{"id":5451,"date":"2026-08-03T17:43:24","date_gmt":"2026-08-03T08:43:24","guid":{"rendered":"https:\/\/smilesoftware.org\/?p=5451"},"modified":"2026-08-03T17:43:26","modified_gmt":"2026-08-03T08:43:26","slug":"ai%e3%81%a7%e4%bc%9a%e8%ad%b0%e5%be%8c%e6%a5%ad%e5%8b%99%e3%82%92%e5%8a%b9%e7%8e%87%e5%8c%96%e3%80%82%e8%ad%b0%e4%ba%8b%e9%8c%b2%e8%a6%81%e7%b4%84%e3%81%a8%e3%82%a2%e3%82%af%e3%82%b7%e3%83%a7%e3%83%b3","status":"publish","type":"post","link":"https:\/\/smilesoftware.org\/vn\/ai%E3%81%A7%E4%BC%9A%E8%AD%B0%E5%BE%8C%E6%A5%AD%E5%8B%99%E3%82%92%E5%8A%B9%E7%8E%87%E5%8C%96%E8%AD%B0%E4%BA%8B%E9%8C%B2%E8%A6%81%E7%B4%84%E3%81%A8%E3%82%A2%E3%82%AF%E3%82%B7%E3%83%A7%E3%83%B3\/","title":{"rendered":"PoC n\u1ed9i b\u1ed9: \u1ee8ng d\u1ee5ng AI gi\u00fap t\u1ed1i \u01b0u h\u00f3a c\u00f4ng vi\u1ec7c sau cu\u1ed9c h\u1ecdp v\u1edbi t\u00ednh n\u0103ng t\u00f3m t\u1eaft bi\u00ean b\u1ea3n v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n"},"content":{"rendered":"<div class=\"wp-block-group smile-post-content\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><header class=\"smile-article-header\"><div><span class=\"smile-category-pill\">Project<\/span><span class=\"smile-date\"><\/span><\/div><h1 class=\"smile-article-title\">PoC n\u1ed9i b\u1ed9: \u1ee8ng d\u1ee5ng AI gi\u00fap t\u1ed1i \u01b0u h\u00f3a c\u00f4ng vi\u1ec7c sau cu\u1ed9c h\u1ecdp v\u1edbi t\u00ednh n\u0103ng t\u00f3m t\u1eaft bi\u00ean b\u1ea3n v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n<\/h1><p class=\"smile-excerpt\">Trong c\u00e1c nh\u00f3m d\u1ef1 \u00e1n v\u00e0 b\u1ed9 ph\u1eadn kinh doanh n\u1ed9i b\u1ed9, vi\u1ec7c t\u1ed5ng h\u1ee3p n\u1ed9i dung cu\u1ed9c h\u1ecdp, x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n v\u00e0 chia s\u1ebb cho c\u00e1c b\u00ean li\u00ean quan sau m\u1ed7i cu\u1ed9c h\u1ecdp v\u1eabn ti\u00eau t\u1ed1n \u0111\u00e1ng k\u1ec3 th\u1eddi gian. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, SMILE \u0111\u00e3 tri\u1ec3n khai m\u1ed9t PoC v\u1ec1 AI Assistant k\u1ebft h\u1ee3p c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM), h\u1ed7 tr\u1ee3 t\u1ef1 \u0111\u1ed9ng t\u00f3m t\u1eaft n\u1ed9i dung cu\u1ed9c h\u1ecdp, tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c k\u00e8m ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u00e0 th\u1eddi h\u1ea1n th\u1ef1c hi\u1ec7n, \u0111\u1ed3ng th\u1eddi t\u1ea1o b\u1ea3n nh\u00e1p email \u0111\u1ec3 chia s\u1ebb k\u1ebft qu\u1ea3 cu\u1ed9c h\u1ecdp.