{"id":4558,"date":"2026-09-01T08:01:15","date_gmt":"2026-09-01T15:01:15","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/?post_type=reports&#038;p=4558"},"modified":"2026-09-24T06:20:26","modified_gmt":"2026-09-24T13:20:26","slug":"transparency-report","status":"publish","type":"reports","link":"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/topics\/responsible-ai\/reports\/transparency-report\/","title":{"rendered":"2026 Responsible AI Transparency Report"},"content":{"rendered":"<div data-bi-ct=\"group\" class=\"wp-block-group alignfull microsoft-breakpoint-id-vng3zywns has-global-padding is-layout-constrained wp-container-core-group-is-layout-11a3232a wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"vng3zywns\"><div data-bi-an=\"hero\" data-bi-ct=\"group\" class=\"wp-block-group alignfull has-white-color has-deep-blue-background-color has-text-color has-background has-link-color microsoft-breakpoint-id-oludlhrce wp-elements-692a672df13a7556f2879b44d9b4c1dd has-global-padding is-layout-constrained wp-container-core-group-is-layout-99e418cf wp-block-group-is-layout-constrained\" id=\"hero\" style=\"border-bottom-color:var(--wp--preset--color--white);border-bottom-width:2px;padding-top:var(--wp--preset--spacing--0);padding-bottom:var(--wp--preset--spacing--0);background-image:url('https:\/\/celacampaindev.wpenginepowered.com\/wp-content\/uploads\/2026\/07\/2a747f86f39d706aa00553bc972a37869663d05e.png');background-size:cover;\" data-microsoft-breakpoint-id=\"oludlhrce\"><div data-bi-ct=\"group\" class=\"wp-block-group alignfull has-dual-midnight-fade-gradient-background has-background microsoft-breakpoint-id-wfiqb1ous has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--3-xl-fluid);padding-bottom:var(--wp--preset--spacing--3-xl-fluid)\" data-microsoft-breakpoint-id=\"wfiqb1ous\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-296ae8l19 has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-6d77b564 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"296ae8l19\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-qx9b13dez has-global-padding is-layout-constrained wp-container-core-group-is-layout-11a3232a wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"qx9b13dez\"><h1 class=\"wp-block-heading alignwide has-display-large-fluid-font-size\">Responsible AI Transparency Report 2026<\/h1>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Our third annual Responsible AI Transparency Report shows how we advance trustworthy AI and contribute to the broader ecosystem.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-knejkmhf1 has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-af11847c wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"knejkmhf1\"><div class=\"wp-block-buttons alignwide is-vertical is-layout-flex wp-container-core-buttons-is-layout-2c90304e wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--1\"><a data-bi-ct=\"button\" data-bi-id=\"Read the report\" class=\"wp-block-button__link has-body-medium-fluid-font-size has-custom-font-size wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read the report\">Read the report<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-an=\"Key trends over the last year\" class=\"wp-block-group alignfull has-white-color has-deep-blue-background-color has-text-color has-background has-link-color microsoft-breakpoint-id-qhkojyxaw wp-elements-d53fe4c930911c1bdb09df374fb475a5 has-global-padding is-layout-constrained wp-container-core-group-is-layout-391ff070 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"qhkojyxaw\"><div data-bi-ct=\"button\" class=\"wp-block-group alignwide microsoft-breakpoint-id-o5p8tm631 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"o5p8tm631\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-qwzvg20bo is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-f726d978 wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"qwzvg20bo\"><p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600;letter-spacing:7px;text-transform:uppercase\">Share<\/p>\n\n\n<div style=\"--social-share-foreground-color: #152237;--social-share-background-color: #fff\" class=\"social-share social-share--size-medium wp-block-microsoft-social-share-social-share\" data-wp-interactive=\"microsoft-social-share\">\n\n\t\n\t<ul class=\"social-share__list\">\n\t\t\t\t\t<li class=\"social-share__item\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.microsoft.com%2Fen-us%2Fcorporate-responsibility%2Ftopics%2Fresponsible-ai%2Freports%2Ftransparency-report%2F\" aria-label=\"Share on LinkedIn\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"social-share__link social-share--linkedin\" data-bi-socchn=\"Linkedin\" data-bi-cn=\"Share Linkedin\" data-bi-ecn=\"Share Linkedin\" data-bi-ct=\"socialshare\">\n\t\t\t\t\t\t<span aria-hidden=\"true\" class=\"microsoft-social-share-svg\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"0 0 24 25\"><path fill=\"var(--social-share-background-color)\" d=\"M10.998.412c-8.922.654-13.956 10.862-9.123 18.441 4.752 7.45 15.734 7.369 20.336-.18C27.345 10.256 20.754-.294 10.998.422zM8.918 16.68h-2.24V9.311h2.24zm.08-9.22c-.753 1.902-3.617.14-2.16-1.43.935-1.007 2.713.04 2.16 1.43m8.46 9.22h-2.24v-4.53s-.18-.493-.221-.553c-.402-.685-1.608-.614-2.05.03-.15.211-.321.775-.321 1.017v4.036h-2.24V9.311h2.17v.986c.763-1.017 1.778-1.288 3.014-1.087 1.004.161 1.889 1.248 1.889 2.255v5.234-.02Z\"><\/path><\/svg><\/span>\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t<li class=\"social-share__item\">\n\t\t\t\t\t\t\t\t\t<a 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5.376h-1.577z\"><\/path><\/svg><\/span>\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t<li class=\"social-share__item\">\n\t\t\t\t\t\t\t\t\t<div class=\"social-share__copy-wrapper\" data-wp-context='\n\t\t\t\t\t\t{\"copyUrl\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/corporate-responsibility\\\/topics\\\/responsible-ai\\\/reports\\\/transparency-report\\\/\",\"showTooltip\":false,\"tooltipShift\":\"0px\"}\t\t\t\t\t\t'>\n\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/topics\/responsible-ai\/reports\/transparency-report\/\" aria-label=\"Copy share link\" class=\"social-share__link social-share--share-link copy-link\" data-wp-on--click=\"actions.copyToClipboard\" id=\"share-link-6ac0f7ccb49a7\" data-bi-socchn=\"Share\" data-bi-cn=\"Share Share\" data-bi-ecn=\"Share Share\" data-bi-ct=\"socialshare\">\n\t\t\t\t\t\t\t<span aria-hidden=\"true\" class=\"microsoft-social-share-svg\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" fill=\"none\"><path stroke=\"var(--social-share-background-color)\" stroke-miterlimit=\"10\" stroke-width=\"2\" d=\"m18.274 24.009-4.003 4.002c-3.032 3.033-7.963 3.033-10.996 0s-3.033-7.964 0-10.997l4.002-4.002m3.981 6.995 9.016-8.995m-7.258-3.735 4.002-4.002c3.033-3.033 7.964-3.033 10.997 0s3.033 7.964 0 10.996l-4.003 4.003\"><\/path><\/svg><\/span>\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<span class=\"social-share__copy-notice\" data-wp-class--is-visible=\"state.isTooltipVisible\" data-wp-style----tooltip-shift=\"context.tooltipShift\" data-wp-init=\"callbacks.initTooltip\">\n\t\t\t\t\t\t\tLink copied to clipboard!\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t<\/ul>\n<\/div>\n<\/div>\n\n\n<div class=\"wp-block-group alignwide microsoft-breakpoint-id-bo8gppiho has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-9b78e1e2 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"bo8gppiho\"><h2 class=\"wp-block-heading has-text-align-left alignwide has-body-4-xl-fluid-font-size\">Key trends over the last year<\/h2>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-xwyizfzt6 is-layout-grid wp-container-core-group-is-layout-34bb9dfd wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"xwyizfzt6\"><details class=\"wp-block-details wp-container-content-5fd69529 is-layout-flow wp-block-details-is-layout-flow\" open><summary data-bi-an=\"Top recommendations from MDDR 2025\" data-bi-ehn=\"AI diffusion accelerates as gaps widen\" data-bi-hn=\"AI diffusion accelerates as gaps widen\" data-bi-cn=\"Toggle\" data-bi-ct=\"button_toggled\" data-bi-ecn=\"Toggle\">AI diffusion accelerates as gaps widen<\/summary><p class=\"wp-block-paragraph\">As AI capabilities continue to evolve and AI adoption continues to rise, our <a href=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/topics\/ai-economy-institute\/reports\/global-ai-adoption-2026-q1\/?=1\" data-bi-cn=\"Global AI Diffusion Report\">Global AI Diffusion Report<\/a> highlights a widening divide in who is accessing and benefiting from AI, with disparities across geographies and languages. Investment and partnership are critical to closing gaps and addressing challenges in the Global South.<\/p>\n<\/details>\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary data-bi-ct=\"button_toggled\" data-bi-ecn=\"Toggle\">Chatbot use for personal support grows<\/summary><p class=\"wp-block-paragraph\">Conversational AI services have become a primary interface for interacting with AI models, with people increasingly turning to chatbots for personal advice, health-related questions, and emotional support. These uses offer clear potential benefits while also raising important risks.<\/p>\n<\/details>\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary data-bi-an=\"Top recommendations from MDDR 2025\" data-bi-ehn=\"Generative and agentic AI capabilities expand\" data-bi-hn=\"Generative and agentic AI capabilities expand\" data-bi-cn=\"Toggle\" data-bi-ct=\"button_toggled\" data-bi-ecn=\"Toggle\">Generative and agentic AI capabilities expand<\/summary><p class=\"wp-block-paragraph\">As AI becomes more capable, risks and mitigations are evolving. Because generative AI applications increasingly link multiple models, tools, and data sources and agentic systems add greater interconnection, action, and autonomy, risk is increasingly shaped by access, permissions, memory, and use over time, requiring more dynamic governance.<\/p>\n<\/details>\n\n\n<details class=\"wp-block-details wp-container-content-5fd69529 is-layout-flow wp-block-details-is-layout-flow\" open><summary data-bi-an=\"Top recommendations from MDDR 2025\" data-bi-ehn=\"Exposure to AI misuse increases\" data-bi-hn=\"Exposure to AI misuse increases\" data-bi-cn=\"Toggle\" data-bi-ct=\"button_toggled\" data-bi-ecn=\"Toggle\">Exposure to AI misuse increases<\/summary><p class=\"wp-block-paragraph\">As AI technologies have become more accessible and capable, malicious actors have increasingly used them to scale fraud, impersonation, deepfakes, and socially engineered attacks. These technologies can enable more realistic attacks at scale, disproportionately affecting vulnerable groups and eroding trust in AI.<\/p>\n<\/details>\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" open><summary data-bi-an=\"Top recommendations from MDDR 2025\" data-bi-ehn=\"AI regulation evolves rapidly\" data-bi-hn=\"AI regulation evolves rapidly\" data-bi-cn=\"Toggle\" data-bi-ct=\"button_toggled\" data-bi-ecn=\"Toggle\">AI regulation evolves rapidly<\/summary><p class=\"wp-block-paragraph\">Regulatory activity continues to intensify, with new legislation emerging as existing requirements shift to enforcement. Uncertainty persists around interpretation, timelines, and interoperability across jurisdictions even as deployers and end users require trust and assurance.<\/p>\n<\/details>\n<\/div>\n\n\n<p class=\"alignwide has-body-large-fluid-font-size wp-block-paragraph\">Taken together, these trends reflect a shift from an era focused primarily on model capabilities to one increasingly defined by application deployment, real-world use, and societal impact.<\/p>\n<\/div>\n\n\n<div data-bi-an=\"Video player\" class=\"wp-block-group alignfull has-deep-blue-background-color has-background microsoft-breakpoint-id-28gxgpiox has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"28gxgpiox\"><div class=\"alignwide wp-elements-9b0db7fe5b3b10bbd7a1475785b05105 wp-block-microsoft-videos-playlist has-text-color has-white-color\" data-wp-interactive=\"microsoft-videos\/playlist\" data-wp-context='{\"restUrl\":\"https:\\\/\\\/www.microsoft.com\\\/en-us\\\/corporate-responsibility\\\/wp-json\\\/microsoft-videos\\\/v1\\\/stage?_wpnonce=ac676cb8ef&amp;networks=linkedin,x,facebook,whatsapp\",\"queryVar\":\"video\"}'>\n\t<div class=\"wp-block-microsoft-videos-playlist__inner\">\n\t\t<div class=\"wp-block-microsoft-videos-playlist__main\">\n\t\t\t\t\t<article class=\"wp-block-microsoft-videos-playlist__stage\" data-video-type=\"ump\" data-video-id=\"4602\" data-video-title=\"Natasha Crampton&#8203;\">\n\t\t\t\t\t\t<div class=\"wp-block-microsoft-videos-playlist__player\" data-video-type=\"ump\">\n\t\t\t\t\t\t\t\t\t<script type=\"application\/json\" 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class=\"wp-block-microsoft-videos-playlist__player-embed\"><\/universal-media-player>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"wp-block-microsoft-videos-playlist__stage-content-wrapper\">\n\t\t\t\t<header class=\"wp-block-microsoft-videos-playlist__stage-header\">\n\t\t\t\t\t<div class=\"wp-block-microsoft-videos-playlist__stage-heading\">\n\t\t\t\t\t\t<h3 class=\"wp-block-microsoft-videos-playlist__stage-title\">\n\t\t\t\t\t\t\tNatasha Crampton&#8203;\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"wp-block-microsoft-videos-playlist__stage-excerpt\">\n\t\t\t\t\t\t\t\tChief Responsible AI Officer\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"wp-block-microsoft-videos-playlist__menu\" data-copied-label=\"Link copied\">\n\t\t\t\t\t\t<button type=\"button\" class=\"wp-block-microsoft-videos-playlist__menu-toggle\" aria-haspopup=\"dialog\" aria-expanded=\"false\" aria-controls=\"ms-videos-menu-6ac0f7ccb69b1\" aria-label=\"More actions 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xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M12 2C6.5 2 2 6.5 2 12c0 5 3.7 9.1 8.4 9.9v-7H7.9V12h2.5V9.8c0-2.5 1.5-3.9 3.8-3.9 1.1 0 2.2.2 2.2.2v2.5h-1.3c-1.2 0-1.6.8-1.6 1.6V12h2.8l-.4 2.9h-2.3v7C18.3 21.1 22 17 22 12c0-5.5-4.5-10-10-10z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wp-block-microsoft-videos-playlist__dialog-social-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"wp-block-microsoft-videos-playlist__dialog-social-link\" href=\"https:\/\/api.whatsapp.com\/send?text=https%3A%2F%2Fwww.microsoft.com%2Fen-us%2Fcorporate-responsibility%2F%3Fvideo%3Dnatasha-crampton\" data-share-template=\"https:\/\/api.whatsapp.com\/send?text=%s\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Share on WhatsApp\" data-bi-cn=\"Share on WhatsApp\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M 12.011719 2 C 6.5057187 2 2.0234844 6.478375 2.0214844 11.984375 C 2.0204844 13.744375 2.4814687 15.462563 3.3554688 16.976562 L 2 22 L 7.2324219 20.763672 C 8.6914219 21.559672 10.333859 21.977516 12.005859 21.978516 L 12.009766 21.978516 C 17.514766 21.978516 21.995047 17.499141 21.998047 11.994141 C 22.000047 9.3251406 20.962172 6.8157344 19.076172 4.9277344 