{"id":9698,"date":"2021-08-26T10:07:44","date_gmt":"2021-08-26T17:07:44","guid":{"rendered":"https:\/\/www.qad.com\/blog\/?p=9698"},"modified":"2025-04-16T11:49:29","modified_gmt":"2025-04-16T18:49:29","slug":"uncovering-the-promise-of-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/www.qad.com\/blog\/2021\/08\/uncovering-the-promise-of-artificial-intelligence","title":{"rendered":"Uncovering the Promise of Artificial Intelligence"},"content":{"rendered":"<p>[vc_row][vc_column][vc_single_image image=&#8221;9699&#8243; img_size=&#8221;full&#8221;][vc_column_text]<span style=\"font-weight: 400;\">Because manufacturers are constantly pressured to increase productivity, deliver quality products, delight customers and achieve greater profitability and sustainability, they are turning to new technologies such as artificial intelligence. To remain competitive, the time for such digital transformation is now.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, barriers continue to exist and technology is not always being used to its full potential, as we learn in a <\/span><a href=\"https:\/\/www.ascm.org\/ascm-insights\/scm-now-magazine\/how-to-outsmart-ai-business-challenges\/\"><span style=\"font-weight: 400;\">recent article<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">\u201cHow to Outsmart AI Business Challenges\u201d in <\/span><i><span style=\"font-weight: 400;\">SCM Now Magazine<\/span><\/i><span style=\"font-weight: 400;\"> from the Association for Supply Chain Management.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">About Artificial Intelligence<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">In his <\/span><a href=\"https:\/\/www.qad.com\/documents\/white-papers\/QAD_WP_Industry40.pdf\"><span style=\"font-weight: 400;\">white paper<\/span><\/a><span style=\"font-weight: 400;\">, \u201c<\/span><span style=\"font-weight: 400;\">No Matter What You Call It: Industry 4.0 Means Manufacturing in Transition\u201d, <\/span><span style=\"font-weight: 400;\">QAD\u2019s Glenn Graney, director for the Industrial and High Tech markets, <\/span><span style=\"font-weight: 400;\">reflects on artificial intelligence:<\/span><\/p>\n<p><b><i>\u201cArtificial Intelligence (AI) is already transitioning from an academic exercise to an impactful business proposition. The practical adoption of AI through machine learning results directly from enhanced connectivity, smarter sensors, advanced analytics and super scalable systems.\u201d<\/i><\/b><\/p>\n<p><span style=\"font-weight: 400;\">While we don\u2019t think that<\/span><a href=\"https:\/\/www.qad.com\/blog\/2020\/12\/is-artificial-intelligence-a-dirty-word\"> <span style=\"font-weight: 400;\">AI is a dirty word<\/span><\/a><span style=\"font-weight: 400;\">, we know that not all manufacturers have discovered the solutions promised by AI. Companies need to build the proper foundation to enjoy the explosive growth of AI, machine learning and similar technologies. Among other things, it takes best practices, simplified IT architecture, well trained teams and a proper IT investment \u2013 in other words, money, patience, planning and force of will.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Barriers (and Solutions) to Implementing Artificial Intelligence<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">No technology advancement occurs unscathed. Manufacturers face four main challenges from achieving the promise of artificial intelligence. Below are some potential solutions:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Fear of Missing Out (FOMO)<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">To avoid the dreaded FOMO, rather than <\/span><span style=\"font-weight: 400;\">rushing to act on the hype surrounding AI, manufacturers need to start projects with a clear strategy. As in all things, a well-designed plan is critical and should start with building a portfolio of use cases that demonstrate the technology\u2019s value, identifying deliverables with deadlines. The plan should include route optimization, sales forecasting, product categorization, safety stock calculation, <\/span><a href=\"https:\/\/www.qad.com\/solutions\/integrated-supplier-management\"><span style=\"font-weight: 400;\">supplier management<\/span><\/a><span style=\"font-weight: 400;\"> and warehouse management. It\u2019s critical to clearly outline the value proposition and KPIs to be measured along with goals and objectives. Estimate ROI based on project-related costs.