{"id":674,"date":"2025-08-08T23:00:59","date_gmt":"2025-08-08T17:30:59","guid":{"rendered":"https:\/\/abhuyudhaya.com\/?p=674"},"modified":"2025-08-13T10:06:26","modified_gmt":"2025-08-13T04:36:26","slug":"ai-in-quality-management-risk-management-and-validation","status":"publish","type":"post","link":"https:\/\/abhuyudhaya.com\/te\/ai-in-quality-management-risk-management-and-validation\/","title":{"rendered":"AI in Quality Management, Risk Management, and Validation:"},"content":{"rendered":"\n<div class=\"wp-block-group alignfull is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-844119a9 wp-block-group-is-layout-flex\" style=\"border-style:none;border-width:0px;border-radius:7px;min-height:59px;margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20);padding-top:var(--wp--preset--spacing--20);padding-right:0;padding-bottom:var(--wp--preset--spacing--20);padding-left:0\">\n<p class=\"has-ast-global-color-3-color has-ast-global-color-4-background-color has-text-color has-background\" style=\"border-width:20px;padding-top:0;padding-right:var(--wp--preset--spacing--20);padding-bottom:0;padding-left:var(--wp--preset--spacing--20);font-size:25px\"><br><strong>1. Quality Management Tools:<\/strong><br>AI can assist in the implementation of quality management systems (QMS) by automating data collection, reporting, and trend analysis.<br>\u2022\tExample: AI-powered tools can automatically generate audit reports, track non-conformance trends, and recommend corrective actions.<br>\u2022\tBenefit: Improved decision-making with timely, data-driven insights.<\/p>\n\n\n\n<p class=\"has-ast-global-color-3-color has-ast-global-color-4-background-color has-text-color has-background\" style=\"border-width:20px;padding-top:0;padding-right:var(--wp--preset--spacing--20);padding-bottom:0;padding-left:var(--wp--preset--spacing--20);font-size:25px\"><br><strong>2. Quality Risk Management:<\/strong><br>AI models identify potential risks in drug development or manufacturing by analyzing historical data and predicting possible deviations in product quality.<br>\u2022\tExample: AI tools can forecast batch failures or potential contamination, allowing early intervention.<br>\u2022\tBenefit: Reduces risks and ensures better adherence to quality standards.<\/p>\n\n\n\n<p class=\"has-ast-global-color-3-color has-ast-global-color-4-background-color has-text-color has-background\" style=\"border-width:20px;padding-top:0;padding-right:var(--wp--preset--spacing--20);padding-bottom:0;padding-left:var(--wp--preset--spacing--20);font-size:25px\"><br><strong>3. Validation and Computerized System Validation (CSV):<\/strong><br>AI plays a significant role in validating computerized systems used in pharmaceutical manufacturing, ensuring that the systems function as intended and comply with regulatory standards.<br>\u2022\tExample: AI can automate validation testing and performance monitoring, ensuring that systems remain compliant throughout their lifecycle.<br>\u2022\tBenefit: Ensures continuous compliance and reduces the human effort needed for validation activities.<\/p>\n\n\n\n<p class=\"has-ast-global-color-3-color has-ast-global-color-4-background-color has-text-color has-background\" style=\"border-width:20px;padding-top:0;padding-right:var(--wp--preset--spacing--20);padding-bottom:0;padding-left:var(--wp--preset--spacing--20);font-size:25px\"><br><strong>Benefits of AI in Risk Management and Validation:<\/strong><br>\u2022 Improved Compliance: AI ensures regulatory compliance by automating documentation and validating systems in real time.