C 17.190172 3.0407344 14.683719 2.001 12.011719 2 z M 12.009766 4 C 14.145766 4.001 16.153109 4.8337969 17.662109 6.3417969 C 19.171109 7.8517969 20.000047 9.8581875 19.998047 11.992188 C 19.996047 16.396187 16.413812 19.978516 12.007812 19.978516 C 10.674812 19.977516 9.3544062 19.642812 8.1914062 19.007812 L 7.5175781 18.640625 L 6.7734375 18.816406 L 4.8046875 19.28125 L 5.2851562 17.496094 L 5.5019531 16.695312 L 5.0878906 15.976562 C 4.3898906 14.768562 4.0204844 13.387375 4.0214844 11.984375 C 4.0234844 7.582375 7.6067656 4 12.009766 4 z M 8.4765625 7.375 C 8.3095625 7.375 8.0395469 7.4375 7.8105469 7.6875 C 7.5815469 7.9365 6.9355469 8.5395781 6.9355469 9.7675781 C 6.9355469 10.995578 7.8300781 12.182609 7.9550781 12.349609 C 8.0790781 12.515609 9.68175 15.115234 12.21875 16.115234 C 14.32675 16.946234 14.754891 16.782234 15.212891 16.740234 C 15.670891 16.699234 16.690438 16.137687 16.898438 15.554688 C 17.106437 14.971687 17.106922 14.470187 17.044922 14.367188 C 16.982922 14.263188 16.816406 14.201172 16.566406 14.076172 C 16.317406 13.951172 15.090328 13.348625 14.861328 13.265625 C 14.632328 13.182625 14.464828 13.140625 14.298828 13.390625 C 14.132828 13.640625 13.655766 14.201187 13.509766 14.367188 C 13.363766 14.534188 13.21875 14.556641 12.96875 14.431641 C 12.71875 14.305641 11.914938 14.041406 10.960938 13.191406 C 10.218937 12.530406 9.7182656 11.714844 9.5722656 11.464844 C 9.4272656 11.215844 9.5585938 11.079078 9.6835938 10.955078 C 9.7955938 10.843078 9.9316406 10.663578 10.056641 10.517578 C 10.180641 10.371578 10.223641 10.267562 10.306641 10.101562 C 10.389641 9.9355625 10.347156 9.7890625 10.285156 9.6640625 C 10.223156 9.5390625 9.737625 8.3065 9.515625 7.8125 C 9.328625 7.3975 9.131125 7.3878594 8.953125 7.3808594 C 8.808125 7.3748594 8.6425625 7.375 8.4765625 7.375 z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wp-block-microsoft-videos-playlist__dialog-share\">\n\t\t\t\t\t\t\t\t\t\t<input type=\"text\" class=\"wp-block-microsoft-videos-playlist__dialog-url\" aria-label=\"Video link\" value=\"\" readonly>\n\t\t\t\t\t\t\t\t\t\t<button type=\"button\" class=\"wp-block-microsoft-videos-playlist__dialog-action\" data-action=\"copy\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__dialog-action-label\">copy<\/span>\n\t\t\t\t\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"wp-block-microsoft-videos-playlist__menu-status\" role=\"status\" aria-live=\"polite\"><\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/dialog>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/header>\n\t\t\t\t<div class=\"wp-block-microsoft-videos-playlist__stage-body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"wp-block-microsoft-videos-playlist__stage-content\">\n\t\t\t\t\t\t\t\t<p class=\"wp-block-paragraph\">Natasha Crampton, Chief Responsible AI Officer, reflects on the people, practices, and systems behind our responsible AI work, and how this report helps show that work in action.&#8203;<\/p><p class=\"wp-block-paragraph\"><\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\n\t\t<aside class=\"wp-block-microsoft-videos-playlist__sidebar\" aria-label=\"Playlist\">\n\t\t\t<ul class=\"wp-block-microsoft-videos-playlist__list\">\n\t\t\t\t\t\t\t\t\t<li class=\"wp-block-microsoft-videos-playlist__item is-current\" data-video-type=\"ump\" data-video-post-id=\"4602\" data-wp-context='{\"videoId\":4602}' aria-current=\"true\">\n\t\t\t\t\t\t<button type=\"button\" class=\"wp-block-microsoft-videos-playlist__item-button\" data-wp-on--click=\"actions.selectVideo\">\n\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-media\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-natasha-1920x1080_tbmnl_en-us-300x169.avif\" class=\"wp-block-microsoft-videos-playlist__item-thumbnail wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-natasha-1920x1080_tbmnl_en-us-300x169.avif 300w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-natasha-1920x1080_tbmnl_en-us-1024x576.avif 1024w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-natasha-1920x1080_tbmnl_en-us-768x432.avif 768w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-natasha-1920x1080_tbmnl_en-us-1536x864.avif 1536w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-natasha-1920x1080_tbmnl_en-us.avif 1920w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-content\">\n\t\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-title\">\n\t\t\t\t\t\t\t\t\tNatasha Crampton&#8203;\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-excerpt\">\n\t\t\t\t\t\t\t\t\t\tChief Responsible AI Officer\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"wp-block-microsoft-videos-playlist__item\" data-video-type=\"ump\" data-video-post-id=\"4604\" data-wp-context='{\"videoId\":4604}'>\n\t\t\t\t\t\t<button type=\"button\" class=\"wp-block-microsoft-videos-playlist__item-button\" data-wp-on--click=\"actions.selectVideo\">\n\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-media\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-sarah-1920x1080_tbmnl_en-us.avif\" class=\"wp-block-microsoft-videos-playlist__item-thumbnail wp-post-image\" alt=\"\" loading=\"lazy\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-content\">\n\t\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-title\">\n\t\t\t\t\t\t\t\t\tSarah Bird&#8203;\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-excerpt\">\n\t\t\t\t\t\t\t\t\t\tChief Product Officer of Responsible AI\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"wp-block-microsoft-videos-playlist__item\" data-video-type=\"ump\" data-video-post-id=\"4603\" data-wp-context='{\"videoId\":4603}'>\n\t\t\t\t\t\t<button type=\"button\" class=\"wp-block-microsoft-videos-playlist__item-button\" data-wp-on--click=\"actions.selectVideo\">\n\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-media\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-andrea-1920x1080_tbmnl_en-us-300x169.avif\" class=\"wp-block-microsoft-videos-playlist__item-thumbnail wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-andrea-1920x1080_tbmnl_en-us-300x169.avif 300w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-andrea-1920x1080_tbmnl_en-us-1024x576.avif 1024w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-andrea-1920x1080_tbmnl_en-us-768x432.avif 768w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-andrea-1920x1080_tbmnl_en-us-1536x864.avif 1536w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/2026-responsible-ai-report-andrea-1920x1080_tbmnl_en-us.avif 1920w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-content\">\n\t\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-title\">\n\t\t\t\t\t\t\t\t\tAndrea Harrison&#8203;\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"wp-block-microsoft-videos-playlist__item-excerpt\">\n\t\t\t\t\t\t\t\t\t\tCOO, Office of the CTO\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<\/ul>\n\t\t<\/aside>\n\t<\/div>\n<\/div>\n\n\n<\/div>\n\n\n<div data-bi-an=\"Overview\" data-bi-ct=\"group\" class=\"wp-block-group alignfull has-lavender-mist-gradient-background has-background microsoft-breakpoint-id-oinc9b69k has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" id=\"overview\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"oinc9b69k\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-5ujj05jwq layout-sidebar-layout is-layout-grid wp-container-core-group-is-layout-ab82ad47 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"5ujj05jwq\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-5f3nr9ldx is-layout-flow wp-block-group-is-layout-flow block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"5f3nr9ldx\"><div data-bi-an=\"Rail menu\" class=\"wp-block-group microsoft-breakpoint-id-76ls3pj4j is-layout-flow wp-block-group-is-layout-flow wp-container-4 is-position-sticky\" style=\"padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"76ls3pj4j\" data-sticky-until=\"#building-together\"><div class=\"table-of-contents wp-block-microsoft-table-of-contents-table-of-contents\" data-wp-interactive=\"microsoft-table-of-contents\">\n\t\n<div class=\"toc-item toc-item--level-0 is-style-headline wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccba1cf\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#hero\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Responsible AI Transparency Report\" data-bi-ct=\"railmenu\" data-bi-id=\"Responsible AI Transparency Report\">\n\t\t\t\tResponsible AI Transparency Report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb965d\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#overview\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Overview\" data-bi-ct=\"railmenu\" data-bi-id=\"Overview\">\n\t\t\t\tOverview\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb9591\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tScaling adaptable governance\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb996e\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#meeting-the-agentic-moment\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Governing the AI tech stack\" data-bi-ct=\"railmenu\" data-bi-id=\"Governing the AI tech stack\">\n\t\t\t\tGoverning the AI tech stack\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb989c\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tMeeting the agentic moment\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb9be6\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#using-ai-responsibly\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Using AI responsibly\" data-bi-ct=\"railmenu\" data-bi-id=\"Using AI responsibly\">\n\t\t\t\tUsing AI responsibly\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb9b40\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tLessons from deploying AI\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb9e4e\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#equipping-the-ai-ecosystem\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Building together\" data-bi-ct=\"railmenu\" data-bi-id=\"Building together\">\n\t\t\t\tBuilding together\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb9dab\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tInvesting in standards and tools\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccb9fea\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#additional-reports\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Navigate the report topics\" data-bi-ct=\"railmenu\" data-bi-id=\"Navigate the report topics\">\n\t\t\t\tNavigate the report topics\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 has-icon is-style-default wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccba0ef\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"https:\/\/aka.ms\/2026RAITransparencyReport\" class=\"toc-item__label\n\t\t\t\t\t\t\t\t\thas-icon\" target=\"_blank\" rel=\"noopener noreferrer\" data-bi-cn=\"Read the full report\" data-bi-ct=\"railmenu\" data-bi-id=\"Read the full report\">\n\t\t\t\tRead the full report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-75ubo2fy5 is-nowrap is-layout-flex wp-container-core-group-is-layout-a3dcfe8c wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"75ubo2fy5\"><ul class=\"wp-block-social-links has-small-icon-size has-icon-color has-icon-background-color is-layout-flex wp-container-core-social-links-is-layout-b05b44e1 wp-block-social-links-is-layout-flex\"><li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-linkedin has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow LinkedIn\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"LinkedIn\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/showcase\/microsoft-on-the-issues\" class=\"wp-block-social-link-anchor\" 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s-2.688-0.009-3.637-0.052c-0.877-0.04-1.354-0.187-1.671-0.31c-0.42-0.163-0.72-0.358-1.035-0.673 c-0.315-0.315-0.51-0.615-0.673-1.035c-0.123-0.317-0.27-0.794-0.31-1.671C4.631,14.688,4.622,14.403,4.622,12 s0.009-2.688,0.052-3.637c0.04-0.877,0.187-1.354,0.31-1.671c0.163-0.42,0.358-0.72,0.673-1.035 c0.315-0.315,0.615-0.51,1.035-0.673c0.317-0.123,0.794-0.27,1.671-0.31C9.312,4.631,9.597,4.622,12,4.622 M12,3 C9.556,3,9.249,3.01,8.289,3.054C7.331,3.098,6.677,3.25,6.105,3.472C5.513,3.702,5.011,4.01,4.511,4.511 c-0.5,0.5-0.808,1.002-1.038,1.594C3.25,6.677,3.098,7.331,3.054,8.289C3.01,9.249,3,9.556,3,12c0,2.444,0.01,2.751,0.054,3.711 c0.044,0.958,0.196,1.612,0.418,2.185c0.23,0.592,0.538,1.094,1.038,1.594c0.5,0.5,1.002,0.808,1.594,1.038 c0.572,0.222,1.227,0.375,2.185,0.418C9.249,20.99,9.556,21,12,21s2.751-0.01,3.711-0.054c0.958-0.044,1.612-0.196,2.185-0.418 c0.592-0.23,1.094-0.538,1.594-1.038c0.5-0.5,0.808-1.002,1.038-1.594c0.222-0.572,0.375-1.227,0.418-2.185 C20.99,14.751,21,14.444,21,12s-0.01-2.751-0.054-3.711c-0.044-0.958-0.196-1.612-0.418-2.185c-0.23-0.592-0.538-1.094-1.038-1.594 c-0.5-0.5-1.002-0.808-1.594-1.038c-0.572-0.222-1.227-0.375-2.185-0.418C14.751,3.01,14.444,3,12,3L12,3z M12,7.378 c-2.552,0-4.622,2.069-4.622,4.622S9.448,16.622,12,16.622s4.622-2.069,4.622-4.622S14.552,7.378,12,7.378z M12,15 c-1.657,0-3-1.343-3-3s1.343-3,3-3s3,1.343,3,3S13.657,15,12,15z M16.804,6.116c-0.596,0-1.08,0.484-1.08,1.08 s0.484,1.08,1.08,1.08c0.596,0,1.08-0.484,1.08-1.08S17.401,6.116,16.804,6.116z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">Instagram<\/span><\/a><\/li>\n\n\n<li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-x has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow X\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"X\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/x.com\/msftissues\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow X\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M13.982 10.622 20.54 3h-1.554l-5.693 6.618L8.745 3H3.5l6.876 10.007L3.5 21h1.554l6.012-6.989L15.868 21h5.245l-7.131-10.378Zm-2.128 2.474-.697-.997-5.543-7.93H8l4.474 6.4.697.996 5.815 8.318h-2.387l-4.745-6.787Z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">X<\/span><\/a><\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-image size-full is-resized\" style=\"margin-top:7px\"><a href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/\" target=\"_blank\" rel=\" noreferrer noopener\" data-bi-cn=\"visit Microsoft on the issues blog\"><img decoding=\"async\" src=\"https:\/\/celacampaindev.wpenginepowered.com\/wp-content\/uploads\/2026\/08\/icon-edit.png\" alt=\"visit Microsoft on the issues blog\" class=\"wp-image-5810\" style=\"object-fit:contain;width:23px;height:22px\" title=\"\"><\/a><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-v3zfccxn8 has-global-padding is-layout-constrained wp-container-core-group-is-layout-01e3c730 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"v3zfccxn8\"><div data-bi-ct=\"group\" class=\"wp-block-group has-body-medium-fluid-font-size microsoft-breakpoint-id-4ufevsx0s is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-86780261 wp-block-group-is-layout-flex\" style=\"font-style:normal;font-weight:600;letter-spacing:2px;line-height:1;text-transform:uppercase\" data-microsoft-breakpoint-id=\"4ufevsx0s\"><p class=\"has-white-color has-purple-background-color has-text-color has-background has-link-color wp-elements-e6b45d9c64376e501f216ef729864bcf wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Responsible AI Transparency<\/p>\n\n\n<p class=\"has-purple-color has-light-purple-background-color has-text-color has-background has-link-color wp-elements-21b7176f0c3be7a573ea337fac3905f9 wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Overview<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-55r5x0w71 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"55r5x0w71\"><h2 id=\"building-trust-at-scale\" class=\"wp-block-heading has-body-4-xl-fluid-font-size\">Scaling adaptable governance<\/h2>\n\n\n<p class=\"has-body-large-fluid-font-size wp-block-paragraph\">AI has the potential to benefit people, organizations, and communities in every part of the world if we earn and sustain trust in how we develop and deploy AI. For Microsoft, that means adapting with rigor as technology and risks continue to evolve rapidly&mdash;staying grounded in core commitments while investing in the strategies, tools, and teams that enable our customers and partners to use our AI technologies with justified confidence.