{"id":25426,"date":"2026-06-09T17:52:05","date_gmt":"2026-06-09T10:52:05","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=25426"},"modified":"2026-06-11T10:37:12","modified_gmt":"2026-06-11T03:37:12","slug":"recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/","title":{"rendered":"[Recap] Chuy\u1ec3n h\u00f3a d\u1eef li\u1ec7u th\u00e0nh Agentic AI: Ch\u00eca kh\u00f3a ti\u1ebfp c\u1eadn m\u00f4 h\u00ecnh Agentic Enterprise cho doanh nghi\u1ec7p"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">V\u00e0o ng\u00e0y 04\/06\/2026, t\u1ea1i H\u00e0 N\u1ed9i, s\u1ef1 ki\u1ec7n \u201c<\/span><b>T\u1eeb D\u1eef Li\u1ec7u \u0110\u1ebfn Agentic AI \u2013 H\u00e0nh Tr\u00ecnh \u0110\u1ed5i M\u1edbi Trong Doanh Nghi\u1ec7p<\/b><span style=\"font-weight: 400;\">\u201d do Gimasys v\u00e0 Google Cloud \u0111\u1ed3ng t\u1ed5 ch\u1ee9c \u0111\u00e3 di\u1ec5n ra th\u00e0nh c\u00f4ng. Thu h\u00fat s\u1ef1 tham gia c\u1ee7a c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o v\u00e0 chuy\u00ean gia c\u00f4ng ngh\u1ec7, s\u1ef1 ki\u1ec7n \u0111\u00e3 ph\u00e1c h\u1ecda l\u1ed9 tr\u00ecnh chuy\u1ec3n d\u1ecbch th\u1ef1c t\u1ebf t\u1eeb h\u1ea1 t\u1ea7ng \u0111\u1ecbnh h\u01b0\u1edbng d\u1eef li\u1ec7u sang n\u1ec1n t\u1ea3ng Agentic AI. Th\u00f4ng qua \u0111\u00f3, ch\u01b0\u01a1ng tr\u00ecnh mang \u0111\u1ebfn nh\u1eefng g\u00f3c nh\u00ecn chuy\u00ean s\u00e2u nh\u1eb1m gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n t\u1ed1i \u01b0u h\u00f3a th\u00f4ng qua vi\u1ec7c <\/span><b>\u1ee9ng d\u1ee5ng AI trong v\u1eadn h\u00e0nh<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/#1_Tam_nhin_chien_luoc_Phat_trien_tu_GenAI_den_Agentic_AI_danh_cho_doanh_nghiep\" >1. T\u1ea7m nh\u00ecn chi\u1ebfn l\u01b0\u1ee3c: Ph\u00e1t tri\u1ec3n t\u1eeb GenAI \u0111\u1ebfn Agentic AI d\u00e0nh cho doanh nghi\u1ec7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/#2_Dinh_hinh_chien_luoc_Buoc_chay_da_hoan_hao_tien_toi_Agentic_Enterprise\" >2. \u0110\u1ecbnh h\u00ecnh chi\u1ebfn l\u01b0\u1ee3c: B\u01b0\u1edbc ch\u1ea1y \u0111\u00e0 ho\u00e0n h\u1ea3o ti\u1ebfn t\u1edbi Agentic Enterprise<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/#3_Bai_hoc_thuc_te_Kinh_nghiem_ung_dung_AI_trong_van_hanh_thuc_tien\" >3. B\u00e0i h\u1ecdc th\u1ef1c t\u1ebf: Kinh nghi\u1ec7m \u1ee9ng d\u1ee5ng AI trong v\u1eadn h\u00e0nh th\u1ef1c ti\u1ec5n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/#4_Gimasys_%E2%80%93_Doi_tac_kien_tao_ha_tang_va_tich_hop_he_sinh_thai_so_toan_dien\" >4. Gimasys \u2013 \u0110\u1ed1i t\u00e1c ki\u1ebfn t\u1ea1o h\u1ea1 t\u1ea7ng v\u00e0 t\u00edch h\u1ee3p h\u1ec7 sinh th\u00e1i s\u1ed1 to\u00e0n di\u1ec7n\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1_Tam_nhin_chien_luoc_Phat_trien_tu_GenAI_den_Agentic_AI_danh_cho_doanh_nghiep\"><\/span><b>1. T\u1ea7m nh\u00ecn chi\u1ebfn l\u01b0\u1ee3c: Ph\u00e1t tri\u1ec3n t\u1eeb GenAI \u0111\u1ebfn Agentic AI d\u00e0nh cho doanh nghi\u1ec7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">M\u1edf \u0111\u1ea7u s\u1ef1 ki\u1ec7n, c\u00e1c chuy\u00ean gia t\u1eeb Google Cloud v\u00e0 Gimasys \u0111\u00e3 m\u00f4 t\u1ea3 s\u1ef1 d\u1ecbch chuy\u1ec3n c\u1ed1t l\u00f5i c\u1ee7a k\u1ef7 nguy\u00ean c\u00f4ng ngh\u1ec7 m\u1edbi. N\u0103m 2026, kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf c\u00e1c m\u00f4 h\u00ecnh AI t\u1ea1o sinh th\u1ee5 \u0111\u1ed9ng ch\u1ec9 tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi m\u00e0 c\u00f2n \u0111\u00e1nh d\u1ea5u c\u1ed9t m\u1ed1c v\u1ec1 s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a <\/span><b>Agentic<\/b> <b>AI<\/b><span style=\"font-weight: 400;\">. \u0110i\u1ec3m kh\u00e1c bi\u1ec7t c\u1ee7a th\u1ebf h\u1ec7 AI n\u00e0y n\u1eb1m \u1edf n\u0103ng l\u1ef1c t\u1ef1 ch\u1ee7 \u2013 kh\u1ea3 n\u0103ng t\u1ef1 l\u00ean k\u1ebf ho\u1ea1ch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh k\u1ecbp th\u1eddi d\u1ef1a tr\u00ean lu\u1ed3ng d\u1eef li\u1ec7u. Vi\u1ec7c giao ph\u00f3 c\u00e1c quy tr\u00ecnh l\u1eb7p l\u1ea1i cho AI Agent gi\u00fap doanh nghi\u1ec7p \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c, ti\u1ebft ki\u1ec7m ngu\u1ed3n l\u1ef1c v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 v\u1eadn h\u00e0nh m\u1ed9t c\u00e1ch linh ho\u1ea1t.