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Deployment Difficulty<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Deployment is eased when manufacturers choose packaged applications from among the following three types, and it\u2019s important to build in change management plans for better user adoption.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Focused solutions <\/b><span style=\"font-weight: 400;\">or packaged applications with pre-built AI models which only require the input data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Embedded AI solutions <\/b><span style=\"font-weight: 400;\">from common applications, such as advanced planning, transportation management and warehouse management systems.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Custom solutions <\/b><span style=\"font-weight: 400;\">from open-source platforms, frameworks and application programming interfaces which afford organizations the means to build custom AI models.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">Data Readiness<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Focus on data quality and relevance over volume and work with the best data first. Many AI-embedded supply chain solutions use smaller data sets to optimize their AI capabilities. Begin with the most relevant data first. Sometimes <\/span><span style=\"font-weight: 400;\">in <\/span><a href=\"https:\/\/www.qad.com\/blog\/2017\/10\/temperature-rising-machine-learning\"><span style=\"font-weight: 400;\">machine learning<\/span><\/a><span style=\"font-weight: 400;\"> projects for product categorization and clustering, companies decide to throw in<\/span><a href=\"https:\/\/www.qad.com\/blog\/2018\/03\/data-warehouses-big-data-evolving-data-lakes\"> <span style=\"font-weight: 400;\">many data sources<\/span><\/a><span style=\"font-weight: 400;\"> without ensuring their relevance. A lack of data quality can lead to project failure. Moreover, data preparation is a time-consuming process that requires diligence.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">A Lack of Talent<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Don\u2019t forget training to fill AI roles, as a lack of appropriate skill sets is a major obstacle to AI deployment. Training is essential, whether it\u2019s in-house, online or offered by graduate programs at local universities. And training requires a budget line item. In addition, companies can find independent contractors and IT service providers to fill talent gaps.<\/span><\/p>\n<p><b><i>\u201cAI is becoming a proactive element to advanced manufacturing, product lifecycle management and enterprise asset management. Its proactivity is based on context and what it has learned, not simply based on established metrics such as performing preventative maintenance based on accumulated run time or placing an order based on a predefined reorder point.\u201d &#8211; Glenn Graney, Director of Industrial and High Tech Markets<\/i><\/b><\/p>\n<p><span style=\"font-weight: 400;\">To learn more about ways to overcome obstacles to achieving efficiencies and competitiveness with AI, check out the <\/span><a href=\"https:\/\/www.ascm.org\/ascm-insights\/scm-now-magazine\/how-to-outsmart-ai-business-challenges\/\"><span style=\"font-weight: 400;\">full article<\/span><\/a><span style=\"font-weight: 400;\"> in <\/span><i><span style=\"font-weight: 400;\">SCM Now Magazine<\/span><\/i><span style=\"font-weight: 400;\">.<\/span>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_single_image image=&#8221;9699&#8243; img_size=&#8221;full&#8221;][vc_column_text]Because manufacturers are constantly pressured to increase productivity, deliver quality products, delight customers and achieve greater profitability and sustainability, they are turning to new technologies such as artificial intelligence. To remain competitive, the time for such digital transformation is now. However, barriers continue to exist and technology is not always being used to [&hellip;]<\/p>\n","protected":false},"author":56,"featured_media":9699,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[182,197],"tags":[546,545,1173,1689,411,1789,286,380,92,118],"class_list":["post-9698","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-featured","category-innovation-and-technology","tag-ai","tag-artificial-intelligence","tag-business-challenges","tag-change-management","tag-digital-transformation","tag-embedded-solutions","tag-industry-4-0","tag-machine-learning","tag-supply-chain","tag-supply-chain-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Uncovering the Promise of Artificial Intelligence | QAD Blog<\/title>\n<meta name=\"description\" content=\"AI in 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