{"id":21701,"date":"2024-12-04T13:24:07","date_gmt":"2024-12-04T13:24:07","guid":{"rendered":"https:\/\/www.cleverrepublic.com\/?post_type=blog&#038;p=21701"},"modified":"2025-10-02T14:29:36","modified_gmt":"2025-10-02T14:29:36","slug":"why-frugal-ai-needs-ai-data-governance","status":"publish","type":"blog","link":"https:\/\/www.cleverrepublic.com\/nl\/resources\/blog\/why-frugal-ai-needs-ai-data-governance\/","title":{"rendered":"Why Frugal AI needs AI Data Governance"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"21701\" class=\"elementor elementor-21701\" data-elementor-post-type=\"blog\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0c6e3c8 e-flex e-con-boxed e-con e-parent\" data-id=\"0c6e3c8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-13a86f4 elementor-widget elementor-widget-heading\" data-id=\"13a86f4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why does Frugal AI need AI Governance?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74a062d elementor-widget elementor-widget-text-editor\" data-id=\"74a062d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Frugal AI<\/strong>\u00a0is an exciting new concept that is all about making artificial intelligence smarter, leaner, and more sustainable. Imagine getting the best possible results from AI while using minimal resources, that\u2019s Frugal AI in a nutshell. It is about building AI that blows your mind without blowing the budget or draining energy. We are talking powerful, cost-effective, and environmentally friendly AI that helps organisations do more with less by cutting costs and reducing energy consumption without sacrificing performance.<\/p><p>Frugal AI is especially relevant now when companies are eager to innovate but face tight budgets and increasing pressure to be sustainable. By optimising AI for efficiency, Frugal AI aims to reduce the resource requirements of AI systems, making them practical and affordable for more people and businesses, especially small and medium enterprises (SMEs).<\/p><p>But here is the catch: to make Frugal AI work, you need solid AI and Data Governance. Governance is what makes sure AI development is fair, secure, and trustworthy. All the essentials for building effective and sustainable AI solutions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ab18e04 e-flex e-con-boxed e-con e-parent\" data-id=\"ab18e04\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-840135a elementor-widget elementor-widget-heading\" data-id=\"840135a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jugaad Innovation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-997c0f6 elementor-widget elementor-widget-text-editor\" data-id=\"997c0f6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>At a Frugal AI Workshop in Cambridge Clever Republic recently attended, we saw how governance is the backbone of Frugal AI. The concept thrives on\u00a0<strong>Jugaad<\/strong>\u00a0<strong>innovation:\u00a0<\/strong>being creative and doing more with less. But without good AI and Data governance, things can get messy. Biases in data, poor data quality, and compliance headaches are just waiting to creep in if we are not careful.<\/p><p data-pm-slice=\"1 1 []\">Take this example: an AI model for detecting eye disease was trained on a limited dataset. Because it did not include enough examples of people with darker skin, it ended up being less accurate for them, approximately 60% compared to 73% for lighter-skinned patients. This happened because the data was not representative of everyone. AI \u00a0and Data Governance steps in here, ensuring datasets are fair and inclusive so that everyone benefits equally from AI.<\/p><p data-pm-slice=\"1 1 []\">And it is not just about fairness. AI and Data Governance are game-changers for SMEs too. Many SMEs hesitate to adopt AI because they worry about risks, costs, and competing with big players. Good governance addresses these concerns by building trust, making the adoption process smoother, and protecting intellectual property.<\/p><p>Frugal AI is also about sustainability, innovation that saves resources and money while being good for the planet. We heard about tools like Sqwish\u2019s Prompt Compression API, which slashes input costs by 91% and speeds up performance. But without governance, those cost savings might come at the expense of data security or ethical standards. Governance ensures that efficiency never compromises integrity.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a0afef e-flex e-con-boxed e-con e-parent\" data-id=\"4a0afef\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-389039b elementor-widget elementor-widget-heading\" data-id=\"389039b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Connecting the Dots with Frugal AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-512c264 elementor-widget elementor-widget-text-editor\" data-id=\"512c264\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>At Clever Republic, we use our\u00a0<strong>Connecting de Dots<\/strong>-approach to bring Frugal AI to life. In the context of Frugal AI, \u2018Connecting the Dots\u2019 means linking six key components: Data, Business Terms, Processes, Technology, People, and Policies.