<\/p><\/header>\n\n\n<ul style=\"color:#475569;font-size:17px\" class=\"wp-block-list has-text-color has-link-color wp-elements-a97bbeef2b338f0f341f050f351ef585\">\n<li><strong>Ng\u00e0nh ngh\u1ec1 \/ \u0110\u1ed1i t\u01b0\u1ee3ng:<\/strong> D\u1ef1 \u00e1n n\u1ed9i b\u1ed9 \/ Nghi\u1ec7p v\u1ee5 b\u00e1n h\u00e0ng<\/li>\n\n\n\n<li><strong>Th\u00e1ch th\u1ee9c:<\/strong> Vi\u1ec7c t\u1ed5ng h\u1ee3p n\u1ed9i dung sau cu\u1ed9c h\u1ecdp, s\u1eafp x\u1ebfp c\u00e1c \u0111\u1ea7u vi\u1ec7c v\u00e0 chia s\u1ebb cho c\u00e1c b\u00ean li\u00ean quan m\u1ea5t nhi\u1ec1u th\u1eddi gian, \u0111\u1ed3ng th\u1eddi d\u1ec5 x\u1ea3y ra t\u00ecnh tr\u1ea1ng b\u1ecf s\u00f3t th\u00f4ng tin ho\u1eb7c c\u00f4ng vi\u1ec7c<\/li>\n\n\n\n<li><strong>N\u1ed9i dung tri\u1ec3n khai:<\/strong> \u1ee8ng d\u1ee5ng Speech-to-Text v\u00e0 LLM \u0111\u1ec3 t\u1ea1o t\u00f3m t\u1eaft cu\u1ed9c h\u1ecdp, tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n v\u00e0 t\u1ea1o b\u1ea3n nh\u00e1p email<\/li>\n\n\n\n<li><strong>Ph\u1ea1m vi h\u1ed7 tr\u1ee3 c\u1ee7a SMILE:<\/strong> Thi\u1ebft k\u1ebf prompt v\u00e0 quy t\u1eafc x\u1eed l\u00fd, t\u00edch h\u1ee3p nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, x\u1eed l\u00fd t\u00f3m t\u1eaft, tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c, t\u00edch h\u1ee3p email v\u00e0 h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e1c v\u1ee5, \u0111\u1ed3ng th\u1eddi x\u00e2y d\u1ef1ng quy tr\u00ecnh r\u00e0 so\u00e1t k\u1ebft qu\u1ea3<\/li>\n\n\n\n<li><strong>Th\u1eddi gian th\u1ef1c hi\u1ec7n:<\/strong> 3 th\u00e1ng<\/li>\n\n\n\n<li><strong>Quy m\u00f4 \u0111\u1ed9i ng\u0169:<\/strong> 2 ng\u01b0\u1eddi \/ 6MM<\/li>\n\n\n\n<li><strong>Quy m\u00f4 tri\u1ec3n khai:<\/strong> M\u1ed9t n\u1ec1n t\u1ea3ng AI Assistant k\u1ebft n\u1ed1i v\u1edbi Calendar, Email v\u00e0 h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e1c v\u1ee5<\/li>\n\n\n\n<li><strong>Hi\u1ec7u qu\u1ea3 tri\u1ec3n khai:<\/strong> Ngay sau khi cu\u1ed9c h\u1ecdp k\u1ebft th\u00fac, h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng t\u1ea1o b\u1ea3n nh\u00e1p bi\u00ean b\u1ea3n h\u1ecdp v\u00e0 c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n, gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian t\u1eeb kh\u00e2u r\u00e0 so\u00e1t \u0111\u1ebfn chia s\u1ebb k\u1ebft qu\u1ea3.<\/li>\n<\/ul>\n\n\n<nav class=\"smile-toc\" aria-label=\"M\u1ee5c l\u1ee5c\"><h2 class=\"smile-toc__title\">M\u1ee5c l\u1ee5c<\/h2><div class=\"smile-toc__grid\"><a class=\"smile-toc__item\" href=\"#section-1\"><b class=\"smile-toc__number\">01<\/b><span class=\"smile-toc__label\">Th\u00e1ch th\u1ee9c c\u1ee7a kh\u00e1ch h\u00e0ng<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-2\"><b class=\"smile-toc__number\">02<\/b><span class=\"smile-toc__label\">M\u1ee5c ti\u00eau c\u1ee7a d\u1ef1 \u00e1n<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-3\"><b class=\"smile-toc__number\">03<\/b><span class=\"smile-toc__label\">Ph\u1ea1m vi h\u1ed7 tr\u1ee3 c\u1ee7a SMILE<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-4\"><b class=\"smile-toc__number\">04<\/b><span