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group has-body-large-fluid-font-size microsoft-breakpoint-id-aiek4s3l0 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"aiek4s3l0\"><h3 class=\"wp-block-heading has-segoe-sans-font-family has-body-2-xl-fluid-font-size\">Our AI principles<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Microsoft&rsquo;s AI principles continue to serve as the north star of our approach to AI governance. Over multiple waves of innovation and the rise of agentic AI, these principles have informed the creation of our Responsible AI Standard and guided its evolution to today.<\/p>\n<\/div>\n\n\n<figure class=\"wp-block-image alignfull size-large\" style=\"margin-top:var(--wp--preset--spacing--xs);margin-bottom:var(--wp--preset--spacing--xs)\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"563\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-principles-e1787860814671-1024x563.png\" alt=\"Diagram showing Microsoft Responsible AI principles. Fairness, Reliability and Safety, Privacy and Security, and Inclusiveness are supported by Transparency and Accountability as foundational principles.\" class=\"wp-image-4611\" srcset=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-principles-e1787860814671-1024x563.png 1024w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-principles-e1787860814671-300x165.png 300w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-principles-e1787860814671-768x422.png 768w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-principles-e1787860814671.png 1086w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group has-body-large-fluid-font-size microsoft-breakpoint-id-aiek4s3l0 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"aiek4s3l0\"><h3 class=\"wp-block-heading has-segoe-sans-font-family has-body-2-xl-fluid-font-size\">How we develop, release, and operate AI responsibly&#8203;<\/h3>\n\n\n<p class=\"wp-block-paragraph\">At Microsoft, we align this work with the NIST AI Risk Management Framework (RMF) functions of Govern, Map, Measure, and Manage, complemented by a central pre-release oversight process to verify that risks have been appropriately addressed before release.<\/p>\n<\/div>\n\n\n<div data-bi-an=\"Risk Framework Explorer\" class=\"wp-block-group microsoft-breakpoint-id-ws2j9rokc has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"ws2j9rokc\"><div class=\"risk-framework-explorer wp-block-microsoft-interactives-risk-framework-explorer\" data-wp-interactive=\"microsoft-interactives\/risk-framework-explorer\" 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clip-path=\"url(#rfe-5-measure-clip)\">\n\t\t\t\t<path fill=\"currentColor\" d=\"M11.8825 10.825h6.8178v12.2025h-6.8178zm-9.30843 1.5583V5.87163h6.81782V23.0136H2.57407zM21.2605 2.25401h6.8178V23.0275h-6.8178zm-2.5602-2.5045v8.57097h-6.8178V3.38104H0V25.5181h30.5967V-.25049z\"><\/path>\n\t\t\t<\/g>\n\t\t\t<defs>\n\t\t\t\t<clippath id=\"rfe-5-measure-clip\">\n\t\t\t\t\t<path fill=\"currentColor\" d=\"M0 0h30.5967v30.5967H0z\"><\/path>\n\t\t\t\t<\/clippath>\n\t\t\t<\/defs>\n\t\t<\/svg>\t\t\t\t\t<span>Measure<\/span>\n\t\t\t\t<\/span>\n\t\t\t<\/button>\n\t\t\t\t\t<button id=\"rfe-5-node-manage\" class=\"risk-framework-explorer__btn risk-framework-explorer__node--manage\" type=\"button\" aria-controls=\"rfe-5-panel-manage\" aria-expanded=\"false\" data-wp-context='{\"panel\":\"manage\"}' data-wp-on--click=\"actions.select\" data-wp-bind--aria-expanded=\"state.isActive\" data-wp-class--is-active=\"state.isActive\" data-bi-cn=\"Manage\" data-bi-ct=\"button\" data-bi-an=\"Risk Framework 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explore\t\t<\/div>\n\n\t<\/div>\n\n\t<div class=\"risk-framework-explorer__content\" aria-live=\"polite\">\n\n\t\t<div id=\"rfe-5-panel-start\" class=\"risk-framework-explorer__modal risk-framework-explorer__modal--start\" data-wp-context='{ \"panel\": \"start\" }' data-wp-class--risk-framework-explorer__modal--active=\"state.isActive\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"0 0 31 31\" class=\"risk-framework-explorer__node-icon\" aria-hidden=\"true\">\n\t\t\t<path fill=\"currentColor\" d=\"M4.85572 10.6489 15.2985 3.71584l10.4428 6.93306v2.0569H4.85572zM15.2985.60889 2.2666 9.25368v6.05572h26.0638V9.25368zM28.3017 26.7878H2.29537v2.6035H28.3017zM8.91202 17.2512H5.61808v7.566h3.29394zm16.06698 0h-3.294v7.566h3.294zm-8.0407 0h-3.2939v7.566h3.2939z\"><\/path>\n\t\t<\/svg>\t\t\t<h2>Explore the framework<\/h2>\n\t\t\t<p>Select Map, Measure, Manage, or Govern to discover Microsoft&rsquo;s 2025-2026 progress on each risk management 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xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"0 0 31 31\" class=\"risk-framework-explorer__node-icon\" aria-hidden=\"true\">\n\t\t\t<g clip-path=\"url(#rfe-5-measure-clip)\">\n\t\t\t\t<path fill=\"currentColor\" d=\"M11.8825 10.825h6.8178v12.2025h-6.8178zm-9.30843 1.5583V5.87163h6.81782V23.0136H2.57407zM21.2605 2.25401h6.8178V23.0275h-6.8178zm-2.5602-2.5045v8.57097h-6.8178V3.38104H0V25.5181h30.5967V-.25049z\"><\/path>\n\t\t\t<\/g>\n\t\t\t<defs>\n\t\t\t\t<clippath id=\"rfe-5-measure-clip\">\n\t\t\t\t\t<path fill=\"currentColor\" d=\"M0 0h30.5967v30.5967H0z\"><\/path>\n\t\t\t\t<\/clippath>\n\t\t\t<\/defs>\n\t\t<\/svg>\t\t\t\t<h2>Measure<\/h2>\n\t\t\t\t<p><br>We expanded internal evaluation capabilities in risk coverage and tools; established partnerships with government institutes to advance evaluation; and leveraged a new external testing framework for Copilot Health.<\/p>\n\t\t\t<\/div>\n\t\t\t\t\t<div id=\"rfe-5-panel-manage\" class=\"risk-framework-explorer__modal 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2.54837.9267l2.01263-.8108c.3475-.1303.73845-.0869 1.05699.1013h.02896c.31857.1883.55017.5068.60817.8688l.2896 2.0705c.1303 1.0426 1.028 1.81 2.0705 1.81h5.2126c1.0425 0 1.9257-.753 2.0705-1.781l.3041-2.0995c.0579-.362.2751-.6805.6081-.8543h.0435c.3185-.2172.7095-.2606 1.057-.1303l1.9836.7964c.9702.3764 2.0706-.0145 2.5774-.9267l2.6062-4.5031v-.029c.5213-.8977.2896-2.0271-.5212-2.6642\"><\/path>\n\t\t\t<path fill=\"currentColor\" d=\"M15.2948 13.1038c-.7674 0-1.3756.6226-1.3756 1.3756 0 .7529.6226 1.3755 1.3756 1.3755.7529 0 1.3755-.6226 1.3755-1.3755 0-.753-.6226-1.3756-1.3755-1.3756\"><\/path>\n\t\t<\/svg>\t\t\t\t<h2>Manage<\/h2>\n\t\t\t\t<p>We implemented new or expanded guardrails, including prompt injection defenses and safety classifier coverage; established new templates for transparency documentation; and strengthened governance capabilities for agents.<\/p>\n\t\t\t<\/div>\n\t\t\t\t\t<div id=\"rfe-5-panel-govern\" class=\"risk-framework-explorer__modal risk-framework-explorer__modal--govern\" data-wp-context='{\"panel\":\"govern\"}' data-wp-class--risk-framework-explorer__modal--active=\"state.isActive\">\n\t\t\t\t<button class=\"risk-framework-explorer__modal-close\" type=\"button\" data-wp-on--click=\"actions.reset\" aria-label=\"Close Govern details\">\n\t\t\t\t\t<svg class=\"risk-framework-explorer__close-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"0 0 15 15\" aria-hidden=\"true\" focusable=\"false\">\n\t\t\t\t\t\t<path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"m7.37629 8.76571 5.65701 5.65699c.1886.1822.4412.283.7034.2807s.513-.1075.6984-.2929.2906-.4362.2929-.6984a1.0006 1.0006 0 0 0-.2807-.7034L8.79029 7.35171l5.65701-5.657a1.0006 1.0006 0 0 0 .2807-.7034 1.0002 1.0002 0 0 0-.2929-.69842.99994.99994 0 0 0-1.4018-.01218l-5.65701 5.657-5.657-5.657a1 1 0 0 0-1.413 1.414l5.656 5.657-5.657 5.65699a1 1 0 0 0-.30525.7106 1 1 0 0 0 .29286.7158.999.999 0 0 0 .32843.2184c.1229.0503.25458.0756.38736.0745.13278-.0012.264-.0288.386-.0812a1 1 0 0 0 .3246-.2241z\" clip-rule=\"evenodd\"><\/path>\n\t\t\t\t\t<\/svg>\n\t\t\t\t<\/button>\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"0 0 31 31\" class=\"risk-framework-explorer__node-icon\" aria-hidden=\"true\">\n\t\t\t<path fill=\"currentColor\" d=\"M4.85572 10.6489 15.2985 3.71584l10.4428 6.93306v2.0569H4.85572zM15.2985.60889 2.2666 9.25368v6.05572h26.0638V9.25368zM28.3017 26.7878H2.29537v2.6035H28.3017zM8.91202 17.2512H5.61808v7.566h3.29394zm16.06698 0h-3.294v7.566h3.294zm-8.0407 0h-3.2939v7.566h3.2939z\"><\/path>\n\t\t<\/svg>\t\t\t\t<h2>Govern<\/h2>\n\t\t\t\t<p>We re-engineered our Responsible AI Standard; developed new tooling; and invested in our Responsible AI Governance Community.<\/p>\n\t\t\t<\/div>\n\t\t\n\t<\/div>\n\n<\/div>\n<\/div>\n\n\n<h3 class=\"wp-block-heading has-segoe-sans-font-family has-body-2-xl-fluid-font-size\">What we have&nbsp;accomplished&nbsp;at scale&nbsp;<\/h3>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-r8k5b2ol6 is-layout-grid wp-container-core-group-is-layout-35a616a9 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"r8k5b2ol6\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-9781a5d0991eaba086abe36f220b6a5c\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">~20,000<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Delivered responsible AI training to nearly 20,000&nbsp;engineers, policymakers, and customers.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-91a022efcb1a3a2e7eb838bb0d0085e8\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">100+<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Reviewed 100+ enacted and proposed laws and engaged over 80 of our employees from 30+ teams to shape our re-engineered Responsible AI Standard.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-6f7e92054a8d217b611ff38dfad73d7e\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">250+<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Consulted with over 250 licensed clinicians from over two dozen countries as well as everyday users to assess the clarity, helpfulness, and safety of Copilot Health pre-release.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-ff2822923e5b3fc79ed75941aabbc1db\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">6<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Advanced AI reliability measurement across more languages, expanding MLCommons AILuminate benchmarking capacity with research on 6 locales across Asia and launching PazaBench with coverage of 39 African languages.<\/p>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-m87g3rnyg has-global-padding is-layout-constrained wp-container-core-group-is-layout-4aa0c132 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"m87g3rnyg\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-vewpzrmwb is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"vewpzrmwb\"><figure class=\"wp-block-image size-full has-custom-css wp-container-content-b864c3d2 wp-custom-css-e7c6d950\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-5.png\" alt=\"Two entrepreneurs relax in a casual office and discuss strategy.\" class=\"wp-image-4632\" style=\"aspect-ratio:1;object-fit:cover\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Copilot Health helps users explore health questions through a dedicated experience within Copilot. Microsoft combined clinical and safety evaluations, credible-source grounding, accessibility reviews, and a phased release to support responsible deployment.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-vewpzrmwb has-global-padding is-layout-constrained wp-block-group-is-layout-constrained block-visibility-hide-large-screen block-visibility-hide-medium-screen\" data-microsoft-breakpoint-id=\"vewpzrmwb\"><figure class=\"wp-block-image size-full wp-container-content-c9763a5f\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-5.png\" alt=\"Two entrepreneurs relax in a casual office and discuss strategy.\" class=\"wp-image-4632\" style=\"aspect-ratio:1;object-fit:cover\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Copilot Health helps users explore health questions through a dedicated experience within Copilot. Microsoft combined clinical and safety evaluations, credible-source grounding, accessibility reviews, and a phased release to support responsible deployment.