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c6015b7 e-flex e-con-boxed e-con e-parent\" data-id=\"c6015b7\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b81a8ea content-align-center the7-hover-visibility-disabled transform-overlay-yes exceeding-frame-yes elementor-widget elementor-widget-the7-image-widget\" data-id=\"b81a8ea\" data-element_type=\"widget\" data-settings=\"{&quot;hover_visibility&quot;:&quot;disabled&quot;}\" data-widget_type=\"the7-image-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"the7-image-container\"><div class=\"the7-image-wrapper the7-elementor-widget the7-transform-container\"><div class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\"><img fetchpriority=\"high\" decoding=\"async\" width=\"487\" height=\"488\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%20487%20488&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 487px) 100vw, 487px\" style=\"--ratio: 487 \/ 488;\" data-src=\"https:\/\/www.cleverrepublic.com\/wp-content\/uploads\/2025\/07\/Screenshot-2024-12-04-at-11.32.14-qy0bx132wxkcg4ahkw8nntl17tcuczzfl5ilazh6yw-e1753884311397.png\" loading=\"eager\" data-srcset=\"https:\/\/www.cleverrepublic.com\/wp-content\/uploads\/2025\/07\/Screenshot-2024-12-04-at-11.32.14-qy0bx132wxkcg4ahkw8nntl17tcuczzfl5ilazh6yw-e1753884311397.png 487w, https:\/\/www.cleverrepublic.com\/wp-content\/uploads\/2025\/07\/Screenshot-2024-12-04-at-11.32.14-qy0bx132wxkcg4ahkw8nntl17tcuczzfl5ilazh6yw-e1753884311397-300x300.png 300w, https:\/\/www.cleverrepublic.com\/wp-content\/uploads\/2025\/07\/Screenshot-2024-12-04-at-11.32.14-qy0bx132wxkcg4ahkw8nntl17tcuczzfl5ilazh6yw-e1753884311397-150x150.png 150w\" \/><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5f6086 e-flex e-con-boxed e-con e-parent\" data-id=\"f5f6086\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c4421e elementor-widget elementor-widget-text-editor\" data-id=\"7c4421e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Each of these dots plays a crucial role in making Frugal AI truly effective and impactful:<\/p><ul><li><p><strong>Data<\/strong>:\u00a0High-quality, inclusive data is the backbone of Frugal AI, cutting down on the need to fix biases or errors later. Good governance keeps the data quality high and fair.<\/p><\/li><li><p><strong>Business<\/strong>\u00a0<strong>Terms<\/strong>: Clear definitions help align AI efforts with real business goals. In Frugal AI, this means delivering cost-effective, targeted solutions that make a genuine impact.<\/p><\/li><li><p><strong>Processes<\/strong>: Streamlined processes mean less waste and more efficient AI development and deployment. Efficient workflows support the frugal mindset.<\/p><\/li><li><p><strong>Technology<\/strong>: Using scalable, resource-efficient technology is key for Frugal AI. Governance helps pick the right tech to balance cost-effectiveness and quality.<\/p><\/li><li><p><strong>People<\/strong>: Empowering data scientists, analysts, and business users ensures everyone can contribute effectively\u2014making sure human effort is well spent and adding maximum value.<\/p><\/li><li><p><strong>Policies<\/strong>: Policies provide the ethical and operational guardrails needed for data and AI use, aligning every effort with resource efficiency and compliance.<\/p><\/li><\/ul><p>By connecting these dots, Frugal AI becomes more than just a cool technical concept\u2014it becomes a comprehensive strategy that integrates every part of an organisation to achieve efficiency, sustainability, and inclusivity.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c081a32 e-flex e-con-boxed e-con e-parent\" data-id=\"c081a32\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17ec59f elementor-widget elementor-widget-heading\" data-id=\"17ec59f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Take-Aways<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5751650 elementor-widget elementor-widget-text-editor\" data-id=\"5751650\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The big takeaway? Frugal AI has massive potential to transform industries with AI that is efficient, sustainable, and inclusive. But none of this happens without the right governance. At Clever Republic, we are here to help organisations set up the right governance frameworks to connect the dots between technology, business strategy, and sustainable impact.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Why does Frugal AI need AI Governance? Frugal AI\u00a0is an exciting new concept that is all about making artificial intelligence smarter, leaner, and more sustainable. Imagine getting the best possible results from AI while using minimal resources, that\u2019s Frugal AI in a nutshell. It is about building AI that blows your mind without blowing the&hellip;<\/p>","protected":false},"author":3,"featured_media":21525,"template":"","categories":[146],"class_list":["post-21701","blog","type-blog","status-publish","has-post-thumbnail","hentry","category-ai_governance"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Why Frugal AI needs AI Data Governance - Clever Republic<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.cleverrepublic.com\/nl\/blog\/\/resources\/blog\/why-frugal-ai-needs-ai-data-governance\/\" \/>\n<meta property=\"og:locale\" content=\"nl_NL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why Frugal AI needs AI Data Governance - Clever Republic\" \/>\n<meta property=\"og:description\" content=\"Why does Frugal AI need AI Governance? 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