\u00a0<\/span><\/p>\n<p style=\"text-align: center;\"><i><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/attachment\/dsc00114\/\" rel=\"attachment wp-att-25427\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-25427\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00114-scaled.jpg\" alt=\"Agentic Enterprise - K\u1ef7 nguy\u00ean AI\" width=\"800\" height=\"533\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00114-scaled.jpg 2560w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00114-768x512.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00114-391x260.jpg 391w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00114-1536x1024.jpg 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00114-2048x1365.jpg 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00114-18x12.jpg 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a>Anh \u0110\u1ee9c L\u01b0u chia s\u1ebb v\u1ec1 5 xu h\u01b0\u1edbng \u1ee9ng d\u1ee5ng Agentic AI trong k\u1ef7 nguy\u00ean m\u1edbi<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch s\u00e2u h\u01a1n v\u1ec1 xu h\u01b0\u1edbng n\u00e0y, <\/span><b>anh \u0110\u1ee9c L\u01b0u &#8211; Google Cloud Account Manager t\u1ea1i Gimasys<\/b><span style=\"font-weight: 400;\"> &#8211; \u0111\u00e3 ch\u1ec9 ra 5 thay \u0111\u1ed5i l\u1edbn s\u1ebd \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u1ea5u tr\u00fac doanh nghi\u1ec7p:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Agent cho m\u1ecdi nh\u00e2n vi\u00ean (Employee):<\/b><span style=\"font-weight: 400;\"> M\u1ed7i nh\u00e2n vi\u00ean s\u1ebd l\u00e0m vi\u1ec7c c\u00f9ng m\u1ed9t \u0111\u1ed9i ng\u0169 AI Agent chuy\u00ean bi\u1ec7t. Khi AI \u0111\u1ea3m nhi\u1ec7m c\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p l\u1ea1i v\u00e0 t\u00e1c v\u1ee5 v\u1eadn h\u00e0nh, con ng\u01b0\u1eddi s\u1ebd t\u1eadp trung v\u00e0o \u0111\u1ecbnh h\u01b0\u1edbng m\u1ee5c ti\u00eau, gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra v\u00e0 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh mang l\u1ea1i gi\u00e1 tr\u1ecb chi\u1ebfn l\u01b0\u1ee3c cao h\u01a1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Agent cho m\u1ecdi quy tr\u00ecnh (Workflow):<\/b><span style=\"font-weight: 400;\"> X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a th\u00f4ng qua s\u1ef1 ph\u1ed1i h\u1ee3p \u0111a t\u00e1c nh\u00e2n (Multi-Agent). S\u1ee9c m\u1ea1nh n\u00e0y \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh d\u1ef1a tr\u00ean c\u00e1c giao th\u1ee9c k\u1ebft n\u1ed1i d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp v\u00e0o h\u1ec7 th\u1ed1ng (MCP) v\u00e0 th\u1ef1c thi h\u00e0nh \u0111\u1ed9ng giao d\u1ecbch an to\u00e0n (AP2).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Agent ph\u1ee5c v\u1ee5 kh\u00e1ch h\u00e0ng (Customer):<\/b><span style=\"font-weight: 400;\"> Thay th\u1ebf c\u00e1c chatbot th\u1ee5 \u0111\u1ed9ng b\u1eb1ng h\u1ec7 th\u1ed1ng ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng ch\u1ee7 \u0111\u1ed9ng. AI Agent t\u1ef1 \u0111\u1ed9ng gi\u00e1m s\u00e1t r\u1ee7i ro, d\u1ef1 b\u00e1o c\u00e1c s\u1ef1 c\u1ed1 nh\u01b0 ch\u1eadm tr\u1ec5 chu\u1ed7i cung \u1ee9ng v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p k\u1ecbp th\u1eddi cho kh\u00e1ch h\u00e0ng tr\u01b0\u1edbc khi v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI Agent b\u1ea3o m\u1eadt ch\u1ee7 \u0111\u1ed9ng (Security):<\/b><span style=\"font-weight: 400;\">Trong m\u00f4 h\u00ecnh SOC t\u01b0\u01a1ng lai, AI s\u1ebd tr\u1edf th\u00e0nh l\u1edbp ph\u00e2n t\u00edch v\u00e0 ph\u1ea3n \u1ee9ng \u0111\u1ea7u ti\u00ean, gi\u00fap s\u00e0ng l\u1ecdc c\u1ea3nh b\u00e1o, \u0111i\u1ec1u tra s\u1ef1 c\u1ed1 v\u00e0 ph\u00e1t hi\u1ec7n nguy c\u01a1 ti\u1ec1m \u1ea9n. Nh\u1edd \u0111\u00f3, c\u00e1c k\u1ef9 s\u01b0 b\u1ea3o m\u1eadt c\u00f3 th\u1ec3 d\u00e0nh nhi\u1ec1u th\u1eddi gian h\u01a1n \u0111\u1ec3 thi\u1ebft k\u1ebf v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c b\u1ea3o v\u1ec7 h\u1ec7 th\u1ed1ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u00e2ng cao n\u0103ng l\u1ef1c v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 (Scale):<\/b><span style=\"font-weight: 400;\"> \u0110\u1ec3 h\u1ec7 th\u1ed1ng AI v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3, doanh nghi\u1ec7p c\u1ea7n \u0111\u1ea7u t\u01b0 n\u00e2ng c\u1ea5p k\u1ef9 n\u0103ng nh\u00e2n s\u1ef1 (Upskilling), chuy\u1ec3n \u0111\u1ed5i ph\u01b0\u01a1ng ph\u00e1p t\u1eeb l\u00e0m vi\u1ec7c d\u1ef1a tr\u00ean c\u1ea3m t\u00ednh v\u00e0 kinh nghi\u1ec7m sang l\u00e0m vi\u1ec7c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch c\u00f3 c\u01a1 s\u1edf.