<\/p>\n<\/div>\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-secondary-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=18\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read case study\">Read case study<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group alignfull has-lavender-mist-gradient-background has-background microsoft-breakpoint-id-oinc9b69k has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" id=\"meeting-the-agentic-moment\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"oinc9b69k\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-5ujj05jwq layout-sidebar-layout is-layout-grid wp-container-core-group-is-layout-ab82ad47 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"5ujj05jwq\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-5f3nr9ldx is-layout-flow wp-block-group-is-layout-flow block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"5f3nr9ldx\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-76ls3pj4j is-layout-flow wp-block-group-is-layout-flow wp-container-6 is-position-sticky\" style=\"padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"76ls3pj4j\" data-sticky-until=\"#equipping-the-ai-ecosystem\"><div class=\"table-of-contents wp-block-microsoft-table-of-contents-table-of-contents\" data-wp-interactive=\"microsoft-table-of-contents\">\n\t\n<div class=\"toc-item toc-item--level-0 is-style-headline wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc3aa8\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#hero\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Responsible AI Transparency Report\" data-bi-ct=\"railmenu\">\n\t\t\t\tResponsible AI Transparency Report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc2f9e\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#overview\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Overview\" data-bi-ct=\"railmenu\">\n\t\t\t\tOverview\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc2ebb\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tScaling adaptable governance\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc3233\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#meeting-the-agentic-moment\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Governing the AI tech stack\" data-bi-ct=\"railmenu\">\n\t\t\t\tGoverning the AI tech stack\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc3180\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tMeeting the agentic moment\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc34ac\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#using-ai-responsibly\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Using AI responsibly\" data-bi-ct=\"railmenu\">\n\t\t\t\tUsing AI responsibly\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc3402\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tLessons from deploying AI\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc373a\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#equipping-the-ai-ecosystem\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Building together\" data-bi-ct=\"railmenu\">\n\t\t\t\tBuilding together\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc368e\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tInvesting in standards and tools\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc38dd\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#additional-reports\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Navigate the report topics\" data-bi-ct=\"railmenu\">\n\t\t\t\tNavigate the report topics\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 has-icon is-style-default wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccc39d4\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"https:\/\/aka.ms\/2026RAITransparencyReport\" class=\"toc-item__label\n\t\t\t\t\t\t\t\t\thas-icon\" target=\"_blank\" rel=\"noopener noreferrer\" data-bi-cn=\"Read the full report\" data-bi-ct=\"railmenu\">\n\t\t\t\tRead the full report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-75ubo2fy5 is-nowrap is-layout-flex wp-container-core-group-is-layout-a3dcfe8c wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"75ubo2fy5\"><ul class=\"wp-block-social-links has-small-icon-size has-icon-color has-icon-background-color is-layout-flex wp-container-core-social-links-is-layout-b05b44e1 wp-block-social-links-is-layout-flex\"><li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-linkedin has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow LinkedIn\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"LinkedIn\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/showcase\/microsoft-on-the-issues\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow LinkedIn\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M19.7,3H4.3C3.582,3,3,3.582,3,4.3v15.4C3,20.418,3.582,21,4.3,21h15.4c0.718,0,1.3-0.582,1.3-1.3V4.3 C21,3.582,20.418,3,19.7,3z M8.339,18.338H5.667v-8.59h2.672V18.338z M7.004,8.574c-0.857,0-1.549-0.694-1.549-1.548 c0-0.855,0.691-1.548,1.549-1.548c0.854,0,1.547,0.694,1.547,1.548C8.551,7.881,7.858,8.574,7.004,8.574z M18.339,18.338h-2.669 v-4.177c0-0.996-0.017-2.278-1.387-2.278c-1.389,0-1.601,1.086-1.601,2.206v4.249h-2.667v-8.59h2.559v1.174h0.037 c0.356-0.675,1.227-1.387,2.526-1.387c2.703,0,3.203,1.779,3.203,4.092V18.338z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">LinkedIn<\/span><\/a><\/li>\n\n\n<li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-instagram has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow Instagram\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"Instagram\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/www.instagram.com\/msftissues\/\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow Instagram\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" 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C9.556,3,9.249,3.01,8.289,3.054C7.331,3.098,6.677,3.25,6.105,3.472C5.513,3.702,5.011,4.01,4.511,4.511 c-0.5,0.5-0.808,1.002-1.038,1.594C3.25,6.677,3.098,7.331,3.054,8.289C3.01,9.249,3,9.556,3,12c0,2.444,0.01,2.751,0.054,3.711 c0.044,0.958,0.196,1.612,0.418,2.185c0.23,0.592,0.538,1.094,1.038,1.594c0.5,0.5,1.002,0.808,1.594,1.038 c0.572,0.222,1.227,0.375,2.185,0.418C9.249,20.99,9.556,21,12,21s2.751-0.01,3.711-0.054c0.958-0.044,1.612-0.196,2.185-0.418 c0.592-0.23,1.094-0.538,1.594-1.038c0.5-0.5,0.808-1.002,1.038-1.594c0.222-0.572,0.375-1.227,0.418-2.185 C20.99,14.751,21,14.444,21,12s-0.01-2.751-0.054-3.711c-0.044-0.958-0.196-1.612-0.418-2.185c-0.23-0.592-0.538-1.094-1.038-1.594 c-0.5-0.5-1.002-0.808-1.594-1.038c-0.572-0.222-1.227-0.375-2.185-0.418C14.751,3.01,14.444,3,12,3L12,3z M12,7.378 c-2.552,0-4.622,2.069-4.622,4.622S9.448,16.622,12,16.622s4.622-2.069,4.622-4.622S14.552,7.378,12,7.378z M12,15 c-1.657,0-3-1.343-3-3s1.343-3,3-3s3,1.343,3,3S13.657,15,12,15z M16.804,6.116c-0.596,0-1.08,0.484-1.08,1.08 s0.484,1.08,1.08,1.08c0.596,0,1.08-0.484,1.08-1.08S17.401,6.116,16.804,6.116z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">Instagram<\/span><\/a><\/li>\n\n\n<li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-x has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow X\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"X\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/x.com\/msftissues\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow X\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M13.982 10.622 20.54 3h-1.554l-5.693 6.618L8.745 3H3.5l6.876 10.007L3.5 21h1.554l6.012-6.989L15.868 21h5.245l-7.131-10.378Zm-2.128 2.474-.697-.997-5.543-7.93H8l4.474 6.4.697.996 5.815 8.318h-2.387l-4.745-6.787Z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">X<\/span><\/a><\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-image size-full is-resized\" style=\"margin-top:7px\"><img decoding=\"async\" src=\"https:\/\/celacampaindev.wpenginepowered.com\/wp-content\/uploads\/2026\/08\/icon-edit.png\" alt=\"\" class=\"wp-image-5810\" style=\"object-fit:contain;width:23px;height:22px\"><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-an=\"Governing the AI tech stack\" data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-v3zfccxn8 wp-container-content-5fd69529 has-global-padding is-layout-constrained wp-container-core-group-is-layout-01e3c730 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"v3zfccxn8\"><div data-bi-ct=\"group\" class=\"wp-block-group has-body-medium-fluid-font-size microsoft-breakpoint-id-4ufevsx0s is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-86780261 wp-block-group-is-layout-flex\" style=\"font-style:normal;font-weight:600;letter-spacing:2px;line-height:1;text-transform:uppercase\" data-microsoft-breakpoint-id=\"4ufevsx0s\"><p class=\"has-white-color has-purple-background-color has-text-color has-background has-link-color wp-elements-9f7f1f5cd67e060ec231d61e23e616a5 wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Responsible AI TRANSPARENCY<\/p>\n\n\n<p class=\"has-purple-color has-light-purple-background-color has-text-color has-background has-link-color wp-elements-3ef0c101871ba07f0f05920ef25739fb wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Governing the AI tech stack<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-55r5x0w71 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"55r5x0w71\"><h2 class=\"wp-block-heading has-body-4-xl-fluid-font-size\">Meeting the agentic moment<\/h2>\n\n\n<p class=\"has-body-large-fluid-font-size wp-block-paragraph\">AI systems are evolving, becoming more capable and interconnected, and executing multi-step actions. Linking together multiple models, tools, services, and applications to complete increasingly complex tasks expands the risk landscape.<br><br>In response, we strengthened our governance approach. This evolution includes a comprehensive re-engineering of our Responsible AI Standard, enabling agility as AI capabilities and risks continue to emerge, as well as a focus on practical tools to enable our customers and the ecosystem.<\/p>\n<\/div>\n\n\n<h3 class=\"wp-block-heading has-segoe-sans-font-family has-body-2-xl-fluid-font-size\">How we&rsquo;ve adapted the Responsible AI Standard to an evolving landscape<\/h3>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-r8k5b2ol6 is-layout-grid wp-container-core-group-is-layout-35a616a9 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"r8k5b2ol6\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-3af8971262b1370bde5d1c67c4607e2c\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Developer and deployer<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Two new chapters in the Standard clearly separate developer and deployer responsibilities, reflecting how AI moves from development into real-world use.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-2614b60b101870bf7e29e0a09af6a667\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">AI tech stack<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Requirements are now tailored across AI models, platform services, and applications, and safeguards match how agentic capabilities weave through the AI tech stack.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-06063fb1160009f95cab5baf548fbfbb\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Risk&#8209;based rules<\/h4>\n\n\n<p class=\"wp-block-paragraph\">The Standard now separates core requirements from scenario&#8209;specific ones, applying additional safeguards where AI use poses higher potential risk.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-cef2613f569db41c6e05a7e47766d03d\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Security-aligned<\/h4>\n\n\n<p class=\"wp-block-paragraph\">The refreshed Standard integrates previously standalone policies and more closely aligns with security requirements like the <a href=\"https:\/\/www.microsoft.com\/en-us\/securityengineering\/sdl\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-bi-cn=\"Security Development Lifecycle\">Security Development Lifecycle<\/a>.<\/p>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-m87g3rnyg has-global-padding is-layout-constrained wp-container-core-group-is-layout-4aa0c132 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"m87g3rnyg\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-vewpzrmwb is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"vewpzrmwb\"><figure class=\"wp-block-image size-full has-custom-css wp-container-content-b864c3d2 wp-custom-css-fcb52dda\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-4.png\" alt=\"A recruiter interviews a job applicant in an open office space. \" class=\"wp-image-4634\" style=\"aspect-ratio:1;object-fit:cover;object-position:50% 51%\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">MAI-Image-1 and Image-2 generate high-quality images from text prompts. This case study shows how Microsoft supports safe deployment by layering training, testing, filtering, and monitoring safeguards across the model and product lifecycle.&#8203;<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-vewpzrmwb has-global-padding is-layout-constrained wp-block-group-is-layout-constrained block-visibility-hide-large-screen block-visibility-hide-medium-screen\" data-microsoft-breakpoint-id=\"vewpzrmwb\"><figure class=\"wp-block-image size-full wp-container-content-c9763a5f\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-4.png\" alt=\"A recruiter interviews a job applicant in an open office space. \" class=\"wp-image-4634\" style=\"aspect-ratio:1;object-fit:cover;object-position:50% 51%\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">MAI-Image-1 and Image-2 generate high-quality images from text prompts. This case study shows how Microsoft supports safe deployment by layering training, testing, filtering, and monitoring safeguards across the model and product lifecycle.&#8203;<\/p>\n<\/div>\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-secondary-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=16\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read case study\">Read case study<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group has-body-large-fluid-font-size microsoft-breakpoint-id-04nk1fqzs has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"04nk1fqzs\"><h3 class=\"wp-block-heading has-segoe-sans-font-family has-body-2-xl-fluid-font-size\">Agentic capabilities<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Microsoft&rsquo;s AI technologies span the technology stack&mdash;from models to the platforms that support their deployment to the applications that bring AI to life for users.<br><br>Agentic capabilities apply across layers of the AI tech stack. AI agents and multi-agent systems are enabled by models that are optimized for agentic use and may operate as part of platform services or applications, performing multi-step tasks by managing how models interact with tools, data, or environments.<\/p>\n\n\n<p class=\"wp-block-paragraph\">The updated Responsible AI Standard sets requirements that address how agentic capabilities weave through the AI tech stack and integrates appropriate safeguards throughout the AI lifecycle.<\/p>\n<\/div>\n\n\n<figure class=\"wp-block-image aligncenter size-full flex-no-shrink wp-container-content-3cb39bf3 block-visibility-hide-small-screen\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"453\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-Tech-Stack-AI-Applications-e1787780227956.png\" alt=\"Layered AI stack showing AI models, AI platform services, and AI applications, with agentic capabilities spanning all layers.\" class=\"wp-image-4601\" srcset=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-Tech-Stack-AI-Applications-e1787780227956.png 600w, https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/AI-Tech-Stack-AI-Applications-e1787780227956-300x227.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\"><\/figure>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-m87g3rnyg has-global-padding is-layout-constrained wp-container-core-group-is-layout-4aa0c132 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"m87g3rnyg\"><div data-bi-ct=\"group\" class=\"wp-block-group alignfull microsoft-breakpoint-id-ug1z84yct layout-two-column-small-image is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-ebc5bfba wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"ug1z84yct\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-ah0vy1i0m is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"ah0vy1i0m\"><figure class=\"wp-block-image size-full has-custom-css wp-container-content-b864c3d2 wp-custom-css-14f2457f\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-3.png\" alt=\"Meeting on the go.\" class=\"wp-image-4633\" style=\"aspect-ratio:1;object-fit:cover;object-position:45% 49%\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Microsoft built Copilot Cowork to agentically complete workplace tasks across Microsoft 365, combining user approvals, permission-based access, safety guardrails, and phased deployment.