<br>\u2022 Increased Efficiency: Reduces the time and resources spent on manual testing and system validation.<br>\u2022 Risk Reduction: Early identification of potential issues enables proactive mitigation strategies.<br><strong>Pros:<\/strong><br>\u2022 Efficient and automated risk management and validation processes.<br>\u2022 Enhanced accuracy in system validation and compliance.<br><strong>Cons:<\/strong><br>\u2022 Requires up-to-date AI algorithms and data sets for continuous accuracy.<br>\u2022 Integration with existing legacy systems can be challenging and costly.<\/p>\n\n\n\n<p class=\"has-ast-global-color-3-color has-ast-global-color-4-background-color has-text-color has-background\" style=\"border-width:20px;padding-top:0;padding-right:var(--wp--preset--spacing--20);padding-bottom:0;padding-left:var(--wp--preset--spacing--20);font-size:25px\"><br><strong>Conclusion:<\/strong><br>AI offers immense potential in the pharmaceutical industry, especially in areas such as manufacturing, engineering, quality control, microbiology, and quality assurance. It streamlines operations, improves precision, and enhances compliance with regulatory standards. While the benefits of AI are clear, challenges such as initial investment costs, integration complexities, and the need for skilled personnel remain key hurdles. Nonetheless, AI&#8217;s ability to enhance efficiency, reduce risks, and improve quality makes it a valuable asset in the pharmaceutical industry\u2019s future.<br>Absolutely! Below are a few relevant practical examples for each section with clear notes on their significance. These examples highlight how AI is practically applied in the pharmaceutical industry across different functions like manufacturing, engineering, quality control, microbiology, and quality assurance. We&#8217;ll also focus on quality management, risk management, and validation tools.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.pharmaceuticalonline.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.outsourcedpharma.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.bioprocessonline.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.cellandgene.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.biosimilardevelopment.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001\">https:\/\/www.pharmaceuticalonline.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.outsourcedpharma.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.bioprocessonline.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.cellandgene.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001 https:\/\/www.biosimilardevelopment.com\/doc\/trends-and-benefits-of-lean-manufacturing-in-pharmaceutical-injectable-facilities-0001<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-3-color has-text-color has-background\" style=\"background-color:#c5f0ea;font-size:21px\"><br><strong>Disclaimer:<\/strong><br>The information presented in this article is intended for general educational and informational purposes only. While every effort has been made to ensure the accuracy and relevance of the content, The Field Of Artificial Intelligence (AI) is rapidly evolving, and new developments may impact the validity of the information over time.