<\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<img decoding=\"async\" width=\"1214\" height=\"810\" src=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2024\/10\/AI-e-book-The-Opportunity-for-CFOs-1214x810.jpg\" class=\"single-cta__image\" alt=\"A woman views her mobile phone while working in a modern office.\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2024\/10\/AI-e-book-The-Opportunity-for-CFOs-1214x810.jpg 1214w\" sizes=\"auto, (min-width: 48em) 33vw, 100vw\" \/>\t\t\t<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-transforming-finance-with-accessible-insights-nbsp\">Transforming finance with accessible insights&nbsp;<\/h2>\n\n\n\n<p>Finance-specific LLM could deliver the reliability, precision, and security that finance professionals need to excel.&nbsp;&nbsp;<\/p>\n\n\n\n<p>These tailored solutions would go beyond providing an AI tool\u2014they can act as a trusted partner who understands your unique challenges and aligns with your goals.&nbsp;&nbsp;<\/p>\n\n\n\n<p><strong>Sage Copilot, built on finance-domain expertise, exemplifies this approach.&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<p>It combines advanced financial language models with a focus on compliance, accurate forecasting, and streamlined workflows, empowering you to prioritize strategic decision-making while simplifying complex processes.&nbsp;<\/p>\n\n\n\n<p>As <a href=\"https:\/\/medium.com\/sage-ai\/building-domain-specific-llms-for-reliable-accounting-solutions-at-sage-f5f49479c8ad\" target=\"_blank\" rel=\"noreferrer noopener\">Srijith Rajamohan, Staff AI Research Scientist at Sage, says<\/a>, \u201cTrust is paramount to us. In the world of accounting, our customers trust us with their critical financial information and expect us to provide correct and precise information.&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u201cTherefore, we operate under the guiding principle that a product that provides no response is better than a product that provides an incorrect response.\u201d&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-sage-copilot-can-be-your-strategic-partner-nbsp\">Sage Copilot can be your strategic partner &nbsp;<\/h4>\n\n\n\n<p>Built on a Sage finance-specific LLM, Sage Copilot is designed to:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Simplify complexity<\/strong>: Streamline accounting and financial processes with precision.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Speed Up workflows<\/strong>: Deliver actionable insights instantly, reducing time spent on manual tasks.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Empower decision-making<\/strong>: Surface insights grounded in financial expertise so that you can make confident and informed choices.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>Sage Copilot can integrate seamlessly into your workflow, delivering accessible, actionable insights that enable your teams to prioritize growth and innovation.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Powered by AWS<\/strong>: <a href=\"https:\/\/www.sage.com\/en-us\/news\/press-releases\/2024\/02\/sage-and-aws-strengthen-strategic-collaboration-to-enable-ai-powered-business\/\" target=\"_blank\" rel=\"noreferrer noopener\">supported by AWS infrastructure,<\/a> Sage\u2019s domain-specific LLM processes and analyses vast datasets efficiently, simplifying complex accounting tasks.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Deep financial expertise<\/strong>: unlike general-purpose AI, Sage Copilot is trained to understand the nuances of accounting and finance, delivering precise and reliable insights that professionals can trust.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Customer-focused Design<\/strong>: Sage partners play a pivotal role in refining Copilot, ensuring it meets real-world business needs.&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>Dan Miller, EVP of Financials and ERP at Sage, emphasizes this collaborative approach:&nbsp;<\/p>\n\n\n\n<p>\u201cOur partners help customers select solutions and make business process changes that make customers more effective. They are key recommenders and will help businesses unlock the full potential of Sage Copilot.\u201d&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-customer-feedback-is-crucial-nbsp\">Customer feedback is crucial&nbsp;<\/h2>\n\n\n\n<p>Sage Intacct customers, typically growing businesses, face the dual challenge of navigating complex financial landscapes while maximising efficiency.&nbsp;<\/p>\n\n\n\n<p>Sage Copilot is being refined in real-world scenarios through direct engagement with them to address their needs.&nbsp;<\/p>\n\n\n\n<p>Dan Miller explains that customer engagement is critical to effectively shaping Sage Copilot and Sage Intacct to support professional needs.&nbsp;&nbsp;<\/p>\n\n\n\n<p>He says: \u201cSince day one, we\u2019ve been gathering customer insights in real-time. This has helped us to adjust and improve Sage Copilot as we go, ensuring that we are creating a tool that delivers real value to our customers,\u201d &nbsp;<br>&nbsp;<br>Dan was clear that it\u2019s still early days for Sage Copilot in Sage Intacct. \u201cThis is just the beginning,\u201d he explained.