&nbsp;<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-ah0vy1i0m has-global-padding is-layout-constrained wp-block-group-is-layout-constrained block-visibility-hide-large-screen block-visibility-hide-medium-screen\" data-microsoft-breakpoint-id=\"ah0vy1i0m\"><figure class=\"wp-block-image size-full wp-container-content-c9763a5f\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-3.png\" alt=\"Meeting on the go.\" class=\"wp-image-4633\" style=\"aspect-ratio:1;object-fit:cover;object-position:45% 49%\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Microsoft built Copilot Cowork to agentically complete workplace tasks across Microsoft 365, combining user approvals, permission-based access, safety guardrails, and phased deployment.&nbsp;<\/p>\n<\/div>\n<\/div>\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-secondary-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=18\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read case study\">Read case study<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group has-warm-white-color has-purple-background-color has-text-color has-background has-link-color microsoft-breakpoint-id-mw8vbdzwd wp-elements-2a1938a3be94c6dc09422cd64cda0221 has-global-padding is-layout-constrained wp-container-core-group-is-layout-8c087944 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--md);padding-right:var(--wp--preset--spacing--md);padding-bottom:var(--wp--preset--spacing--md);padding-left:var(--wp--preset--spacing--md)\" data-microsoft-breakpoint-id=\"mw8vbdzwd\"><h3 class=\"wp-block-heading has-body-2-xl-fluid-font-size\" style=\"border-bottom-color:var(--wp--preset--color--warm-white);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">The bottom line<\/h3>\n\n\n<p class=\"wp-block-paragraph\">As AI capabilities advance, new risks are emerging, and the importance of dynamic governance across the AI lifecycle is growing&mdash;informing how we fundamentally refreshed our Responsible AI Standard and strengthened our readiness to operationalize it.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-an=\"Using AI Responsibly\" data-bi-ct=\"group\" class=\"wp-block-group alignfull has-lavender-mist-gradient-background has-background microsoft-breakpoint-id-oinc9b69k has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" id=\"using-ai-responsibly\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"oinc9b69k\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-5ujj05jwq layout-sidebar-layout is-layout-grid wp-container-core-group-is-layout-ab82ad47 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"5ujj05jwq\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-5f3nr9ldx is-layout-flow wp-block-group-is-layout-flow block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"5f3nr9ldx\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-76ls3pj4j is-layout-flow wp-block-group-is-layout-flow wp-container-7 is-position-sticky\" style=\"padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"76ls3pj4j\" data-sticky-until=\"#equipping-the-ai-ecosystem\"><div class=\"table-of-contents wp-block-microsoft-table-of-contents-table-of-contents\" data-wp-interactive=\"microsoft-table-of-contents\">\n\t\n<div class=\"toc-item toc-item--level-0 is-style-headline wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccdba2\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#hero\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Responsible AI Transparency Report\" data-bi-ct=\"railmenu\">\n\t\t\t\tResponsible AI Transparency Report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccccf98\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#overview\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Overview\" data-bi-ct=\"railmenu\">\n\t\t\t\tOverview\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccccec6\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tScaling adaptable governance\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccd24d\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#meeting-the-agentic-moment\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Governing the AI tech stack\" data-bi-ct=\"railmenu\">\n\t\t\t\tGoverning the AI tech stack\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccd19a\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tMeeting the agentic moment\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccd4c8\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#using-ai-responsibly\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Using AI responsibly\" data-bi-ct=\"railmenu\">\n\t\t\t\tUsing AI responsibly\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccd41f\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tLessons from deploying AI\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccd735\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#equipping-the-ai-ecosystem\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Building together\" data-bi-ct=\"railmenu\">\n\t\t\t\tBuilding together\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccd68d\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tInvesting in standards and tools\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccd93b\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#additional-reports\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Navigate the report topics\" data-bi-ct=\"railmenu\">\n\t\t\t\tNavigate the report topics\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 has-icon is-style-default wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7cccdabc\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"https:\/\/aka.ms\/2026RAITransparencyReport\" class=\"toc-item__label\n\t\t\t\t\t\t\t\t\thas-icon\" target=\"_blank\" rel=\"noopener noreferrer\" data-bi-cn=\"Read the full report\" data-bi-ct=\"railmenu\">\n\t\t\t\tRead the full report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n\n\t\t<\/div>\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-75ubo2fy5 is-nowrap is-layout-flex wp-container-core-group-is-layout-a3dcfe8c wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"75ubo2fy5\"><ul class=\"wp-block-social-links has-small-icon-size has-icon-color has-icon-background-color is-layout-flex wp-container-core-social-links-is-layout-b05b44e1 wp-block-social-links-is-layout-flex\"><li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-linkedin has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow LinkedIn\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"LinkedIn\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/showcase\/microsoft-on-the-issues\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow LinkedIn\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M19.7,3H4.3C3.582,3,3,3.582,3,4.3v15.4C3,20.418,3.582,21,4.3,21h15.4c0.718,0,1.3-0.582,1.3-1.3V4.3 C21,3.582,20.418,3,19.7,3z M8.339,18.338H5.667v-8.59h2.672V18.338z M7.004,8.574c-0.857,0-1.549-0.694-1.549-1.548 c0-0.855,0.691-1.548,1.549-1.548c0.854,0,1.547,0.694,1.547,1.548C8.551,7.881,7.858,8.574,7.004,8.574z M18.339,18.338h-2.669 v-4.177c0-0.996-0.017-2.278-1.387-2.278c-1.389,0-1.601,1.086-1.601,2.206v4.249h-2.667v-8.59h2.559v1.174h0.037 c0.356-0.675,1.227-1.387,2.526-1.387c2.703,0,3.203,1.779,3.203,4.092V18.338z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">LinkedIn<\/span><\/a><\/li>\n\n\n<li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-instagram has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow Instagram\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"Instagram\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/www.instagram.com\/msftissues\/\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow 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M16.804,6.116c-0.596,0-1.08,0.484-1.08,1.08 s0.484,1.08,1.08,1.08c0.596,0,1.08-0.484,1.08-1.08S17.401,6.116,16.804,6.116z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">Instagram<\/span><\/a><\/li>\n\n\n<li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-x has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow X\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"X\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/x.com\/msftissues\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow X\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M13.982 10.622 20.54 3h-1.554l-5.693 6.618L8.745 3H3.5l6.876 10.007L3.5 21h1.554l6.012-6.989L15.868 21h5.245l-7.131-10.378Zm-2.128 2.474-.697-.997-5.543-7.93H8l4.474 6.4.697.996 5.815 8.318h-2.387l-4.745-6.787Z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">X<\/span><\/a><\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-image size-full is-resized\" style=\"margin-top:7px\"><img decoding=\"async\" src=\"https:\/\/celacampaindev.wpenginepowered.com\/wp-content\/uploads\/2026\/08\/icon-edit.png\" alt=\"\" class=\"wp-image-5810\" style=\"object-fit:contain;width:23px;height:22px\"><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-v3zfccxn8 has-global-padding is-layout-constrained wp-container-core-group-is-layout-01e3c730 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"v3zfccxn8\"><div data-bi-ct=\"group\" class=\"wp-block-group has-body-medium-fluid-font-size microsoft-breakpoint-id-4ufevsx0s is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-86780261 wp-block-group-is-layout-flex\" style=\"font-style:normal;font-weight:600;letter-spacing:2px;line-height:1;text-transform:uppercase\" data-microsoft-breakpoint-id=\"4ufevsx0s\"><p class=\"has-white-color has-purple-background-color has-text-color has-background has-link-color wp-elements-e6b45d9c64376e501f216ef729864bcf wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Responsible AI Transparency<\/p>\n\n\n<p class=\"has-purple-color has-light-purple-background-color has-text-color has-background has-link-color wp-elements-78601625fb0202a8a6f2029ec0071ffb wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Using AI Responsibly<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-55r5x0w71 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"55r5x0w71\"><h2 class=\"wp-block-heading has-body-4-xl-fluid-font-size\">Lessons&#8232;from deploying AI<\/h2>\n\n\n<p class=\"has-body-large-fluid-font-size wp-block-paragraph\">Our commitment to responsible AI extends beyond the AI technologies that Microsoft builds and operates. The updated Responsible AI Standard introduces a new Deployer Chapter that establishes requirements for how we deploy third-party AI applications at Microsoft, helping ensure risks are managed and people remain at the center of deployment decisions.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-s8s7n8kn2 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"s8s7n8kn2\"><h3 class=\"wp-block-heading has-segoe-sans-font-family has-body-2-xl-fluid-font-size\">Key steps in our AI deployment governance<\/h3>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-r8k5b2ol6 is-layout-grid wp-container-core-group-is-layout-35a616a9 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"r8k5b2ol6\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-be42cc1ea18403dc88888e8d2026d956\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Assess<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Assess the provider&rsquo;s documentation for the application&rsquo;s capabilities, limitations, safeguards, and monitoring features to support responsible deployment.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-06734e94d1ffd7b94b5038920753996f\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Deploy<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Review deployment-specific risks, implement mitigations and oversight, and ensure that AI supports human judgment and accountability.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-470f1e481a1109ac3f602cba241df623\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Detect and respond<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Monitor performance, user feedback, and incidents after launch to identify issues, take corrective action, and continuously improve.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-26bc4be1c10d2616d20bdbdd19322cb5\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Inform<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Inform users to support responsible use, including about the application&rsquo;s intended uses and limitations and the safeguards we&rsquo;ve implemented.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Executive-Summary-deployer-visual%CE%93Ci.svg\" alt=\"Workflow showing Assess, Deploy, and Inform stages, with Detect and Respond as a continuous activity spanning deployment and communication.\" class=\"wp-image-4600\" style=\"width:900px\"><\/figure>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-m87g3rnyg has-global-padding is-layout-constrained wp-container-core-group-is-layout-4aa0c132 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"m87g3rnyg\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-ug1z84yct layout-two-column-small-image is-vertical is-layout-flex wp-container-core-group-is-layout-2c90304e wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"ug1z84yct\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-y5omd6eot is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"y5omd6eot\"><figure class=\"wp-block-image size-full has-custom-css wp-container-content-b864c3d2 wp-custom-css-9b5851c7\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-2.png\" alt=\"GitHub Copilot: AI that builds with you\" class=\"wp-image-4635\" style=\"aspect-ratio:1;object-fit:cover\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Microsoft uses GitHub Copilot to accelerate software development while applying responsible AI practices, including phased deployment, human oversight, and integrated security safeguards.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-y5omd6eot has-global-padding is-layout-constrained wp-block-group-is-layout-constrained block-visibility-hide-large-screen block-visibility-hide-medium-screen\" data-microsoft-breakpoint-id=\"y5omd6eot\"><figure class=\"wp-block-image size-full wp-container-content-c9763a5f\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-2.png\" alt=\"GitHub Copilot: AI that builds with you\" class=\"wp-image-4635\" style=\"aspect-ratio:1;object-fit:cover\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Microsoft uses GitHub Copilot to accelerate software development while applying responsible AI practices, including phased deployment, human oversight, and integrated security safeguards.