<br><br>The views and opinions expressed in this article are those of the author and do not necessarily reflect the official policy or position of any organization or institution. 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By mid-February, I was back to my old&hellip; <\/p><\/div>\n\n<div class=\"wp-block-post-date\"><time datetime=\"2026-01-29T11:36:53+05:30\">\u0c1c\u0c28\u0c35\u0c30\u0c3f 29, 2026<\/time><\/div><\/div>\n\n<\/li><li class=\"wp-block-post post-935 post type-post status-publish format-standard hentry category-artificial-intelllegence\">\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\"><h2 class=\"wp-block-post-title\"><a href=\"https:\/\/abhuyudhaya.com\/te\/future-proof-your-career-why-learning-new-computer-skills-matters-more-than-ever\/\" target=\"_self\" >Future-Proof Your Career: Why Learning New Computer Skills Matters More Than Ever<\/a><\/h2>\n\n<div class=\"wp-block-post-excerpt\"><p class=\"wp-block-post-excerpt__excerpt\">We live in exciting times. Technology is changing faster than ever before, and the job market is transforming right along with it. Whether you&#8217;re a college student, a homemaker thinking about returning to work, or a professional looking to switch careers, learning new computer skills isn&#8217;t just helpful anymore\u2014it&#8217;s essential. The tech world isn&#8217;t waiting&hellip; <\/p><\/div>\n\n<div class=\"wp-block-post-date\"><time datetime=\"2026-01-24T11:34:44+05:30\">\u0c1c\u0c28\u0c35\u0c30\u0c3f 24, 2026<\/time><\/div><\/div>\n\n<\/li><li class=\"wp-block-post post-913 post type-post status-publish format-standard hentry category-english-learning category-english-learning-english-learning\">\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\"><h2 class=\"wp-block-post-title\"><a href=\"https:\/\/abhuyudhaya.com\/te\/%e0%b4%87%e0%b4%82%e0%b4%97%e0%b5%8d%e0%b4%b2%e0%b5%80%e0%b4%b7%e0%b5%8d-%e0%b4%b5%e0%b5%87%e0%b4%97%e0%b4%a4%e0%b5%8d%e0%b4%a4%e0%b4%bf%e0%b5%bd-%e0%b4%aa%e0%b4%a0%e0%b4%bf%e0%b4%95%e0%b5%8d%e0%b4%95\/\" target=\"_self\" >\u0d07\u0d02\u0d17\u0d4d\u0d32\u0d40\u0d37\u0d4d \u0d35\u0d47\u0d17\u0d24\u0d4d\u0d24\u0d3f\u0d7d \u0d2a\u0d20\u0d3f\u0d15\u0d4d\u0d15\u0d3e\u0d7b \u0d38\u0d39\u0d3e\u0d2f\u0d3f\u0d15\u0d4d\u0d15\u0d41\u0d28\u0d4d\u0d28 10 \u0d2a\u0d4d\u0d30\u0d3e\u0d2f\u0d4b\u0d17\u0d3f\u0d15 \u0d1f\u0d3f\u0d2a\u0d4d\u0d2a\u0d41\u0d15\u0d7e<\/a><\/h2>\n\n<div class=\"wp-block-post-excerpt\"><p class=\"wp-block-post-excerpt__excerpt\">\u0d07\u0d02\u0d17\u0d4d\u0d32\u0d40\u0d37\u0d4d \u0d35\u0d47\u0d17\u0d24\u0d4d\u0d24\u0d3f\u0d7d \u0d15\u0d48\u0d35\u0d36\u0d2e\u0d3e\u0d15\u0d4d\u0d15\u0d42: \u0d35\u0d3e\u0d38\u0d4d\u0d24\u0d35\u0d24\u0d4d\u0d24\u0d3f\u0d7d \u0d2b\u0d32\u0d2a\u0d4d\u0d30\u0d26\u0d2e\u0d3e\u0d2f 10 \u0d2a\u0d4d\u0d30\u0d3e\u0d2f\u0d4b\u0d17\u0d3f\u0d15 \u0d1f\u0d3f\u0d2a\u0d4d\u0d2a\u0d41\u0d15\u0d7e\u0d07\u0d02\u0d17\u0d4d\u0d32\u0d40\u0d37\u0d4d \u0d2a\u0d20\u0d3f\u0d15\u0d4d\u0d15\u0d41\u0d28\u0d4d\u0d28\u0d24\u0d4d \u0d1a\u0d3f\u0d32\u0d2a\u0d4d\u0d2a\u0d4b\u0d7e \u0d35\u0d33\u0d30\u0d46 \u0d2c\u0d41\u0d26\u0d4d\u0d27\u0d3f\u0d2e\u0d41\u0d1f\u0d4d\u0d1f\u0d3e\u0d2f\u0d3f \u0d24\u0d4b\u0d28\u0d4d\u0d28\u0d3e\u0d02\u2014\u0d35\u0d4d\u0d2f\u0d3e\u0d15\u0d30\u0d23\u0d28\u0d3f\u0d2f\u0d2e\u0d19\u0d4d\u0d19\u0d7e, \u0d2a\u0d26\u0d38\u0d1e\u0d4d\u0d1a\u0d2f\u0d02, \u0d09\u0d1a\u0d4d\u0d1a\u0d3e\u0d30\u0d23 \u0d35\u0d46\u0d32\u0d4d\u0d32\u0d41\u0d35\u0d3f\u0d33\u0d3f\u0d15\u0d7e \u0d0e\u0d28\u0d4d\u0d28\u0d3f\u0d35 \u0d12\u0d30\u0d41\u0d2e\u0d3f\u0d1a\u0d4d\u0d1a\u0d4d \u0d28\u0d47\u0d30\u0d3f\u0d1f\u0d41\u0d2e\u0d4d\u0d2a\u0d4b\u0d7e \u0d2a\u0d4d\u0d30\u0d24\u0d4d\u0d2f\u0d47\u0d15\u0d3f\u0d1a\u0d4d\u0d1a\u0d4d. \u0d2a\u0d15\u0d4d\u0d37\u0d47 \u0d28\u0d32\u0d4d\u0d32 \u0d35\u0d3e\u0d7c\u0d24\u0d4d\u0d24 \u0d07\u0d24\u0d3e\u0d23\u0d4d: \u0d2a\u0d4d\u0d30\u0d3e\u0d35\u0d40\u0d23\u0d4d\u0d2f\u0d02 \u0d28\u0d47\u0d1f\u0d3e\u0d7b \u0d2a\u0d42\u0d7c\u0d23\u0d24 \u0d06\u0d35\u0d36\u0d4d\u0d2f\u0d2e\u0d3f\u0d32\u0d4d\u0d32. \u0d38\u0d4d\u0d25\u0d3f\u0d30\u0d24, \u0d2c\u0d41\u0d26\u0d4d\u0d27\u0d3f\u0d2a\u0d42\u0d7c\u0d35\u0d2e\u0d3e\u0d2f \u0d24\u0d28\u0d4d\u0d24\u0d4d\u0d30\u0d19\u0d4d\u0d19\u0d7e, \u0d2a\u0d3f\u0d34\u0d35\u0d41\u0d15\u0d7e \u0d1a\u0d46\u0d2f\u0d4d\u0d2f\u0d3e\u0d7b \u0d24\u0d2f\u0d4d\u0d2f\u0d3e\u0d31\u0d3e\u0d15\u0d41\u0d28\u0d4d\u0d28 \u0d2e\u0d28\u0d4b\u0d2d\u0d3e\u0d35\u0d02\u2014\u0d07\u0d35\u0d2f\u0d3e\u0d23\u0d4d \u0d35\u0d47\u0d23\u0d4d\u0d1f\u0d24\u0d4d. \u0d28\u0d3f\u0d19\u0d4d\u0d19\u0d7e \u0d12\u0d30\u0d41 \u0d2a\u0d30\u0d40\u0d15\u0d4d\u0d37\u0d2f\u0d4d\u0d15\u0d4d\u0d15\u0d4d \u0d24\u0d2f\u0d4d\u0d2f\u0d3e\u0d31\u0d46\u0d1f\u0d41\u0d15\u0d4d\u0d15\u0d41\u0d15\u0d2f\u0d3e\u0d2f\u0d3e\u0d32\u0d41\u0d02, \u0d15\u0d30\u0d3f\u0d2f\u0d31\u0d3f\u0d7d \u0d2e\u0d41\u0d28\u0d4d\u0d28\u0d47\u0d31\u0d41\u0d15\u0d2f\u0d3e\u0d2f\u0d3e\u0d32\u0d41\u0d02, \u0d05\u0d32\u0d4d\u0d32\u0d46\u0d19\u0d4d\u0d15\u0d3f\u0d7d \u0d15\u0d42\u0d1f\u0d41\u0d24\u0d7d \u0d06\u0d24\u0d4d\u0d2e\u0d35\u0d3f\u0d36\u0d4d\u0d35\u0d3e\u0d38\u0d24\u0d4d\u0d24\u0d4b\u0d1f\u0d46 \u0d06\u0d36\u0d2f\u0d35\u0d3f\u0d28\u0d3f\u0d2e\u0d2f\u0d02 \u0d28\u0d1f\u0d24\u0d4d\u0d24\u0d3e\u0d7b \u0d06\u0d17\u0d4d\u0d30\u0d39\u0d3f\u0d15\u0d4d\u0d15\u0d41\u0d15\u0d2f\u0d3e\u0d2f\u0d3e\u0d32\u0d41\u0d02, \u0d08 \u0d2a\u0d24\u0d4d\u0d24\u0d4d \u0d2a\u0d4d\u0d30\u0d3e\u0d2f\u0d4b\u0d17\u0d3f\u0d15 \u0d1f\u0d3f\u0d2a\u0d4d\u0d2a\u0d41\u0d15\u0d7e \u0d28\u0d3f\u0d19\u0d4d\u0d19\u0d33\u0d41\u0d1f\u0d46 \u0d07\u0d02\u0d17\u0d4d\u0d32\u0d40\u0d37\u0d4d \u0d2a\u0d20\u0d28\u0d2f\u0d3e\u0d24\u0d4d\u0d30&hellip; <\/p><\/div>\n\n<div class=\"wp-block-post-date\"><time datetime=\"2026-01-24T09:30:25+05:30\">\u0c1c\u0c28\u0c35\u0c30\u0c3f 24, 2026<\/time><\/div><\/div>\n\n<\/li><li class=\"wp-block-post post-917 post type-post status-publish format-standard hentry category-english-learning category-english-learning-english-learning\">\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\"><h2 class=\"wp-block-post-title\"><a href=\"https:\/\/abhuyudhaya.com\/te\/%e0%a4%85%e0%a4%82%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%9c%e0%a4%bc%e0%a5%80-%e0%a4%9c%e0%a4%b2%e0%a5%8d%e0%a4%a6%e0%a5%80-%e0%a4%b8%e0%a5%80%e0%a4%96%e0%a4%a8%e0%a5%87-%e0%a4%95%e0%a5%87-10\/\" target=\"_self\" >\u0905\u0902\u0917\u094d\u0930\u0947\u091c\u093c\u0940 \u091c\u0932\u094d\u0926\u0940 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 10 \u0906\u0938\u093e\u0928 \u0914\u0930 \u0905\u0938\u0930\u0926\u093e\u0930 \u091f\u093f\u092a\u094d\u0938<\/a><\/h2>\n\n<div class=\"wp-block-post-excerpt\"><p