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Nh\u1eefng l\u1ee3i \u00edch tr\u00ean \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh b\u1eb1ng c\u00e1c ch\u1ec9 s\u1ed1 t\u0103ng tr\u01b0\u1edfng \u0111\u01b0\u1ee3c kh\u1ea3o s\u00e1t th\u1ef1c t\u1ebf b\u1edfi Google Cloud &amp; National Research Group. V\u1ec1 m\u1eb7t v\u1eadn h\u00e0nh n\u1ed9i b\u1ed9, 75% l\u00e3nh \u0111\u1ea1o ghi nh\u1eadn s\u1ef1 c\u1ea3i thi\u1ec7n r\u00f5 r\u1ec7t v\u1ec1 n\u0103ng su\u1ea5t v\u00e0 53% \u0111\u00e1nh gi\u00e1 cao s\u1ef1 gia t\u0103ng n\u0103ng l\u1ef1c b\u1ea3o m\u1eadt. \u1ede kh\u00eda c\u1ea1nh kinh doanh, c\u00f4ng ngh\u1ec7 n\u00e0y g\u00f3p ph\u1ea7n th\u00fac \u0111\u1ea9y t\u0103ng tr\u01b0\u1edfng doanh thu 60% th\u00f4ng qua vi\u1ec7c n\u00e2ng c\u1ea5p tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng (64%) v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb (58%).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u00f9 v\u1eady, qu\u00e1 tr\u00ecnh \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf v\u1eabn v\u1ea5p ph\u1ea3i r\u00e0o c\u1ea3n l\u1edbn do s\u1ef1 ph\u00e2n m\u1ea3nh c\u1ee7a h\u1ec7 th\u1ed1ng IT truy\u1ec1n th\u1ed1ng. Nhi\u1ec1u doanh nghi\u1ec7p tuy nh\u1ea1y b\u00e9n trong vi\u1ec7c n\u1eafm b\u1eaft xu h\u01b0\u1edbng nh\u01b0ng l\u1ea1i g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c k\u1ebft n\u1ed1i d\u1eef li\u1ec7u, khi\u1ebfn AI kh\u00f4ng th\u1ec3 v\u1eadn h\u00e0nh t\u1ef1 ch\u1ee7 v\u00e0 t\u1ea1o ra gi\u00e1 tr\u1ecb kinh doanh c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n n\u00e0y, c\u00e1c chuy\u00ean gia Gimasys \u0111\u1ec1 xu\u1ea5t doanh nghi\u1ec7p c\u1ea7n x\u00e2y d\u1ef1ng m\u1ed9t ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u h\u1ee3p nh\u1ea5t xoay quanh 3 n\u0103ng l\u1ef1c c\u1ed1t l\u00f5i:\u00a0<\/span><\/p>\n<p style=\"text-align: center;\"><b>T\u00ecm ki\u1ebfm (Find) \u2013 Th\u1ea5u hi\u1ec3u (Understand) \u2013 H\u00e0nh \u0111\u1ed9ng (Act)<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1eaft \u0111\u1ea7u b\u1eb1ng n\u0103ng l\u1ef1c <\/span><b>search<\/b><span style=\"font-weight: 400;\"> \u0111a ph\u01b0\u01a1ng th\u1ee9c, AI t\u1ef1 \u0111\u1ed9ng ph\u00e2n lo\u1ea1i kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin ch\u00ednh x\u00e1c theo th\u1eddi gian th\u1ef1c thay v\u00ec tra c\u1ee9u th\u1ee7 c\u00f4ng. T\u1eeb n\u1ec1n t\u1ea3ng th\u00f4ng tin \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh, h\u1ec7 th\u1ed1ng ti\u1ebfn t\u1edbi b\u01b0\u1edbc <\/span><b>th\u1ea5u hi\u1ec3u<\/b><span style=\"font-weight: 400;\">. L\u00fac n\u00e0y, AI Agent\u00a0 tr\u00edch xu\u1ea5t c\u00e1c insight c\u1ed1t l\u00f5i b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac. Kh\u1ea3 n\u0103ng t\u1ed5ng h\u1ee3p n\u00e0y gi\u00fap doanh nghi\u1ec7p x\u00f3a b\u1ecf c\u00e1c m\u1ea3nh d\u1eef li\u1ec7u r\u1eddi r\u1ea1c, h\u1ee3p nh\u1ea5t th\u00f4ng tin ph\u00e2n m\u1ea3nh th\u00e0nh m\u1ed9t b\u1ee9c tranh to\u00e0n c\u1ea3nh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cu\u1ed1i c\u00f9ng, gi\u00e1 tr\u1ecb \u0111\u1ea7u t\u01b0 c\u00f4ng ngh\u1ec7 ch\u1ec9 th\u1ef1c s\u1ef1 \u0111\u01b0\u1ee3c ch\u1ee9ng minh \u1edf n\u0103ng l\u1ef1c <\/span><b>h\u00e0nh \u0111\u1ed9ng<\/b><span style=\"font-weight: 400;\">. Khi c\u00e1c insight \u0111\u01b0\u1ee3c nh\u00fang tr\u1ef1c ti\u1ebfp v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c, Agentic AI s\u1ebd t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u00e0 th\u1ef1c thi c\u00e1c t\u00e1c v\u1ee5. Chu\u1ed7i li\u00ean k\u1ebft ch\u1eb7t ch\u1ebd t\u1eeb vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4 t\u1edbi c\u00e1c h\u00e0nh \u0111\u1ed9ng th\u1ef1c ti\u1ec5n n\u00e0y gi\u00fap doanh nghi\u1ec7p lo\u1ea1i b\u1ecf \u0111\u1ed9 tr\u1ec5 trong v\u1eadn h\u00e0nh v\u00e0 ch\u1ee7 \u0111\u1ed9ng t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_Dinh_hinh_chien_luoc_Buoc_chay_da_hoan_hao_tien_toi_Agentic_Enterprise\"><\/span><b>2. \u0110\u1ecbnh h\u00ecnh chi\u1ebfn l\u01b0\u1ee3c: B\u01b0\u1edbc ch\u1ea1y \u0111\u00e0 ho\u00e0n h\u1ea3o ti\u1ebfn t\u1edbi Agentic Enterprise<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Nh\u1eadn th\u1ee9c \u0111\u01b0\u1ee3c nh\u1eefng gi\u00e1 tr\u1ecb v\u01b0\u1ee3t tr\u1ed9i, c\u00e2u h\u1ecfi \u0111\u1eb7t ra cho ban l\u00e3nh \u0111\u1ea1o l\u00e0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 b\u1eaft \u0111\u1ea7u qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i m\u1ed9t c\u00e1ch an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3. D\u1eabn d\u1eaft v\u1ea5n \u0111\u1ec1 n\u00e0y, <\/span><b>anh \u0110\u1ee9c L\u01b0u <\/b><span style=\"font-weight: 400;\">\u0111\u00e3 nh\u1ea5n m\u1ea1nh 3 \u01b0u ti\u00ean h\u00e0nh \u0111\u1ed9ng c\u1ea5p b\u00e1ch \u0111\u1ec3 hi\u1ec7n th\u1ef1c h\u00f3a t\u1ea7m nh\u00ecn <\/span><b>Agentic Enterprise<\/b><span style=\"font-weight: 400;\">:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ea7m nh\u00ecn &amp; L\u00e3nh \u0111\u1ea1o:<\/b><span style=\"font-weight: 400;\"> X\u00e2y d\u1ef1ng m\u1ed9t t\u1ea7m nh\u00ecn \u1ee9ng d\u1ee5ng AI nh\u1ea5t qu\u00e1n v\u00e0 thi\u1ebft l\u1eadp m\u00f4 h\u00ecnh l\u00e3nh \u0111\u1ea1o \u0111a ch\u1ee9c n\u0103ng (Cross-functional) nh\u1eb1m \u0111\u1ea3m b\u1ea3o s\u1ef1 \u0111\u1ed3ng thu\u1eadn chi\u1ebfn l\u01b0\u1ee3c v\u00e0 xuy\u00ean su\u1ed1t gi\u1eefa c\u00e1c ph\u00f2ng ban.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u1eaft \u0111\u1ea7u nh\u1ecf, m\u1edf r\u1ed9ng nhanh:<\/b><span style=\"font-weight: 400;\"> Th\u00e0nh c\u00f4ng c\u1ee7a chuy\u1ec3n \u0111\u1ed5i kh\u00f4ng \u0111\u1ebfn t\u1eeb nh\u1eefng d\u1ef1 \u00e1n quy m\u00f4 l\u1edbn ngay t\u1eeb \u0111\u1ea7u, m\u00e0 t\u1eeb c\u00e1c b\u01b0\u1edbc \u0111i nh\u1ecf nh\u01b0ng t\u1ea1o ra k\u1ebft qu\u1ea3 r\u00f5 r\u00e0ng. H\u00e3y b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t use case tr\u1ecdng \u0111i\u1ec3m, tri\u1ec3n khai th\u1eed nghi\u1ec7m tr\u00ean quy m\u00f4 gi\u1edbi h\u1ea1n \u0111\u1ec3 \u0111o l\u01b0\u1eddng t\u00e1c \u0111\u1ed9ng th\u1ef1c t\u1ebf, t\u1eeb \u0111\u00f3 x\u00e2y d\u1ef1ng ni\u1ec1m tin v\u00e0 m\u1edf r\u1ed9ng m\u1ed9t c\u00e1ch c\u00f3 ki\u1ec3m so\u00e1t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Qu\u1ea3n tr\u1ecb &amp; C\u1ea3i ti\u1ebfn:<\/b><span style=\"font-weight: 400;\"> Thi\u1ebft l\u1eadp m\u1ed9t khung qu\u1ea3n tr\u1ecb minh b\u1ea1ch, x\u00e1c \u0111\u1ecbnh r\u00f5 c\u00e1c ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng th\u00e0nh c\u00f4ng (metrics) c\u1ed1t l\u00f5i v\u00e0 x\u00e2y d\u1ef1ng v\u00f2ng l\u1eb7p ph\u1ea3n h\u1ed3i \u0111\u1ec3 h\u1ec7 th\u1ed1ng li\u00ean t\u1ee5c h\u1ecdc h\u1ecfi v\u00e0 t\u1ef1 t\u1ed1i \u01b0u h\u00f3a ngay t\u1eeb ng\u00e0y \u0111\u1ea7u ti\u00ean.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh ti\u1ebfn h\u00f3a t\u1eeb qu\u1ea3n tr\u1ecb truy\u1ec1n th\u1ed1ng l\u00ean m\u00f4 h\u00ecnh <\/span><b>Agentic Enterprise<\/b><span style=\"font-weight: 400;\"> kh\u00f4ng \u0111\u01a1n thu\u1ea7n l\u00e0 c\u00e2u chuy\u1ec7n mua s\u1eafm ph\u1ea7n m\u1ec1m, m\u00e0 l\u00e0 m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c t\u00e1i c\u1ea5u tr\u00fac to\u00e0n di\u1ec7n t\u1eeb vi\u1ec7c chu\u1ea9n b\u1ecb nh\u00e2n s\u1ef1, thi\u1ebft l\u1eadp t\u1ea7m nh\u00ecn, l\u1ef1a ch\u1ecdn b\u00e0i to\u00e1n \u1ee9ng d\u1ee5ng, cho \u0111\u1ebfn t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh, chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o ra k\u1ebft qu\u1ea3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c v\u00e0 \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/attachment\/screenshot_5-6-2026_73258_\/\" rel=\"attachment wp-att-25429\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-25429\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Screenshot_5-6-2026_73258_.jpeg\" alt=\"\" width=\"800\" height=\"449\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Screenshot_5-6-2026_73258_.jpeg 1199w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Screenshot_5-6-2026_73258_-768x431.jpeg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Screenshot_5-6-2026_73258_-18x10.jpeg 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/span><\/p>\n<p><span style=\"font-weight: 400;\">K\u1ebf th\u1eeba h\u01a1n 22 n\u0103m kinh nghi\u1ec7m th\u1ef1c chi\u1ebfn, Gimasys cung c\u1ea5p b\u1ed9 khung \u0111\u1ecbnh v\u1ecb n\u0103ng l\u1ef1c to\u00e0n di\u1ec7n, gi\u00fap doanh nghi\u1ec7p x\u00e1c \u0111\u1ecbnh m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh, \u01b0u ti\u00ean c\u00e1c s\u00e1ng ki\u1ebfn tr\u1ecdng \u0111i\u1ec3m v\u00e0 x\u00e2y d\u1ef1ng l\u1ed9 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau t\u0103ng tr\u01b0\u1edfng.