{"id":196416,"date":"2026-03-16T13:06:00","date_gmt":"2026-03-16T17:06:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/03\/16\/where-to-look-for-generative-ai-risks\/"},"modified":"2026-03-16T13:20:10","modified_gmt":"2026-03-16T17:20:10","slug":"where-to-look-for-generative-ai-risks","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/03\/16\/where-to-look-for-generative-ai-risks\/","title":{"rendered":"Where to look for generative AI risks"},"content":{"rendered":"<p><a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/where-to-look-generative-ai-risks\">Where to look for generative AI risks<\/a><\/p>\n<p><a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/where-to-look-generative-ai-risks\">https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/where-to-look-generative-ai-risks<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-03-16 13:06:00<\/a><\/p>\n<p>Source Domain: <a href=\"mitsloan.mit.edu\">mitsloan.mit.edu<\/a><\/p>\n<ul>\n<li>\n<p><strong>Generative AI&#8217;s Dual Impact on Business:<\/strong> While generative AI offers significant productivity and growth prospects, it also substantially increases business risk, particularly during full-scale deployment.<\/p>\n<\/li>\n<li>\n<p><strong>Two Types of Generative AI Risk:<\/strong> The research by MIT Center for Information Systems Research identifies two types of risk: embedded risks, inherently tied to the technology (influenced by model behavior and training data), and enacted risks, shaped by organizational choices in deployment (system prompts, safeguards, and agent permissions).<\/p>\n<\/li>\n<li>\n<p><strong>Components Leading to Risk:<\/strong> Potential risks illustrate from a hiring manager using AI tools to draft a job description, including issues with training data, foundation models, user prompts, and system prompts.<\/p>\n<\/li>\n<li>\n<p><strong>Advanced AI Uses Introduce Additional Threats:<\/strong> Sophisticated deployments, such as retrieval-augmented generation and AI agents, can expand the risk space through data quality issues, control gaps in vector databases, and challenges in accountability due to autonomy creep.<\/p>\n<\/li>\n<li>\n<p><strong>Action Plan for Mitigating Risk:<\/strong> Organizations should map exposure, adopt dual approaches to risk management, establish clear ownership, and maintain audit trails to understand and mitigate the generative AI risk space effectively.<\/p>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Where to look for generative AI risks https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/where-to-look-generative-ai-risks Publish Date: 2026-03-16 13:06:00 Source Domain: mitsloan.mit.edu&#8230;<\/p>\n","protected":false},"author":1,"featured_media":196417,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/mitsloan.mit.edu\/sites\/default\/files\/styles\/og_image\/public\/2026-03\/magnifying-ai.jpg.webp?h=b4f85935&itok=770UUR-G","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[19],"class_list":["post-196416","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-generative-ai"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/196416"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=196416"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/196416\/revisions"}],"predecessor-version":[{"id":196418,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/196416\/revisions\/196418"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/196417"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=196416"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=196416"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=196416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}