<\/p>\n<\/div>\n<\/div>\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-secondary-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=21\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read case study\">Read case study<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group has-warm-white-color has-purple-background-color has-text-color has-background has-link-color microsoft-breakpoint-id-mw8vbdzwd wp-elements-14d4f7ca5c78733816448dd3c5e64c5e has-global-padding is-layout-constrained wp-container-core-group-is-layout-8c087944 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--md);padding-right:var(--wp--preset--spacing--md);padding-bottom:var(--wp--preset--spacing--md);padding-left:var(--wp--preset--spacing--md)\" data-microsoft-breakpoint-id=\"mw8vbdzwd\"><h3 class=\"wp-block-heading has-body-2-xl-fluid-font-size\" style=\"border-bottom-color:var(--wp--preset--color--warm-white);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">The bottom line<\/h3>\n\n\n<p class=\"wp-block-paragraph\">As AI adoption grows, Microsoft is advancing responsible deployment practices to assess risks, implement safeguards, support informed use, and monitor AI system performance.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-an=\"Building Together\" data-bi-ct=\"group\" class=\"wp-block-group alignfull has-lavender-mist-gradient-background has-background microsoft-breakpoint-id-oinc9b69k has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" id=\"building-together\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"oinc9b69k\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-5ujj05jwq layout-sidebar-layout is-layout-grid wp-container-core-group-is-layout-ab82ad47 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"5ujj05jwq\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-5f3nr9ldx is-layout-flow wp-block-group-is-layout-flow block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"5f3nr9ldx\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-76ls3pj4j is-layout-flow wp-block-group-is-layout-flow wp-container-8 is-position-sticky\" style=\"padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"76ls3pj4j\" data-sticky-until=\"#equipping-the-ai-ecosystem\"><div class=\"table-of-contents wp-block-microsoft-table-of-contents-table-of-contents\" data-wp-interactive=\"microsoft-table-of-contents\">\n\t\n<div class=\"toc-item toc-item--level-0 is-style-headline wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd6650\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#hero\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Responsible AI Transparency Report\" data-bi-ct=\"railmenu\">\n\t\t\t\tResponsible AI Transparency Report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd5b2f\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#overview\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Overview\" data-bi-ct=\"railmenu\">\n\t\t\t\tOverview\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd5a58\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tScaling adaptable governance\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd5de2\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#meeting-the-agentic-moment\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Governing the AI tech stack\" data-bi-ct=\"railmenu\">\n\t\t\t\tGoverning the AI tech stack\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd5d12\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tMeeting the agentic moment\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd6069\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#using-ai-responsibly\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Using AI responsibly\" data-bi-ct=\"railmenu\">\n\t\t\t\tUsing AI responsibly\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd5fbe\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tLessons from deploying AI\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd62e5\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#ebuilding-together\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Building together\" data-bi-ct=\"railmenu\">\n\t\t\t\tBuilding together\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"toc-item__content\">\n\t\t\t\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd6235\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<span class=\"toc-item__label\n\t\t\t\">\n\t\t\t\tInvesting in standards and tools\t\t\t<\/span>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd6483\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"#additional-reports\" class=\"toc-item__label\n\t\t\t\t\" data-bi-cn=\"Navigate the report topics\" data-bi-ct=\"railmenu\">\n\t\t\t\tNavigate the report topics\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\n<div class=\"toc-item toc-item--level-0 has-icon is-style-default wp-block-microsoft-table-of-contents-toc-item\" data-wp-on--mouseenter=\"actions.activateItem\" data-wp-on--mouseleave=\"actions.deactivateItem\" data-wp-on--focusin=\"actions.activateItem\" data-wp-on--focusout=\"actions.deactivateItem\" data-wp-context='{\"itemId\":\"toc-item-6ac0f7ccd6586\"}' data-wp-class--is-active=\"state.isActive\">\n\t<div class=\"toc-item__header\">\n\t\t\t\t\t<a href=\"https:\/\/aka.ms\/2026RAITransparencyReport\" class=\"toc-item__label\n\t\t\t\t\t\t\t\t\thas-icon\" target=\"_blank\" rel=\"noopener noreferrer\" data-bi-cn=\"Read the full report\" data-bi-ct=\"railmenu\">\n\t\t\t\tRead the full report\t\t\t<\/a>\n\t\t\t<\/div>\n\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-75ubo2fy5 is-nowrap is-layout-flex wp-container-core-group-is-layout-a3dcfe8c wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"75ubo2fy5\"><ul class=\"wp-block-social-links has-small-icon-size has-icon-color has-icon-background-color is-layout-flex wp-container-core-social-links-is-layout-b05b44e1 wp-block-social-links-is-layout-flex\"><li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-linkedin has-white-color has-black-background-color 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c0.356-0.675,1.227-1.387,2.526-1.387c2.703,0,3.203,1.779,3.203,4.092V18.338z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">LinkedIn<\/span><\/a><\/li>\n\n\n<li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-instagram has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow Instagram\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"Instagram\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/www.instagram.com\/msftissues\/\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow Instagram\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M12,4.622c2.403,0,2.688,0.009,3.637,0.052c0.877,0.04,1.354,0.187,1.671,0.31c0.42,0.163,0.72,0.358,1.035,0.673 c0.315,0.315,0.51,0.615,0.673,1.035c0.123,0.317,0.27,0.794,0.31,1.671c0.043,0.949,0.052,1.234,0.052,3.637 s-0.009,2.688-0.052,3.637c-0.04,0.877-0.187,1.354-0.31,1.671c-0.163,0.42-0.358,0.72-0.673,1.035 c-0.315,0.315-0.615,0.51-1.035,0.673c-0.317,0.123-0.794,0.27-1.671,0.31c-0.949,0.043-1.233,0.052-3.637,0.052 s-2.688-0.009-3.637-0.052c-0.877-0.04-1.354-0.187-1.671-0.31c-0.42-0.163-0.72-0.358-1.035-0.673 c-0.315-0.315-0.51-0.615-0.673-1.035c-0.123-0.317-0.27-0.794-0.31-1.671C4.631,14.688,4.622,14.403,4.622,12 s0.009-2.688,0.052-3.637c0.04-0.877,0.187-1.354,0.31-1.671c0.163-0.42,0.358-0.72,0.673-1.035 c0.315-0.315,0.615-0.51,1.035-0.673c0.317-0.123,0.794-0.27,1.671-0.31C9.312,4.631,9.597,4.622,12,4.622 M12,3 C9.556,3,9.249,3.01,8.289,3.054C7.331,3.098,6.677,3.25,6.105,3.472C5.513,3.702,5.011,4.01,4.511,4.511 c-0.5,0.5-0.808,1.002-1.038,1.594C3.25,6.677,3.098,7.331,3.054,8.289C3.01,9.249,3,9.556,3,12c0,2.444,0.01,2.751,0.054,3.711 c0.044,0.958,0.196,1.612,0.418,2.185c0.23,0.592,0.538,1.094,1.038,1.594c0.5,0.5,1.002,0.808,1.594,1.038 c0.572,0.222,1.227,0.375,2.185,0.418C9.249,20.99,9.556,21,12,21s2.751-0.01,3.711-0.054c0.958-0.044,1.612-0.196,2.185-0.418 c0.592-0.23,1.094-0.538,1.594-1.038c0.5-0.5,0.808-1.002,1.038-1.594c0.222-0.572,0.375-1.227,0.418-2.185 C20.99,14.751,21,14.444,21,12s-0.01-2.751-0.054-3.711c-0.044-0.958-0.196-1.612-0.418-2.185c-0.23-0.592-0.538-1.094-1.038-1.594 c-0.5-0.5-1.002-0.808-1.594-1.038c-0.572-0.222-1.227-0.375-2.185-0.418C14.751,3.01,14.444,3,12,3L12,3z M12,7.378 c-2.552,0-4.622,2.069-4.622,4.622S9.448,16.622,12,16.622s4.622-2.069,4.622-4.622S14.552,7.378,12,7.378z M12,15 c-1.657,0-3-1.343-3-3s1.343-3,3-3s3,1.343,3,3S13.657,15,12,15z M16.804,6.116c-0.596,0-1.08,0.484-1.08,1.08 s0.484,1.08,1.08,1.08c0.596,0,1.08-0.484,1.08-1.08S17.401,6.116,16.804,6.116z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">Instagram<\/span><\/a><\/li>\n\n\n<li style=\"color:#fff;background-color:#000\" class=\"wp-social-link wp-social-link-x has-white-color has-black-background-color wp-block-social-link\"><a data-bi-an=\"social media\" data-bi-ct=\"socialshare\" data-bi-ecn=\"Follow X\" data-bi-ehn=\"Rail Menu\" data-bi-hn=\"Rail Menu\" data-bi-socchn=\"X\" rel=\"noopener nofollow\" target=\"_blank\" href=\"https:\/\/x.com\/msftissues\" class=\"wp-block-social-link-anchor\" data-bi-cn=\"Follow X\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M13.982 10.622 20.54 3h-1.554l-5.693 6.618L8.745 3H3.5l6.876 10.007L3.5 21h1.554l6.012-6.989L15.868 21h5.245l-7.131-10.378Zm-2.128 2.474-.697-.997-5.543-7.93H8l4.474 6.4.697.996 5.815 8.318h-2.387l-4.745-6.787Z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">X<\/span><\/a><\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-image size-full is-resized\" style=\"margin-top:7px\"><img decoding=\"async\" src=\"https:\/\/celacampaindev.wpenginepowered.com\/wp-content\/uploads\/2026\/08\/icon-edit.png\" alt=\"\" class=\"wp-image-5810\" style=\"object-fit:contain;width:23px;height:22px\"><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-v3zfccxn8 has-global-padding is-layout-constrained wp-container-core-group-is-layout-01e3c730 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"v3zfccxn8\"><div data-bi-ct=\"group\" class=\"wp-block-group has-body-medium-fluid-font-size microsoft-breakpoint-id-4ufevsx0s is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-86780261 wp-block-group-is-layout-flex\" style=\"font-style:normal;font-weight:600;letter-spacing:2px;line-height:1;text-transform:uppercase\" data-microsoft-breakpoint-id=\"4ufevsx0s\"><p class=\"has-white-color has-purple-background-color has-text-color has-background has-link-color wp-elements-e6b45d9c64376e501f216ef729864bcf wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Responsible AI Transparency<\/p>\n\n\n<p class=\"has-purple-color has-light-purple-background-color has-text-color has-background has-link-color wp-elements-75a51d332b99a6b9478e3f3de4889b25 wp-block-paragraph\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--xs);padding-left:var(--wp--preset--spacing--sm)\">Building Together<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-55r5x0w71 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"55r5x0w71\"><h2 class=\"wp-block-heading has-body-4-xl-fluid-font-size\">Investing in standards and tools<\/h2>\n\n\n<p class=\"has-body-large-fluid-font-size wp-block-paragraph\">Our commitment to responsible AI extends to how we support and learn from the ecosystem. We invest to prepare customers, partners, and the public to use AI technologies that are trustworthy and beneficial and to strengthen our feedback loops with experts and user communities.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-r8k5b2ol6 is-layout-grid wp-container-core-group-is-layout-35a616a9 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"r8k5b2ol6\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-a8ea5d2c9d73dd4f703c1bcf64480053\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Advancing research<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Microsoft invests in foundational research and collaborative partnerships to strengthen the methodologies that underpin responsible AI.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-364516b68c3f9b5603b881c4c990f3c2\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Developing standards<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Microsoft actively contributes to industry and multistakeholder forums to rapidly advance the shared practices, tools, and standards needed to define and implement effective AI governance.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-24042f7ba45f0e1494cfabbb88426f80\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Equipping customers<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Microsoft invests in compliance, tools, and training to help customers and partners innovate with AI while advancing governance, security, and accountability.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-ae4e32c827fe9e8e4b7c0b100ff8d88d\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Supporting communities<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Microsoft partners globally to strengthen AI literacy, support young people and older adults, and advance how AI reflects the needs and perspectives of people around the world.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-6nnymj7n9 wp-container-content-7d4755b8 has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"6nnymj7n9\"><h4 class=\"wp-block-heading has-purple-color has-text-color has-link-color has-body-2-xl-fluid-font-size wp-elements-166a79dcb82d3e3cd1cabb787d425899\" style=\"border-bottom-color:var(--wp--preset--color--purple);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">Learning from others<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Microsoft tunes into everyday users, AI developers, and experts in AI and other domains, helping ensure our AI governance practices reflect broad experiences and insights.<\/p>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-m87g3rnyg has-global-padding is-layout-constrained wp-container-core-group-is-layout-4aa0c132 wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"m87g3rnyg\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-ug1z84yct layout-two-column-small-image is-vertical is-layout-flex wp-container-core-group-is-layout-2c90304e wp-block-group-is-layout-flex\" data-microsoft-breakpoint-id=\"ug1z84yct\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-c309iw8iw is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex block-visibility-hide-small-screen\" data-microsoft-breakpoint-id=\"c309iw8iw\"><figure class=\"wp-block-image size-full has-custom-css wp-container-content-b864c3d2 wp-custom-css-be92432e\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-1.png\" alt=\"Corporate executives discussing business in a conference room\" class=\"wp-image-4636\" style=\"aspect-ratio:1;object-fit:cover;object-position:12% 60%\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Microsoft has expanded our partnerships with government research institutions in the US, UK, Singapore, and Australia to further advance evaluation methodologies, better understand human-AI interaction risks, and support multilingual AI capabilities and safety.