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00f4 h\u00ecnh Tr\u01b0\u1edfng th\u00e0nh AI (AI Maturity Model):<\/b><span style=\"font-weight: 400;\"> Ph\u00e1c th\u1ea3o l\u1ed9 tr\u00ecnh t\u1eeb vi\u1ec7c \u1ee9ng d\u1ee5ng AI cho c\u00e1c t\u00e1c v\u1ee5 \u0111\u01a1n l\u1ebb, m\u1edf r\u1ed9ng sang t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh li\u00ean ph\u00f2ng ban, v\u00e0 ti\u1ebfn t\u1edbi qu\u1ea3n l\u00fd m\u1ed9t h\u1ec7 sinh th\u00e1i \u0111a t\u00e1c nh\u00e2n to\u00e0n di\u1ec7n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>4 Tr\u1ee5 c\u1ed9t Chi\u1ebfn l\u01b0\u1ee3c:<\/b><span style=\"font-weight: 400;\"> \u0110\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n m\u00f3ng v\u1eefng ch\u1eafc g\u1ed3m: m\u1ee5c ti\u00eau chi\u1ebfn l\u01b0\u1ee3c th\u1ed1ng nh\u1ea5t, t\u00ednh s\u1eb5n s\u00e0ng c\u1ee7a d\u1eef li\u1ec7u, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ee7a h\u1ea1 t\u1ea7ng c\u00f4ng ngh\u1ec7 v\u00e0 c\u01a1 ch\u1ebf gi\u00e1m s\u00e1t ch\u1eb7t ch\u1ebd.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Khung nh\u00e2n s\u1ef1 4Rs: <\/b><span style=\"font-weight: 400;\">\u0110\u1eb7t con ng\u01b0\u1eddi l\u00e0m trung t\u00e2m c\u1ee7a s\u1ef1 thay \u0111\u1ed5i th\u00f4ng qua vi\u1ec7c: t\u00e1i thi\u1ebft k\u1ebf c\u00f4ng vi\u1ec7c (Redesign), \u0111\u00e0o t\u1ea1o k\u1ef9 n\u0103ng m\u1edbi (Reskill), ph\u00e2n b\u1ed5 l\u1ea1i ngu\u1ed3n l\u1ef1c (Redeploy) v\u00e0 c\u00e2n b\u1eb1ng gi\u1eefa lao \u0111\u1ed9ng s\u1ed1 v\u00e0 con ng\u01b0\u1eddi (Rebalance).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">N\u1eafm b\u1eaft b\u1ed9 khung qu\u1ea3n tr\u1ecb n\u00e0y ch\u00ednh l\u00e0 ch\u00eca kh\u00f3a gi\u00fap t\u1ed5 ch\u1ee9c ki\u1ebfn t\u1ea1o l\u1ee3i th\u1ebf c\u1ea1nh tranh b\u1ec1n v\u1eefng trong k\u1ef7 nguy\u00ean s\u1ed1.\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Bai_hoc_thuc_te_Kinh_nghiem_ung_dung_AI_trong_van_hanh_thuc_tien\"><\/span><b>3. B\u00e0i h\u1ecdc th\u1ef1c t\u1ebf: Kinh nghi\u1ec7m \u1ee9ng d\u1ee5ng AI trong v\u1eadn h\u00e0nh th\u1ef1c ti\u1ec5n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 l\u00e0m r\u00f5 h\u01a1n t\u00ednh kh\u1ea3 thi c\u1ee7a c\u00e1c khung l\u00fd thuy\u1ebft, s\u1ef1 ki\u1ec7n \u0111\u00e3 mang \u0111\u1ebfn nh\u1eefng c\u00e2u chuy\u1ec7n th\u1ef1c chi\u1ebfn t\u1eeb 2 doanh nghi\u1ec7p ti\u00ean phong: Elmich Vi\u1ec7t Nam v\u00e0 DLS Inc.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/attachment\/dsc00153\/\" rel=\"attachment wp-att-25430\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-25430\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00153-scaled.jpg\" alt=\"\" width=\"800\" height=\"533\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00153-scaled.jpg 2560w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00153-768x512.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00153-391x260.jpg 391w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00153-1536x1024.jpg 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00153-2048x1365.jpg 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00153-18x12.jpg 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/span><\/p>\n<p><span style=\"font-weight: 400;\">Chia s\u1ebb t\u1eeb g\u00f3c nh\u00ecn c\u1ee7a ng\u00e0nh gia d\u1ee5ng,<\/span><b> anh Ng\u1ecdc \u0110\u1ed7 &#8211; Head of ICT, Elmich Vi\u1ec7t Nam &#8211;<\/b><span style=\"font-weight: 400;\"> \u0111\u00e3 \u0111i\u1ec3m l\u1ea1i qu\u00e1 tr\u00ecnh th\u00e1o g\u1ee1 kh\u00f3 kh\u0103n khi h\u1ec7 th\u1ed1ng IT c\u0169 ch\u01b0a s\u1eb5n s\u00e0ng cho c\u00f4ng ngh\u1ec7 m\u1edbi. \u0110i\u1ec3m s\u00e1ng c\u1ee7a Elmich l\u00e0 vi\u1ec7c x\u00e2y d\u1ef1ng v\u0103n h\u00f3a &#8220;AI First&#8221; th\u00f4ng qua c\u00e1c ho\u1ea1t \u0111\u1ed9ng \u0111\u00e0o t\u1ea1o n\u1ed9i b\u1ed9, thay v\u00ec \u00e1p \u0111\u1eb7t c\u00f4ng c\u1ee5 t\u1eeb tr\u00ean xu\u1ed1ng. S\u1ef1 thay \u0111\u1ed5i l\u1edbn nh\u1ea5t \u0111\u1ebfn t\u1eeb vi\u1ec7c doanh nghi\u1ec7p chu\u1ea9n h\u00f3a quy tr\u00ecnh giao ti\u1ebfp v\u1edbi AI. T\u1eeb vi\u1ec7c d\u00f9ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean g\u00e2y thi\u1ebfu nh\u1ea5t qu\u00e1n, Elmich \u0111\u00e3 chuy\u00ean m\u00f4n h\u00f3a k\u1ef9 n\u0103ng vi\u1ebft c\u00e2u l\u1ec7nh (Prompt) v\u00e0 thi\u1ebft l\u1eadp v\u00f2ng l\u1eb7p <\/span><b>Th\u1eed nghi\u1ec7m \u2013 \u0110\u00e1nh gi\u00e1 \u2013 Ch\u1ec9nh s\u1eeda<\/b><span style=\"font-weight: 400;\">. K\u1ebft qu\u1ea3 l\u00e0 s\u1ef1 ti\u1ebft ki\u1ec7m th\u1eddi gian \u0111\u00e1ng