class=\"wp-block-post-excerpt__excerpt\">\u0905\u0902\u0917\u094d\u0930\u0947\u091c\u093c\u0940 \u0924\u0947\u091c\u093c\u0940 \u0938\u0947 \u0938\u0940\u0916\u0947\u0902: 10 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u091f\u093f\u092a\u094d\u0938 \u091c\u094b \u0938\u091a \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0905\u0902\u0917\u094d\u0930\u0947\u091c\u093c\u0940 \u0938\u0940\u0916\u0928\u093e \u0915\u092d\u0940-\u0915\u092d\u0940 \u092d\u093e\u0930\u0940 \u0932\u0917 \u0938\u0915\u0924\u093e \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u091c\u092c \u0906\u092a \u0935\u094d\u092f\u093e\u0915\u0930\u0923 \u0915\u0947 \u0928\u093f\u092f\u092e\u094b\u0902, \u0936\u092c\u094d\u0926\u093e\u0935\u0932\u0940 \u0915\u0940 \u0938\u0942\u091a\u093f\u092f\u094b\u0902 \u0914\u0930 \u0909\u091a\u094d\u091a\u093e\u0930\u0923 \u0915\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0938\u0947 \u0918\u093f\u0930\u0947 \u0939\u094b\u0902\u0964 \u0932\u0947\u0915\u093f\u0928 \u0905\u091a\u094d\u091b\u0940 \u0916\u092c\u0930 \u092f\u0939 \u0939\u0948: \u0927\u093e\u0930\u093e\u092a\u094d\u0930\u0935\u093e\u0939 \u092c\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u094d\u0923\u0924\u093e \u091c\u093c\u0930\u0942\u0930\u0940 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940\u0964 \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u0930\u0902\u0924\u0930\u0924\u093e, \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u093e\u0901 \u0914\u0930 \u0917\u0932\u0924\u093f\u092f\u093e\u0901&hellip; <\/p><\/div>\n\n<div class=\"wp-block-post-date\"><time datetime=\"2026-01-24T08:48:44+05:30\">\u0c1c\u0c28\u0c35\u0c30\u0c3f 24, 2026<\/time><\/div><\/div>\n\n<\/li><\/ul><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. Quality Management Tools:AI can assist in the implementation of quality management systems (QMS) by automating data collection, reporting, and trend analysis.\u2022 Example: AI-powered tools can automatically generate audit reports, track non-conformance trends, and recommend corrective actions.\u2022 Benefit: Improved decision-making with timely, data-driven insights. 2. Quality Risk Management:AI models identify potential risks in drug development [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":696,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[10,1],"tags":[],"class_list":["post-674","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelllegence","category-uncategorized"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/abhuyudhaya.com\/wp-content\/uploads\/2025\/08\/AI-QMS.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/posts\/674","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/comments?post=674"}],"version-history":[{"count":11,"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/posts\/674\/revisions"}],"predecessor-version":[{"id":723,"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/posts\/674\/revisions\/723"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/media\/696"}],"wp:attachment":[{"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/media?parent=674"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/categories?post=674"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/abhuyudhaya.com\/te\/wp-json\/wp\/v2\/tags?post=674"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}