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-c309iw8iw has-global-padding is-layout-constrained wp-block-group-is-layout-constrained block-visibility-hide-large-screen block-visibility-hide-medium-screen\" data-microsoft-breakpoint-id=\"c309iw8iw\"><figure class=\"wp-block-image size-full wp-container-content-c9763a5f\"><img loading=\"lazy\" decoding=\"async\" width=\"10240\" height=\"10240\" src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/wp-content\/uploads\/2026\/08\/Image-1.png\" alt=\"Corporate executives discussing business in a conference room\" class=\"wp-image-4636\" style=\"aspect-ratio:1;object-fit:cover;object-position:12% 60%\"><\/figure>\n\n\n<p class=\"has-segoe-serif-font-family has-body-xl-fluid-font-size wp-container-content-9cfa9a5a wp-block-paragraph\">Microsoft has expanded our partnerships with government research institutions in the US, UK, Singapore, and Australia to further advance evaluation methodologies, better understand human-AI interaction risks, and support multilingual AI capabilities and safety.<\/p>\n<\/div>\n<\/div>\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-secondary-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=25\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read more\">Read more<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group has-warm-white-color has-purple-background-color has-text-color has-background has-link-color microsoft-breakpoint-id-mw8vbdzwd wp-elements-19ecc746a9f3ce3c2751f94d43e2946c has-global-padding is-layout-constrained wp-container-core-group-is-layout-8c087944 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--md);padding-right:var(--wp--preset--spacing--md);padding-bottom:var(--wp--preset--spacing--md);padding-left:var(--wp--preset--spacing--md)\" data-microsoft-breakpoint-id=\"mw8vbdzwd\"><h3 class=\"wp-block-heading has-body-2-xl-fluid-font-size\" style=\"border-bottom-color:var(--wp--preset--color--warm-white);border-bottom-width:2px;padding-bottom:var(--wp--preset--spacing--sm)\">The bottom line<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Building and deploying AI responsibly requires collaboration. We contribute to and learn from the AI ecosystem to identify risks, build safeguards, and earn trust together.&#8203;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-an=\"Navigate the report topics\" data-bi-ct=\"group\" class=\"wp-block-group alignfull has-white-color has-deep-blue-background-color has-text-color has-background has-link-color microsoft-breakpoint-id-0z4yd1xt5 wp-elements-f8c9b1678bf6081f5584e1339fc5beba has-global-padding is-layout-constrained wp-container-core-group-is-layout-391ff070 wp-block-group-is-layout-constrained\" id=\"additional-reports\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"0z4yd1xt5\"><div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-hmsgpw742 is-layout-flow wp-block-group-is-layout-flow\" data-microsoft-breakpoint-id=\"hmsgpw742\"><h2 class=\"wp-block-heading has-body-4-xl-fluid-font-size\">Navigate the report topics<\/h2>\n\n\n<p class=\"has-body-large-fluid-font-size wp-block-paragraph\">Take a deeper dive into our 2026 Responsible AI Transparency report. Navigate to specific sections of the report below.<\/p>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-40cpnd68n is-layout-grid wp-container-core-group-is-layout-35a616a9 wp-block-group-is-layout-grid\" data-microsoft-breakpoint-id=\"40cpnd68n\"><div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-zmmx5lubk has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--clear-purple);border-top-width:4px;padding-top:var(--wp--preset--spacing--xs)\" data-microsoft-breakpoint-id=\"zmmx5lubk\"><h3 class=\"wp-block-heading has-body-xl-fluid-font-size\"><a href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=3\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Foreward\">Foreward<\/a><\/h3>\n\n\n<h3 class=\"wp-block-heading has-body-xl-fluid-font-size\" style=\"border-top-color:var(--wp--preset--color--clear-purple);border-top-width:4px;padding-top:var(--wp--preset--spacing--xs)\"><a href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=4\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Key takeaways\">Key takeaways<\/a><\/h3>\n\n\n<h3 class=\"wp-block-heading has-body-xl-fluid-font-size\" style=\"border-top-color:var(--wp--preset--color--clear-purple);border-top-width:4px;padding-top:var(--wp--preset--spacing--xs)\"><a href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=5\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"2026 trends: What&amp;#039;s changing and how we&amp;#039;re adapting\">2026 trends: What&rsquo;s changing and how we&rsquo;re adapting<\/a><\/h3>\n\n\n<div class=\"wp-block-buttons is-style-bordered-list is-vertical is-nowrap is-layout-flex wp-container-core-buttons-is-layout-ae0308d1 wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=5\" style=\"border-top-color:var(--wp--preset--color--warm-white);border-top-width:1px\" target=\"_blank\" rel=\"noopener noreferrer\" data-bi-cn=\"AI innovation and diffusion are accelerating&mdash;even as gaps widen across geographies\">AI innovation and diffusion are accelerating&mdash;even as gaps widen across geographies<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=6\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Generative and agentic AI capabilities are expanding&mdash;raising imperatives for observability and ...\">Generative and agentic AI capabilities are expanding&mdash;raising imperatives for observability and control<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=6\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"AI misuse is scaling&mdash;increasing people&rsquo;s exposure to fraud, scams, and cyber exploits\">AI misuse is scaling&mdash;increasing people&rsquo;s exposure to fraud, scams, and cyber exploits<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=7\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"People are turning to conversational AI for support&mdash;amid growing awareness of risks\">People are turning to conversational AI for support&mdash;amid growing awareness of risks<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=7\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"AI regulation is evolving rapidly&mdash;while trust remains a key adoption enabler\">AI regulation is evolving rapidly&mdash;while trust remains a key adoption enabler<\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-zmmx5lubk has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--clear-purple);border-top-width:4px;padding-top:var(--wp--preset--spacing--xs)\" data-microsoft-breakpoint-id=\"zmmx5lubk\"><h3 class=\"wp-block-heading has-body-xl-fluid-font-size\"><a href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=9\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"How we develop, release, and operate AI responsibly\">How we develop, release, and operate AI responsibly<\/a><\/h3>\n\n\n<div class=\"wp-block-buttons is-style-bordered-list is-vertical is-nowrap is-layout-flex wp-container-core-buttons-is-layout-ae0308d1 wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=9\" style=\"border-top-color:var(--wp--preset--color--warm-white);border-top-width:1px\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Summary of our risk management steps and progress over the last year\">Summary of our risk management steps and progress over the last year<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=10\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Case studies across the AI tech stack\">Case studies across the AI tech stack<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=10\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Govern: Defining policies and driving implementation\">Govern: Defining policies and driving implementation<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=12\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Map: Identifying risks\">Map: Identifying risks<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=13\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Measure: Assessing risks and mitigations\">Measure: Assessing risks and mitigations<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=14\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Manage: Mitigating risks\">Manage: Mitigating risks<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=15\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Release: Reviewing decisions to make AI technologies available\">Release: Reviewing decisions to make AI technologies available<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=19\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Post-release mapping, measuring, and managing\">Post-release mapping, measuring, and managing<\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-zmmx5lubk has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--clear-purple);border-top-width:4px;padding-top:var(--wp--preset--spacing--xs)\" data-microsoft-breakpoint-id=\"zmmx5lubk\"><h3 class=\"wp-block-heading has-body-xl-fluid-font-size\"><a href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=20\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"How we use AI responsibly\">How we use AI responsibly<\/a><\/h3>\n\n\n<div class=\"wp-block-buttons is-style-bordered-list is-vertical is-nowrap is-layout-flex wp-container-core-buttons-is-layout-ae0308d1 wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=21\" style=\"border-top-color:var(--wp--preset--color--warm-white);border-top-width:1px\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Key steps in AI deployment governance\">Key steps in AI deployment governance<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=21\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"AI deployment governance in real-world use cases\">AI deployment governance in real-world use cases<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=23\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"A governance feedback loop\">A governance feedback loop<\/a><\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-zmmx5lubk has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--clear-purple);border-top-width:4px;padding-top:var(--wp--preset--spacing--xs)\" data-microsoft-breakpoint-id=\"zmmx5lubk\"><h3 class=\"wp-block-heading has-body-xl-fluid-font-size\"><a href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=24\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"How we contribute to and learn from the ecosystem\">How we contribute to and learn from the ecosystem<\/a><\/h3>\n\n\n<div class=\"wp-block-buttons is-style-bordered-list is-vertical is-nowrap is-layout-flex wp-container-core-buttons-is-layout-ae0308d1 wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=24\" style=\"border-top-color:var(--wp--preset--color--warm-white);border-top-width:1px\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Advancing research and technical progress\">Advancing research and technical progress<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=25\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Building shared practices, tools, and standards\">Building shared practices, tools, and standards<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=26\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Equipping developers and customers\">Equipping developers and customers<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=28\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Investing in people and communities\">Investing in people and communities<\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-text-alt\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=29\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Broadening feedback and learning\">Broadening feedback and learning<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group microsoft-breakpoint-id-zmmx5lubk has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-top-color:var(--wp--preset--color--clear-purple);border-top-width:4px;padding-top:var(--wp--preset--spacing--xs)\" data-microsoft-breakpoint-id=\"zmmx5lubk\"><h3 class=\"wp-block-heading has-body-xl-fluid-font-size\"><a href=\"https:\/\/aka.ms\/2026RAITransparencyReport#page=31\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Looking forward\">Looking forward<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n\n\n<div data-bi-an=\"Beyond our report\" data-bi-ct=\"group\" class=\"wp-block-group alignfull microsoft-breakpoint-id-0q2bzfu58 has-global-padding is-content-justification-center is-layout-constrained wp-container-core-group-is-layout-8fbf7573 wp-block-group-is-layout-constrained\" id=\"beyond\" style=\"padding-top:var(--wp--preset--spacing--2-xl-fluid);padding-bottom:var(--wp--preset--spacing--2-xl-fluid)\" data-microsoft-breakpoint-id=\"0q2bzfu58\"><h2 class=\"wp-block-heading alignwide has-body-4-xl-fluid-font-size\">Beyond our report<\/h2>\n\n\n<div data-bi-ct=\"group\" class=\"wp-block-group alignwide microsoft-breakpoint-id-4hlfnylgt has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-beb23e5a wp-block-group-is-layout-constrained\" data-microsoft-breakpoint-id=\"4hlfnylgt\"><div class=\"wp-block-buttons alignwide has-custom-font-size has-body-large-fluid-font-size is-layout-flex wp-container-core-buttons-is-layout-68be0946 wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--9\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/2026RAIReport_ExecutiveSummary\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read the executive summary\">Read the executive summary<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--10\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/Responsible-AI-Transparency-Report-2025#page=1\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Read last year&amp;#039;s report\">Read last year&rsquo;s report<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--11\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/aka.ms\/RAI\" target=\"_blank\" rel=\"noreferrer noopener\" data-bi-cn=\"Learn about Responsible AI\">Learn about Responsible AI<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n\n\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--12\"><a data-bi-ct=\"button\" class=\"wp-block-button__link wp-element-button has-inline-icon\" href=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/reports-hub#trust\" data-bi-cn=\"Discover more Microsoft reports\">Discover more Microsoft reports<svg class=\"ignite-wp-icon ignite-wp-icon--rendered\" style=\"width: 1em;\" focusable=\"false\" aria-hidden=\"true\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewbox=\"5.337 5.336 13.326 13.326\"><path fill=\"currentColor\" d=\"M18.663 18.337h-2V8.75l-9.912 9.912-1.414-1.414 9.912-9.912H5.663v-2h13v13Z\"><\/path><\/svg><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Responsible AI Transparency Report 2026Our third annual Responsible AI Transparency Report shows how we advance trustworthy AI and contribute to the broader ecosystem.ShareKey trends over the last yearTaken together, these trends reflect a shift from an era focused primarily on model capabilities to one increasingly defined by application deployment, real-world use, and societal impact.Responsible AI [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":4612,"menu_order":0,"template":"","meta":{"_microsoft_sidebar_content":"<!