class=\"smile-toc__label\">C\u00e1c \u0111i\u1ec3m tr\u1ecdng t\u00e2m trong ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i ti\u1ebfn<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-5\"><b class=\"smile-toc__number\">05<\/b><span class=\"smile-toc__label\">C\u00f4ng ngh\u1ec7 s\u1eed d\u1ee5ng<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-6\"><b class=\"smile-toc__number\">06<\/b><span class=\"smile-toc__label\">Nh\u1eefng th\u00e1ch th\u1ee9c k\u1ef9 thu\u1eadt v\u00e0 c\u00e1ch x\u1eed l\u00fd<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-7\"><b class=\"smile-toc__number\">07<\/b><span class=\"smile-toc__label\">Hi\u1ec7u qu\u1ea3 tri\u1ec3n khai<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-8\"><b class=\"smile-toc__number\">08<\/b><span class=\"smile-toc__label\">Nh\u1eefng \u0111i\u1ec3m ch\u00ednh trong m\u00f4 h\u00ecnh ph\u00e1t tri\u1ec3n offshore<\/span><\/a><a class=\"smile-toc__item\" href=\"#section-9\"><b class=\"smile-toc__number\">09<\/b><span class=\"smile-toc__label\">K\u1ebft lu\u1eadn<\/span><\/a><\/div><\/nav>\n\n\n<div id=\"section-1\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">01<\/div><h2 class=\"smile-section__title\">Th\u00e1ch th\u1ee9c c\u1ee7a kh\u00e1ch h\u00e0ng<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Trong c\u00e1c cu\u1ed9c h\u1ecdp n\u1ed9i b\u1ed9, kh\u00f4ng ch\u1ec9 b\u1ea3n th\u00e2n qu\u00e1 tr\u00ecnh th\u1ea3o lu\u1eadn m\u00e0 c\u1ea3 vi\u1ec7c t\u1ed5ng h\u1ee3p th\u00f4ng tin sau cu\u1ed9c h\u1ecdp c\u0169ng t\u1ea1o ra kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u00e1ng k\u1ec3. Ng\u01b0\u1eddi tham gia ph\u1ea3i xem l\u1ea1i n\u1ed9i dung cu\u1ed9c h\u1ecdp \u0111\u1ec3 t\u00f3m t\u1eaft c\u00e1c \u00fd ch\u00ednh, x\u00e1c \u0111\u1ecbnh ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch t\u1eebng \u0111\u1ea7u vi\u1ec7c, \u0111\u1ed3ng th\u1eddi g\u1eedi email chia s\u1ebb ho\u1eb7c t\u1ea1o t\u00e1c v\u1ee5 cho c\u00e1c b\u00ean li\u00ean quan khi c\u1ea7n thi\u1ebft.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Chu\u1ed7i c\u00f4ng vi\u1ec7c n\u00e0y kh\u00f4ng ch\u1ec9 t\u1ed1n nhi\u1ec1u th\u1eddi gian m\u00e0 c\u00f2n d\u1ec5 ph\u00e1t sinh b\u1ecf s\u00f3t ho\u1eb7c kh\u00e1c bi\u1ec7t trong nh\u1eadn th\u1ee9c khi quy m\u00f4 cu\u1ed9c h\u1ecdp v\u00e0 s\u1ed1 l\u01b0\u1ee3ng ch\u1ee7 \u0111\u1ec1 th\u1ea3o lu\u1eadn t\u0103ng l\u00ean. \u0110\u1eb7c bi\u1ec7t, n\u1ebfu ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch ho\u1eb7c th\u1eddi h\u1ea1n th\u1ef1c hi\u1ec7n kh\u00f4ng \u0111\u01b0\u1ee3c ghi nh\u1eadn r\u00f5 r\u00e0ng, vi\u1ec7c theo d\u00f5i ti\u1ebfn \u0111\u1ed9 sau \u0111\u00f3 c\u0169ng s\u1ebd b\u1ecb \u1ea3nh h\u01b0\u1edfng. V\u00ec v\u1eady, doanh nghi\u1ec7p c\u1ea7n m\u1ed9t c\u01a1 ch\u1ebf v\u1eeba gi\u1ea3m b\u1edbt kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c h\u00e0nh ch\u00ednh sau cu\u1ed9c h\u1ecdp, v\u1eeba gi\u00fap c\u00e1c \u0111\u1ea7u vi\u1ec7c \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng v\u00e0 d\u1ec5 theo d\u00f5i h\u01a1n.