&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u201cWe\u2019re learning a lot through this process, and the feedback we\u2019re gathering from customers will shape how we improve and evolve Sage Copilot. It\u2019s critical to have this real-time feedback as we refine the tool to deliver the most value.\u201d&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-final-thoughts-nbsp\">Final thoughts&nbsp;<\/h2>\n\n\n\n<p>Finance-specific LLMs can reshape how finance teams work, offering the precision, reliability, and security professionals need.&nbsp;&nbsp;<\/p>\n\n\n\n<p>These tools go beyond traditional AI by aligning with your industry-specific challenges, empowering you to focus on strategic goals.&nbsp;<\/p>\n\n\n\n<p>By building on finance-specific large language models, tools like <a href=\"https:\/\/www.sage.com\/en-us\/sage-copilot\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sage Copilot<\/a> can address some of the most complex challenges in accounting and compliance while opening the door to more confident, data-driven strategies.&nbsp;<\/p>\n\n\n\n<p>However, only with real-world feedback and industry expertise can AI move beyond generalized capabilities to meet the specific needs of finance professionals.&nbsp;&nbsp;<\/p>\n\n\n\n<p>For those curious about the intersection of AI and finance, explore <a href=\"https:\/\/www.sage.com\/en-us\/sage-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sage Ai<\/a> more or learn about Sage Copilot\u2019s specific capabilities.&nbsp;<\/p>\n\n\n\n<p><em>Editor&#8217;s note: this article was originally published in May 2023 and has been updated for relevance.<\/em><\/p>\n\n\n\n<div class=\"single-cta\">\n\t<div class=\"single-cta__positioner\">\n\t\t<div class=\"single-cta__wrapper has-dark-background-color\">\n\t\t\t<div class=\"single-cta__content\">\n\t\t\t\t\t\t\t\t<h2 class=\"single-cta__title h3\">Join us at Sage Future!<\/h2>\n\n\t\t\t\t\t\t\t\t\t<div class=\"single-cta__description\">\n\t\t\t\t\t\t<p><!-- wp:paragraph --><\/p>\n<p><strong>June 3-5, 2025\u00a0\u00a0|\u00a0\u00a0Atlanta, Georgia<\/strong><\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>Introducing <strong>Sage Future<\/strong> \u2014 a ground-breaking event that will unite our extensive customer and partner ecosystem across North America.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>Gain data-driven insights and thought leadership that will empower you to drive growth and high performance within your organization.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<p><!-- wp:paragraph --><\/p>\n<p>Don&#8217;t miss out on this inspiring and insightful event.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"http:\/\/www.sage.com\/sagefuture\"\n\t\t\t\t\t\tclass=\"single-cta__button button button--primary\"\n\t\t\t\t\t\t\t\t\t\t\t\t\tid=\"cta-id-28740\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-button-location=\"cta_box\"\n\t\t\t\t\t\t\t\t\t\t\t>Secure your place<\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<img decoding=\"async\" width=\"684\" height=\"384\" src=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2025\/03\/FinanceLeader_BarGraph-684x384-1.jpg\" class=\"single-cta__image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2025\/03\/FinanceLeader_BarGraph-684x384-1.jpg 684w\" sizes=\"auto, (min-width: 48em) 33vw, 100vw\" \/>\t\t\t<\/div>\n<\/div>\n\n\n<div class=\"single-cta\">\n\t<div class=\"single-cta__positioner\">\n\t\t<div class=\"single-cta__wrapper has-dark-background-color\">\n\t\t\t<div class=\"single-cta__content\">\n\t\t\t\t\t\t\t\t<h2 class=\"single-cta__title h3\">Subscribe to our Sage Advice Newsletter<\/h2>\n\n\t\t\t\t\t\t\t\t\t<div class=\"single-cta__description\">\n\t\t\t\t\t\t<p>Get our latest business advice delivered directly to your inbox.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"#gate-ab515c6e-7e90-4c2f-a67e-113872516e8b\"\n\t\t\t\t\t\tclass=\"single-cta__button button button--primary\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t>Subscribe<\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<img decoding=\"async\" width=\"1440\" height=\"810\" src=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/GettyImages-1073797282-1440x810.jpg\" class=\"single-cta__image\" alt=\"Working from home with tea in hand\" loading=\"lazy\" srcset=\"https:\/\/www.sage.com\/en-us\/blog\/wp-content\/uploads\/sites\/2\/2022\/04\/GettyImages-1073797282-1440x810.jpg 1440w\" sizes=\"auto, (min-width: 48em) 33vw, 100vw\" \/>\t\t\t<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>With ChatGPT and generative artificial intelligence, the pace of progress with AI in finance has been remarkable.<\/p>\n","protected":false},"author":356,"featured_media":25066,"menu_order":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_sage_video":false,"post_featured_image_hide":false,"footnotes":""},"categories":[46,48],"tags":[2,145,4,170,420,153],"business_type":[41],"lilypad":[],"context":[],"industry":[204],"persona":[100,98],"imagine_tag":[209,488,468,233],"coauthors":[586],"class_list":["post-18860","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-growth-customers","category-technology-innovation","tag-accountants","tag-artificial-intelligence","tag-business-intelligence","tag-business-strategy","tag-cloud-financial-management","tag-growing-a-business","business_type-growing-business","industry-technology"],"sage_meta":{"region":"en-us","author_name":"Asavin 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