-- wp:group {\"metadata\":{\"name\":\"Social 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data-microsoft-breakpoint-id=\"zmxsh4o4w\"><!-- wp:paragraph {\"className\":\"is-taxonomy-category wp-elements-98167e292a8a17658d2edb5c32d10470 wp-block-tenup-post-primary-term has-text-color has-clear-yellow-color has-background has-brown-black-background-color\"} -->\n<p class=\"is-taxonomy-category wp-elements-98167e292a8a17658d2edb5c32d10470 wp-block-tenup-post-primary-term has-text-color has-clear-yellow-color has-background has-brown-black-background-color\">AI DIFFUSION REPORT<\/p>\n<!-- \/wp:paragraph --><\/div>\n<!-- \/wp:group -->\n\n<!-- wp:group {\"align\":\"wide\",\"style\":{\"layout\":{\"selfStretch\":\"fit\",\"flexSize\":\"\"}},\"layout\":{\"type\":\"constrained\",\"justifyContent\":\"left\",\"contentSize\":\"800px\"},\"microsoftBreakpointId\":\"kgbedb7qx\"} -->\n<div class=\"wp-block-group alignwide microsoft-breakpoint-id-kgbedb7qx\" data-microsoft-breakpoint-id=\"kgbedb7qx\"><!-- wp:post-title 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has-text-color has-clear-yellow-color has-background has-brown-black-background-color\"} -->\n<p class=\"is-taxonomy-category wp-elements-98167e292a8a17658d2edb5c32d10470 wp-block-tenup-post-primary-term has-text-color has-clear-yellow-color has-background has-brown-black-background-color\">AI DIFFUSION REPORT<\/p>\n<!-- \/wp:paragraph --><\/div>\n<!-- \/wp:group -->\n\n<!-- wp:group {\"metadata\":{\"name\":\"Group - Content with Aside\"},\"align\":\"wide\",\"className\":\"is-style-post-header\",\"layout\":{\"type\":\"flex\",\"flexWrap\":\"wrap\",\"justifyContent\":\"space-between\",\"verticalAlignment\":\"bottom\"},\"microsoftBreakpointId\":\"3xxgrttak\"} -->\n<div class=\"wp-block-group alignwide is-style-post-header microsoft-breakpoint-id-3xxgrttak\" data-microsoft-breakpoint-id=\"3xxgrttak\"><!-- wp:group {\"metadata\":{\"name\":\"Group - 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-->\n<div class=\"wp-block-cover alignfull fade-bottom\" style=\"min-height:537px;--fade-start:69%;--fade-end:100%\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-0 has-background-dim\" style=\"background-color:#57619a\"><\/span><div class=\"wp-block-cover__inner-container\"><!-- wp:paragraph {\"placeholder\":\"Write title\u2026\",\"style\":{\"typography\":{\"textAlign\":\"center\"}},\"fontSize\":\"large\"} -->\n<p class=\"has-text-align-center has-large-font-size\"><\/p>\n<!-- \/wp:paragraph --><\/div><\/div>\n<!-- \/wp:cover -->","_microsoft_story_content_prefix_content":"<!-- wp:columns -->\n<div class=\"wp-block-columns\"><!-- wp:column -->\n<div class=\"wp-block-column\"><!-- wp:image {\"id\":2886,\"sizeSlug\":\"full\",\"linkDestination\":\"none\"} -->\n<figure class=\"wp-block-image size-full\"><img src=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/\/wp-content\/uploads\/2026\/01\/AI-Economy-institute_TeamLogo-Color-1-768x56-1-300x22-1.png\" alt=\"Author AI Economy Institute Logo\" class=\"wp-image-2886\" \/><\/figure>\n<!-- \/wp:image --><\/div>\n<!-- \/wp:column -->\n\n<!-- wp:column -->\n<div class=\"wp-block-column\"><!-- wp:post-date {\"textAlign\":\"right\",\"format\":\"M j, Y\",\"metadata\":{\"bindings\":{\"datetime\":{\"source\":\"core\/post-data\",\"args\":{\"field\":\"date\"}}}}} \/--><\/div>\n<!-- \/wp:column --><\/div>\n<!-- \/wp:columns -->","_microsoft_story_content_suffix_content":"<!-- wp:heading -->\n<h2 class=\"wp-block-heading\">References<\/h2>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph {\"placeholder\":\"Add content to this area...\",\"anchor\":\"fn:1\"} -->\n<p id=\"fn:1\"><a href=\"#r1\" data-type=\"internal\" data-id=\"#r1\">[1]<\/a> A. Misra, J. Wang, S. McCullers, K. White, and J. L. Ferres, \u201cMeasuring AI Diffusion: A Population-Normalized Metric for Tracking Global AI Usage,\u201d Nov. 04, 2025,&nbsp;<em>arXiv<\/em>: arXiv:2511.02781.&nbsp;doi: 10.48550\/arXiv.2511.02781.&nbsp;<a href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Farxiv.org%2Fabs%2F2511.02781&amp;data=05%7C02%7Chardyurs%40microsoft.com%7C3bb2a8e10bf74746400a08de4ed60a99%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C639034878358189435%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&amp;sdata=obUF%2Bl9THO%2B02pEnkl6302Q00V%2BbHK62bVLksRDc2ZQ%3D&amp;reserved=0\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2511.02781<\/a><\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:2\"} -->\n<p id=\"fn:2\"><a href=\"#r2\">[2]<\/a> \u201cOpenAI Korea set to launch next month - The Korea Times.\u201d&nbsp;<a href=\"https:\/\/www.koreatimes.co.kr\/business\/companies\/20250828\/openai-korea-set-to-launch-next-month\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.koreatimes.co.kr\/business\/companies\/20250828\/openai-korea-set-to-launch-next-month<\/a>&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:3\"} -->\n<p id=\"fn:3\"><a href=\"#r3\">[3]<\/a> S. Rai, L. Prinsloo, and H. Nyambura,&nbsp;\u201cChina\u2019s DeepSeek Is Beating Out OpenAI and Google in Africa (1).\u201d&nbsp;Bloomberg News.&nbsp;<a href=\"https:\/\/news.bloomberglaw.com\/artificial-intelligence\/chinas-ai-ambitions-reach-africa-with-deepseek-push\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/news.bloomberglaw.com\/artificial-intelligence\/chinas-ai-ambitions-reach-africa-with-deepseek-push<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:4\"} -->\n<p id=\"fn:4\"><a href=\"#r4\">[4]<\/a> M. Joon-hyun, \u201cS. Korea is global No. 2 in paid ChatGPT users, OpenAI says. But does that mean&nbsp;anything?,\u201d The Korea Herald.&nbsp;<a href=\"https:\/\/www.koreaherald.com\/article\/10500190\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.koreaherald.com\/article\/10500190<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:5\"} -->\n<p id=\"fn:5\"><a href=\"#r5-6\">[5]<\/a> \u201cPress Releases:&nbsp;Korea.net\u202f:&nbsp;The official website of the Republic of Korea.\u201d&nbsp;<a href=\"https:\/\/www.korea.net\/Government\/Briefing-Room\/Press-Releases\/view?articleId=8243&amp;insttCode=A110439&amp;type=O&amp;utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.korea.net\/Government\/Briefing-Room\/Press-Releases\/view?articleId=8243&amp;insttCode=A110439&amp;type=O&amp;utm_source=chatgpt.com<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:6\"} -->\n<p id=\"fn:6\"><a href=\"#r5-6\">[6]<\/a> \u201cAI Basic Act of the Republic of Korea.\u201d&nbsp;<a href=\"https:\/\/aibasicact.kr\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/aibasicact.kr\/<\/a><\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:7\"} -->\n<p id=\"fn:7\"><a href=\"#r7\">[7]<\/a> \u201cSouth Korea investing&nbsp;$1.2 billion&nbsp;to teach AI from elementary school to the workplace,\u201d&nbsp;The Straits Times.&nbsp;<a href=\"https:\/\/www.straitstimes.com\/asia\/east-asia\/south-korea-investing-1-2-billion-to-teach-ai-from-elementary-school-to-the-workplace\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.straitstimes.com\/asia\/east-asia\/south-korea-investing-1-2-billion-to-teach-ai-from-elementary-school-to-the-workplace<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:8\"} -->\n<p id=\"fn:8\"><a href=\"#r8\">[8]<\/a> Marker-Inc-Korea\/Korean-SAT-LLM-Leaderboard.&nbsp;<a href=\"https:\/\/github.com\/Marker-Inc-Korea\/Korean-SAT-LLM-Leaderboard\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/Marker-Inc-Korea\/Korean-SAT-LLM-Leaderboard<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:9\"} -->\n<p id=\"fn:9\"><a href=\"#r9-11\">[9]<\/a> N.&nbsp;Canelakes,&nbsp;\u201cThe latest version of ChatGPT is passing formal exams left and right.\u201d&nbsp;<a href=\"https:\/\/theamericangenius.com\/housing\/real-estate-tech\/chatgpt-passing-exams\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/theamericangenius.com\/housing\/real-estate-tech\/chatgpt-passing-exams\/<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:10\"} -->\n<p id=\"fn:10\"><a href=\"#r9-11\">[10]<\/a> \u201cChatGPT-4\u2019s SAT Score Prompts Discussion on Responsible AI Use in Education.\u201d&nbsp;<a href=\"https:\/\/collegeprep.study.com\/sat-exam\/chatgpt-sat-score-prompts-discussion-on-responsible-ai-use.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/collegeprep.study.com\/sat-exam\/chatgpt-sat-score-prompts-discussion-on-responsible-ai-use.html<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:11\"} -->\n<p id=\"fn:11\"><a href=\"#r9-11\">[11]<\/a> \u201cK.&nbsp;Leswing,&nbsp;\u201cOpenAI announces GPT-4, claims it can beat 90% of humans on the SAT,\u201d CNBC.&nbsp;<a href=\"https:\/\/www.cnbc.com\/2023\/03\/14\/openai-announces-gpt-4-says-beats-90percent-of-humans-on-sat.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.cnbc.com\/2023\/03\/14\/openai-announces-gpt-4-says-beats-90percent-of-humans-on-sat.html<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:12\"} -->\n<p id=\"fn:12\"><a href=\"#r12-13\">[12]<\/a> \u201c\u2018Ghibli-style\u2019 images drive ChatGPT usage surge in Korea, setting daily record.\u201d&nbsp;The Korea Times.&nbsp;<a href=\"https:\/\/www.koreatimes.co.kr\/lifestyle\/trends\/20250401\/ghibli-style-images-drive-chatgpt-usage-surge-in-korea-setting-daily-record\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.koreatimes.co.kr\/lifestyle\/trends\/20250401\/ghibli-style-images-drive-chatgpt-usage-surge-in-korea-setting-daily-record<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:13\"} -->\n<p id=\"fn:13\"><a href=\"#r12-13\">[13]<\/a> \u201cChatGPT image generation fuels user surge in S. Korea,\u201d&nbsp;<a href=\"https:\/\/www.donga.com\/en\/article\/all\/20250402\/5529166\/1\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.donga.com\/en\/article\/all\/20250402\/5529166\/1<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:14\"} -->\n<p id=\"fn:14\"><a href=\"#r14-15\">[14]<\/a> \u201cUAE Strategy for Artificial Intelligence | The Official Platform of the UAE Government.\u201d&nbsp;<a href=\"https:\/\/u.ae\/en\/about-the-uae\/strategies-initiatives-and-awards\/strategies-plans-and-visions\/government-services-and-digital-transformation\/uae-strategy-for-artificial-intelligence\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/u.ae\/en\/about-the-uae\/strategies-initiatives-and-awards\/strategies-plans-and-visions\/government-services-and-digital-transformation\/uae-strategy-for-artificial-intelligence<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:15\"} -->\n<p id=\"fn:15\"><a href=\"#r14-15\">[15]<\/a> \u201c2025 Edelman Trust&nbsp;Barometer_Insights&nbsp;Technology Sector_FINAL.pdf.\u201d&nbsp;<a href=\"https:\/\/www.edelman.com\/sites\/g\/files\/aatuss191\/files\/2025-02\/2025%20Edelman%20Trust%20Barometer_Insights%20Technology%20Sector_FINAL.pdf#page=5.00\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.edelman.com\/sites\/g\/files\/aatuss191\/files\/2025-02\/2025%20Edelman%20Trust%20Barometer_Insights%20Technology%20Sector_FINAL.pdf#page=5.00<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:16\"} -->\n<p id=\"fn:16\"><a href=\"#r16-17\">[16]<\/a> \u201cRegulatory sandboxes in the UAE | The Official Platform of the UAE Government.\u201d&nbsp;<a href=\"https:\/\/u.ae\/fi\/about-the-uae\/digital-uae\/regulatory-framework\/regulatory-sandboxes-in-the-uae\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/u.ae\/fi\/about-the-uae\/digital-uae\/regulatory-framework\/regulatory-sandboxes-in-the-uae<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:17\"} -->\n<p id=\"fn:17\"><a href=\"#r16-17\">[17]<\/a> \u201cGolden visa | The Official Platform of the UAE Government.\u201d&nbsp;<a href=\"https:\/\/u.ae\/pt\/information-and-services\/visa-and-emirates-id\/residence-visas\/golden-visa\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/u.ae\/pt\/information-and-services\/visa-and-emirates-id\/residence-visas\/golden-visa<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:18\"} -->\n<p id=\"fn:18\"><a href=\"#r18\">[18]<\/a> \u201cA look under the hood of DeepSeek\u2019s AI models doesn\u2019t provide all the answers.\u201d&nbsp;&nbsp;<a href=\"https:\/\/www.sciencenews.org\/article\/ai-model-deepseek-answers-training\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.sciencenews.org\/article\/ai-model-deepseek-answers-training<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:19\"} -->\n<p id=\"fn:19\"><a href=\"#r19-21\">[19]<\/a>&nbsp; \u201cDeepSeek vs ChatGPT: Which LLM is Better?\u201d&nbsp;<a href=\"https:\/\/explodingtopics.com\/blog\/deepseek-vs-chatgpt\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/explodingtopics.com\/blog\/deepseek-vs-chatgpt<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"anchor\":\"fn:20\"} -->\n<p id=\"fn:20\"><a href=\"#r19-21\">[20]<\/a> \u201cChina\u2019s DeepSeek Is Beating Out OpenAI and Google in Africa,\u201d&nbsp;Bloomberg.&nbsp;<a href=\"https:\/\/www.bloomberg.com\/news\/features\/2025-10-22\/china-s-deepseek-pushes-into-africa-making-ai-accessible-to-millions\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.bloomberg.com\/news\/features\/2025-10-22\/china-s-deepseek-pushes-into-africa-making-ai-accessible-to-millions<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"placeholder\":\"Add content to this area...\",\"anchor\":\"fn:21\"} -->\n<p id=\"fn:21\"><a href=\"#r19-21\">[21]<\/a> \u201cDeepSeek R1: Implications of a New AI Era for Africa,\u201d Carnegie Endowment for International Peace.&nbsp;&nbsp;<a href=\"https:\/\/carnegieendowment.org\/posts\/2025\/03\/deepseek-ai-implications-africa?lang=en\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/carnegieendowment.org\/posts\/2025\/03\/deepseek-ai-implications-africa?lang=en<\/a>&nbsp;&nbsp;<\/p>\n<!-- \/wp:paragraph -->","_microsoft_post_content_prefix_content":"<!-- wp:columns -->\n<div class=\"wp-block-columns\"><!-- wp:column -->\n<div class=\"wp-block-column\"><!-- wp:image {\"sizeSlug\":\"full\",\"linkDestination\":\"none\"} -->\n<figure class=\"wp-block-image size-full\"><img src=\"\/wp-content\/themes\/microsoft-cela\/dist\/images\/ai-economy-institute-team-logo.png\" alt=\"Microsoft - AI Economy Institute\" \/><\/figure>\n<!-- \/wp:image --><\/div>\n<!-- \/wp:column -->\n\n<!-- wp:column -->\n<div class=\"wp-block-column\"><!-- wp:post-date {\"textAlign\":\"right\",\"format\":\"M j, Y\",\"metadata\":{\"bindings\":{\"datetime\":{\"source\":\"core\/post-data\",\"args\":{\"field\":\"date\"}}}}} \/--><\/div>\n<!-- \/wp:column --><\/div>\n<!-- \/wp:columns -->","_microsoft_post_content_suffix_content":"<!-- wp:paragraph {\"placeholder\":\"Add content to this area...\"} -->\n<p><\/p>\n<!-- \/wp:paragraph -->","_microsoft_author-bio_content":"","_microsoft_responsive_featured_images":[],"_microsoft_use_source_image":false,"_microsoft_color_scheme":"default","footnotes":""},"topic":[52],"class_list":["post-4558","reports","type-reports","status-publish","has-post-thumbnail","hentry","topic-responsible-ai"],"yoast_head":"<!-- This site is optimized with the Yoast 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