k\u1ec3 v\u00e0 kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t tri\u1ec7t \u0111\u1ec3 \u0111\u1ed9 l\u1ec7ch chu\u1ea9n khi <\/span><b>\u1ee9ng d\u1ee5ng AI trong v\u1eadn h\u00e0nh<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u1eeb l\u0129nh v\u1ef1c th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed xuy\u00ean bi\u00ean gi\u1edbi (Cross-border E-commerce) v\u00e0 Print-on-Demand, <\/span><b>anh Quang Anh &#8211; CTO, DLS Inc. &#8211;<\/b><span style=\"font-weight: 400;\"> l\u1ea1i mang \u0111\u1ebfn b\u00e0i to\u00e1n v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c. \u0110\u1ea7u n\u0103m 2026, AI th\u1ebf h\u1ec7 c\u0169 kh\u00f4ng th\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m ph\u1ee9c t\u1ea1p c\u1ee7a DLS, d\u1eabn \u0111\u1ebfn nguy c\u01a1 sai s\u00f3t v\u00e0 b\u1ed3i th\u01b0\u1eddng l\u1edbn trong kh\u00e2u x\u1eed l\u00fd \u0111\u01a1n h\u00e0ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/attachment\/dsc00189\/\" rel=\"attachment wp-att-25431\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-25431\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00189-scaled.jpg\" alt=\"\" width=\"800\" height=\"533\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00189-scaled.jpg 2560w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00189-768x512.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00189-391x260.jpg 391w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00189-1536x1024.jpg 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00189-2048x1365.jpg 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00189-18x12.jpg 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/span><\/p>\n<p><span style=\"font-weight: 400;\">Anh Quang Anh nh\u1eadn \u0111\u1ecbnh: &#8220;AI ho\u00e0n to\u00e0n kh\u00f4ng c\u00f3 tri th\u1ee9c v\u1ec1 \u0111\u1eb7c th\u00f9 c\u1ee7a doanh nghi\u1ec7p&#8221;. \u0110\u1ec3 kh\u1eafc ph\u1ee5c, DLS Inc. hi\u1ec3u r\u1eb1ng m\u1ed9t m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (nh\u01b0 Gemini) v\u1eabn ch\u01b0a \u0111\u1ee7. H\u1ec7 th\u1ed1ng c\u1ea7n \u0111\u01b0\u1ee3c cung c\u1ea5p th\u00eam 3 y\u1ebfu t\u1ed1: tri th\u1ee9c doanh nghi\u1ec7p (c\u1ea5u tr\u00fac v\u00e0 chu\u1ea9n h\u00f3a theo th\u1eddi gian th\u1ef1c), k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n s\u00e2u v\u00e0 m\u00f4i tr\u01b0\u1eddng th\u1ef1c thi l\u1ec7nh. S\u1ef1 b\u1ed5 sung n\u00e0y gi\u00fap AI Agent c\u1ee7a DLS t\u1ef1 tin x\u00e2y d\u1ef1ng c\u00e1c framework t\u00e1c v\u1ee5 chi ti\u1ebft, \u0111\u1ea1t t\u1ef7 l\u1ec7 59\/60 c\u00e2u tr\u1ea3 l\u1eddi xu\u1ea5t s\u1eafc trong c\u00e1c b\u00e0i ki\u1ec3m tra n\u1ed9i b\u1ed9. D\u00f9 v\u1eady, anh c\u0169ng nh\u1ea5n m\u1ea1nh nguy\u00ean t\u1eafc c\u1ed1t l\u00f5i: &#8220;Human in the loop&#8221; \u2013 con ng\u01b0\u1eddi v\u1eabn ph\u1ea3i gi\u1eef vai tr\u00f2 ki\u1ec3m so\u00e1t v\u00e0 \u0111\u00e0o t\u1ea1o \u0111\u1ec3 \u0111\u1ecbnh h\u01b0\u1edbng h\u1ec7 th\u1ed1ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u1eeb hai c\u00e2u chuy\u1ec7n th\u1ef1c ti\u1ec5n \u0111\u01b0\u1ee3c chia s\u1ebb t\u1ea1i s\u1ef1 ki\u1ec7n, m\u1ed9t b\u00e0i h\u1ecdc quan tr\u1ecdng \u0111\u00e3 \u0111\u01b0\u1ee3c r\u00fat ra: <\/span><b>Doanh nghi\u1ec7p n\u00ean b\u1eaft \u0111\u1ea7u tri\u1ec3n khai AI t\u1eeb t\u1eebng quy tr\u00ecnh v\u1eadn h\u00e0nh c\u1ee5 th\u1ec3 \u0111\u1ec3 th\u1eed nghi\u1ec7m, theo d\u00f5i v\u00e0 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 r\u00f5 r\u00e0ng, sau \u0111\u00f3 m\u1edbi ti\u1ebfn h\u00e0nh nh\u00e2n r\u1ed9ng quy m\u00f4 tr\u00ean to\u00e0n h\u1ec7 th\u1ed1ng.\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">D\u1ef1a tr\u00ean h\u01b0\u1edbng tri\u1ec3n khai n\u00e0y, doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c chi\u1ebfn l\u01b0\u1ee3c \u1ee9ng d\u1ee5ng m\u00f4 h\u00ecnh AI ph\u00f9 h\u1ee3p v\u1edbi \u0111\u1eb7c th\u00f9 v\u1eadn h\u00e0nh ri\u00eang, t\u1ed1i \u01b0u chi ph\u00ed m\u00e0 c\u00f2n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng ki\u1ec3m so\u00e1t r\u1ee7i ro, t\u0103ng c\u01b0\u1eddng t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng trong ho\u1ea1t \u0111\u1ed9ng th\u1ef1c ti\u1ec5n.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/attachment\/dsc00222\/\" rel=\"attachment wp-att-25438\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-25438\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00222-scaled.jpg\" alt=\"\" width=\"800\" height=\"533\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00222-scaled.jpg 2560w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00222-768x512.