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"section-2\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">02<\/div><h2 class=\"smile-section__title\">M\u1ee5c ti\u00eau c\u1ee7a d\u1ef1 \u00e1n<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">M\u1ee5c ti\u00eau c\u1ee7a PoC n\u00e0y l\u00e0 gi\u1ea3m b\u1edbt kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn vi\u1ec7c t\u00f3m t\u1eaft n\u1ed9i dung v\u00e0 s\u1eafp x\u1ebfp c\u00e1c \u0111\u1ea7u vi\u1ec7c sau cu\u1ed9c h\u1ecdp, \u0111\u1ed3ng th\u1eddi gi\u00fap chuy\u1ec3n h\u00f3a n\u1ed9i dung th\u1ea3o lu\u1eadn th\u00e0nh c\u00e1c h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 r\u00f5 r\u00e0ng h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">M\u1ee5c ti\u00eau kh\u00f4ng ch\u1ec9 l\u00e0 r\u00fat g\u1ecdn n\u1ed9i dung cu\u1ed9c h\u1ecdp, m\u00e0 c\u00f2n l\u00e0 s\u1eafp x\u1ebfp c\u00e1c \u0111i\u1ec3m quan tr\u1ecdng, tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c k\u00e8m ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u00e0 th\u1eddi h\u1ea1n th\u1ef1c hi\u1ec7n, \u0111\u1ed3ng th\u1eddi tr\u00ecnh b\u00e0y d\u01b0\u1edbi d\u1ea1ng d\u1ec5 chia s\u1ebb. B\u00ean c\u1ea1nh \u0111\u00f3, PoC c\u0169ng h\u01b0\u1edbng \u0111\u1ebfn vi\u1ec7c \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 h\u1ed7 tr\u1ee3 th\u1ef1c t\u1ebf c\u1ee7a AI trong quy tr\u00ecnh l\u00e0m vi\u1ec7c, v\u1edbi gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng k\u1ebft qu\u1ea3 do AI t\u1ea1o ra s\u1ebd \u0111\u01b0\u1ee3c con ng\u01b0\u1eddi r\u00e0 so\u00e1t tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"section-3\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">03<\/div><h2 class=\"smile-section__title\">Ph\u1ea1m vi h\u1ed7 tr\u1ee3 c\u1ee7a SMILE<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">SMILE ph\u1ee5 tr\u00e1ch thi\u1ebft k\u1ebf v\u00e0 ph\u00e1t tri\u1ec3n PoC c\u1ee7a AI Assistant h\u1ed7 tr\u1ee3 c\u00e1c c\u00f4ng vi\u1ec7c sau cu\u1ed9c h\u1ecdp. Ph\u1ea1m vi tri\u1ec3n khai ch\u00ednh bao g\u1ed3m c\u00e1c n\u1ed9i dung sau:<\/p>\n\n\n<ul class=\"smile-list\"><li>Thi\u1ebft k\u1ebf prompt v\u00e0 b\u1ed9 quy t\u1eafc ph\u00f9 h\u1ee3p cho vi\u1ec7c ph\u00e2n t\u00edch, t\u1ed5ng h\u1ee3p n\u1ed9i dung cu\u1ed9c h\u1ecdp<\/li><li>X\u00e2y d\u1ef1ng quy tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n th\u00f4ng qua t\u00edch h\u1ee3p v\u1edbi Speech-to-Text<\/li><li>Tri\u1ec3n khai ch\u1ee9c n\u0103ng t\u1ea1o b\u1ea3n t\u00f3m t\u1eaft