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00222-391x260.jpg 391w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00222-1536x1024.jpg 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00222-2048x1365.jpg 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00222-18x12.jpg 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a>S\u1ef1 ki\u1ec7n \u0111\u01b0\u1ee3c \u0111\u1ea9y l\u00ean cao tr\u00e0o th\u00f4ng qua ph\u1ea7n Live Demo tr\u1ef1c quan do anh <\/span><b>B\u1ea3o Tr\u1ea7n &#8211; Google Technical Lead, Gimasys &#8211; <\/b><span style=\"font-weight: 400;\">th\u1ef1c hi\u1ec7n. Kh\u00e1n gi\u1ea3 \u0111\u00e3 \u0111\u01b0\u1ee3c tr\u1ea3i nghi\u1ec7m c\u00e1ch Agentic AI t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ph\u1ed1i v\u00e0 \u0111\u00f3n \u0111\u1ea7u <\/span><b>xu h\u01b0\u1edbng s\u1ed1 h\u00f3a chu\u1ed7i cung \u1ee9ng<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><span style=\"font-weight: 400;\">Ngay sau \u0111\u00f3, ph\u1ea7n th\u1ea3o lu\u1eadn m\u1edf c\u00f9ng v\u1edbi c\u00e1c chuy\u00ean gia t\u1eeb Gimasys v\u00e0 Google Cloud \u0111\u00e3 gi\u00fap c\u00e1c doanh nghi\u1ec7p th\u00e1o g\u1ee1 tr\u1ef1c ti\u1ebfp nh\u1eefng v\u01b0\u1edbng m\u1eafc v\u1ec1 h\u1ea1 t\u1ea7ng, \u0111\u1ed3ng th\u1eddi m\u1edf ra c\u00e1c l\u1ed9 tr\u00ecnh ti\u1ebfp c\u1eadn AI an to\u00e0n v\u00e0 ph\u00f9 h\u1ee3p.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_Gimasys_%E2%80%93_Doi_tac_kien_tao_ha_tang_va_tich_hop_he_sinh_thai_so_toan_dien\"><\/span><b>4. Gimasys \u2013 \u0110\u1ed1i t\u00e1c ki\u1ebfn t\u1ea1o h\u1ea1 t\u1ea7ng v\u00e0 t\u00edch h\u1ee3p h\u1ec7 sinh th\u00e1i s\u1ed1 to\u00e0n di\u1ec7n\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">S\u1ef1 ki\u1ec7n \u201c<\/span><b>T\u1eeb D\u1eef Li\u1ec7u \u0110\u1ebfn Agentic AI \u2013 H\u00e0nh Tr\u00ecnh \u0110\u1ed5i M\u1edbi Trong Doanh Nghi\u1ec7p<\/b><span style=\"font-weight: 400;\">\u201d mang \u00fd ngh\u0129a \u0111\u1ecbnh h\u00ecnh l\u1ea1i t\u01b0 duy qu\u1ea3n tr\u1ecb: chuy\u1ec3n d\u1ecbch tr\u1ecdng t\u00e2m t\u1eeb vi\u1ec7c ch\u1ea1y theo c\u00e1c c\u00f4ng c\u1ee5 b\u1ec1 n\u1ed5i sang vi\u1ec7c quy ho\u1ea1ch ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u v\u00e0 h\u1ec7 th\u1ed1ng t\u1ed5ng th\u1ec3. \u0110\u00e2y l\u00e0 b\u01b0\u1edbc \u0111\u1ec7m thi\u1ebft y\u1ebfu \u0111\u1ec3 c\u00e1c doanh nghi\u1ec7p tho\u00e1t kh\u1ecfi giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m ph\u00e2n m\u1ea3nh v\u00e0 v\u1eefng b\u01b0\u1edbc ti\u1ebfn t\u1edbi m\u00f4 h\u00ecnh <\/span><b>Agentic Enterprise<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/attachment\/dsc00079\/\" rel=\"attachment wp-att-25432\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-25432\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00079-scaled.jpg\" alt=\"\" width=\"800\" height=\"533\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00079-scaled.jpg 2560w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00079-768x512.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00079-391x260.jpg 391w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00079-1536x1024.jpg 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00079-2048x1365.jpg 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/DSC00079-18x12.jpg 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u1edbi h\u01a1n hai th\u1eadp k\u1ef7 kinh nghi\u1ec7m quy ho\u1ea1ch c\u00e1c h\u1ec7 th\u1ed1ng IT quy m\u00f4 l\u1edbn, Gimasys \u0111\u1ecbnh v\u1ecb l\u00e0 \u0111\u1ed1i t\u00e1c t\u01b0 v\u1ea5n chuy\u1ec3n \u0111\u1ed5i s\u1ed1 to\u00e0n di\u1ec7n, mang \u0111\u1ebfn h\u1ec7 n\u0103ng l\u1ef1c th\u1ef1c thi v\u1eefng ch\u1eafc:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac v\u00e0 t\u00edch h\u1ee3p \u0111a n\u1ec1n t\u1ea3ng:<\/b><span style=\"font-weight: 400;\"> \u0110\u1ed9i ng\u0169 chuy\u00ean gia Gimasys s\u1edf h\u1eefu th\u1ebf m\u1ea1nh trong vi\u1ec7c k\u1ebft n\u1ed1i API v\u00e0 x\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac h\u01b0\u1edbng d\u1ecbch v\u1ee5 (SOA), h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p chuy\u1ec3n d\u1ecbch sang m\u00f4i tr\u01b0\u1eddng Cloud-Native an to\u00e0n. Qu\u00e1 tr\u00ecnh n\u00e0y gi\u00fap h\u1ee3p nh\u1ea5t h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb l\u00f5i (CRM, ERP), t\u1ea1o ra d\u00f2ng ch\u1ea3y d\u1eef li\u1ec7u \u0111\u1ed3ng nh\u1ea5t \u0111\u1ec3 nu\u00f4i d\u01b0\u1ee1ng c\u00e1c <\/span><b>gi\u1ea3i ph\u00e1p Google Cloud AI<\/b><span style=\"font-weight: 400;\"> ti\u00ean ti\u1ebfn.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u1ea3o ch\u1ee9ng n\u0103ng l\u1ef1c c\u1ea5p cao t\u1eeb Google:<\/b><span style=\"font-weight: 400;\"> Danh hi\u1ec7u Google Cloud Premier Partner v\u00e0 gi\u1ea3i th\u01b0\u1edfng <\/span><i><span style=\"font-weight: 400;\">Google Cloud Partner of the Year 2024<\/span><\/i><span style=\"font-weight: 400;\"> l\u00e0 minh ch\u1ee9ng cao nh\u1ea5t cho kh\u1ea3 n\u0103ng thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac v\u00e0 tri\u1ec3n khai d\u1ef1 \u00e1n tu\u00e2n th\u1ee7 nghi\u00eam ng\u1eb7t c\u00e1c chu\u1ea9n m\u1ef1c to\u00e0n c\u1ea7u (Best Practices).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kinh nghi\u1ec7m b\u1ea3o m\u1eadt th\u1ef1c chi\u1ebfn:<\/b><span style=\"font-weight: 400;\"> \u0110\u00e3 \u0111\u1ed3ng h\u00e0nh c\u00f9ng ti\u1ebfn tr\u00ecnh s\u1ed1 h\u00f3a c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c l\u1edbn nh\u01b0 Vietnam Airlines, Jetstar, Heineken, Jollibee, MoMo, Novaland, BIM Group, SSI, HSC\u2026 Gimasys cam k\u1ebft kh\u1ea3 n\u0103ng x\u1eed l\u00fd b\u00e0i to\u00e1n t\u1ed1i \u01b0u tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p, \u0111\u1ed3ng th\u1eddi duy tr\u00ec k\u1ef7 lu\u1eadt an to\u00e0n th\u00f4ng tin theo ti\u00eau chu\u1ea9n ISO\/IEC 27001.<\/span><\/li>\n<\/ul>\n<p><b>\u0110\u1ec3 b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh ti\u1ebfn b\u01b0\u1edbc t\u1edbi Agentic Enterprise, h\u00e3y k\u1ebft n\u1ed1i v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia Gimasys ngay h\u00f4m nay \u0111\u1ec3 nh\u1eadn t\u01b0 v\u1ea5n chuy\u00ean s\u00e2u, t\u1eeb \u0111\u00f3 thi\u1ebft l\u1eadp l\u1ed9 tr\u00ecnh tri\u1ec3n khai Agentic AI b\u00e0i b\u1ea3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a v\u1eadn h\u00e0nh tr\u00ean n\u1ec1n t\u1ea3ng Google Cloud!<\/b><\/p>\n<figure id=\"attachment_25439\" aria-describedby=\"caption-attachment-25439\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/gcloudvn.com\/en\/recap-chuyen-hoa-du-lieu-thanh-agentic-ai-tiep-can-agentic-enterprise\/attachment\/gimasys-800x600-1-2\/\" rel=\"attachment wp-att-25439\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-25439\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Gimasys-800x600-1.jpg\" alt=\"M\u1ed9t s\u1ed1 h\u00ecnh \u1ea3nh n\u1ed5i b\u1eadt t\u1ea1i s\u1ef1 ki\u1ec7n\" width=\"800\" height=\"600\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Gimasys-800x600-1.jpg 1500w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Gimasys-800x600-1-768x576.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/06\/Gimasys-800x600-1-16x12.jpg 16w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><figcaption id=\"caption-attachment-25439\" class=\"wp-caption-text\">M\u1ed9t s\u1ed1 h\u00ecnh \u1ea3nh n\u1ed5i b\u1eadt t\u1ea1i s\u1ef1 ki\u1ec7n<\/figcaption><\/figure>","protected":false},"excerpt":{"rendered":"<p>V\u00e0o ng\u00e0y 04\/06\/2026, t\u1ea1i H\u00e0 N\u1ed9i, s\u1ef1 ki\u1ec7n \u201cT\u1eeb D\u1eef Li\u1ec7u \u0110\u1ebfn Agentic AI \u2013 H\u00e0nh Tr\u00ecnh \u0110\u1ed5i M\u1edbi Trong Doanh Nghi\u1ec7p\u201d do Gimasys v\u00e0 Google Cloud \u0111\u1ed3ng t\u1ed5 ch\u1ee9c \u0111\u00e3 di\u1ec5n ra th\u00e0nh c\u00f4ng. Thu h\u00fat s\u1ef1 tham gia&hellip;<\/p>","protected":false},"author":2,"featured_media":25443,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[156],"tags":[],"class_list":["post-25426","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-su-kien","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25426","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/comments?post=25426"}],"version-history":[{"count":4,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25426\/revisions"}],"predecessor-version":[{"id":25440,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25426\/revisions\/25440"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/25443"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=25426"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=25426"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=25426"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}