b\u1eb1ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM)<\/li><li>Thi\u1ebft k\u1ebf logic tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c, ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u00e0 th\u1eddi h\u1ea1n th\u1ef1c hi\u1ec7n<\/li><li>Thi\u1ebft k\u1ebf \u0111\u1ecbnh d\u1ea1ng \u0111\u1ea7u ra ph\u1ee5c v\u1ee5 vi\u1ec7c t\u1ea1o b\u1ea3n nh\u00e1p email v\u00e0 t\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e1c v\u1ee5<\/li><li>X\u00e2y d\u1ef1ng quy tr\u00ecnh r\u00e0 so\u00e1t gi\u00fap ng\u01b0\u1eddi d\u00f9ng d\u1ec5 d\u00e0ng th\u1ef1c hi\u1ec7n b\u01b0\u1edbc ki\u1ec3m tra cu\u1ed1i c\u00f9ng tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng k\u1ebft qu\u1ea3 do AI t\u1ea1o ra<\/li><\/ul>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">M\u1ed9t \u0111\u1ecbnh h\u01b0\u1edbng quan tr\u1ecdng c\u1ee7a PoC n\u00e0y l\u00e0 AI kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u01b0a ra k\u1ebft qu\u1ea3 nh\u01b0 th\u00f4ng tin cu\u1ed1i c\u00f9ng, m\u00e0 \u0111\u00f3ng vai tr\u00f2 l\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 v\u1edbi gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng ng\u01b0\u1eddi tham gia cu\u1ed9c h\u1ecdp s\u1ebd th\u1ef1c hi\u1ec7n b\u01b0\u1edbc r\u00e0 so\u00e1t v\u00e0 x\u00e1c nh\u1eadn tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"section-4\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">04<\/div><h2 class=\"smile-section__title\">C\u00e1c \u0111i\u1ec3m tr\u1ecdng t\u00e2m trong ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i ti\u1ebfn<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Trong PoC n\u00e0y, m\u1ee5c ti\u00eau kh\u00f4ng ch\u1ec9 d\u1eebng \u1edf vi\u1ec7c t\u1ef1 \u0111\u1ed9ng t\u00f3m t\u1eaft n\u1ed9i dung cu\u1ed9c h\u1ecdp m\u00e0 c\u00f2n h\u01b0\u1edbng \u0111\u1ebfn vi\u1ec7c t\u1ea1o ra k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ngay trong c\u00f4ng vi\u1ec7c th\u1ef1c t\u1ebf. Sau m\u1ed7i cu\u1ed9c h\u1ecdp, \u0111i\u1ec1u doanh nghi\u1ec7p th\u1ef1c s\u1ef1 c\u1ea7n kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t b\u1ea3n t\u00f3m t\u1eaft d\u00e0i, m\u00e0 l\u00e0 th\u00f4ng tin r\u00f5 r\u00e0ng v\u1ec1 nh\u1eefng quy\u1ebft \u0111\u1ecbnh \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a ra, ai ch\u1ecbu tr\u00e1ch nhi\u1ec7m cho t\u1eebng \u0111\u1ea7u vi\u1ec7c v\u00e0 th\u1eddi h\u1ea1n ho\u00e0n th\u00e0nh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">V\u00ec v\u1eady, thi\u1ebft k\u1ebf \u0111\u1ea7u ra \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng theo quy tr\u00ecnh g\u1ed3m: t\u1ed5ng h\u1ee3p c\u00e1c \u0111i\u1ec3m ch\u00ednh, tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c, x\u00e1c \u0111\u1ecbnh r\u00f5 ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u00e0 th\u1eddi h\u1ea1n, sau \u0111\u00f3 t\u1ea1o b\u1ea3n nh\u00e1p n\u1ed9i dung \u0111\u1ec3 chia s\u1ebb. Nh\u1edd \u0111\u00f3, ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng c\u00f2n ph\u1ea3i vi\u1ebft bi\u00ean b\u1ea3n t\u1eeb \u0111\u1ea7u m\u00e0 ch\u1ec9 c\u1ea7n r\u00e0 so\u00e1t v\u00e0 ch\u1ec9nh s\u1eeda b\u1ea3n nh\u00e1p do AI t\u1ea1o ra, gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c sau cu\u1ed9c h\u1ecdp.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">B\u00ean c\u1ea1nh \u0111\u00f3, do n\u1ed9i dung cu\u1ed9c h\u1ecdp th\u01b0\u1eddng ch\u1ee9a c\u00e1c c\u00e1ch di\u1ec5n \u0111\u1ea1t m\u01a1 h\u1ed3 ho\u1eb7c ph\u1ee5 thu\u1ed9c v\u00e0o ng\u1eef c\u1ea3nh, vi\u1ec7c thi\u1ebft k\u1ebf \u0111\u1ec3 AI kh\u00f4ng t\u1ef1 \u0111\u01b0a ra k\u1ebft lu\u1eadn qu\u00e1 m\u1ee9c c\u0169ng l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng. V\u00ec v\u1eady, gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u1edbi gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng PM ho\u1eb7c ng\u01b0\u1eddi tham gia s\u1ebd l\u00e0 ng\u01b0\u1eddi \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh cu\u1ed1i c\u00f9ng. AI ch\u1ec9 \u0111\u00f3ng vai tr\u00f2 h\u1ed7 tr\u1ee3, k\u1ebft h\u1ee3p v\u1edbi giao di\u1ec7n v\u00e0 \u0111\u1ecbnh d\u1ea1ng \u0111\u1ea7u ra d\u1ec5 r\u00e0 so\u00e1t, nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 c\u00e2n b\u1eb1ng gi\u1eefa hi\u1ec7u qu\u1ea3 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u00ednh ph\u00f9 h\u1ee3p trong th\u1ef1c t\u1ebf.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"section-5\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">05<\/div><h2 class=\"smile-section__title\">C\u00f4ng ngh\u1ec7 s\u1eed d\u1ee5ng<\/h2><\/div>\n\n<div class=\"smile-evidence-panels\"><article class=\"smile-evidence-panel\"><div class=\"smile-evidence-panel__mark\"><span class=\"smile-evidence-panel__icon\" aria-hidden=\"true\"><svg class=\"smile-ui-icon smile-ui-icon--market\" viewbox=\"0 0 64 64\" aria-hidden=\"true\" focusable=\"false\" stroke=\"currentColor\"><path d=\"M10 50h44\"\/><path d=\"M16 42 28 30l8 8 16-20\"\/><path d=\"M40 18h12v12\"\/><\/svg><\/span><\/div><div class=\"smile-evidence-panel__body\"><h3 class=\"smile-evidence-panel__title\">Frontend<\/h3><p>Gi\u1ea3i ph\u00e1p t\u1eadn d\u1ee5ng giao di\u1ec7n r\u00e0 so\u00e1t tr\u00ean Google Workspace \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng xem l\u1ea1i, ch\u1ec9nh s\u1eeda v\u00e0 x\u00e1c nh\u1eadn c\u00e1c b\u1ea3n t\u00f3m t\u1eaft c\u0169ng nh\u01b0 c\u00e1c \u0111\u1ea7u vi\u1ec7c do AI t\u1ea1o ra tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng.<\/p><\/div><\/article><article class=\"smile-evidence-panel\"><div class=\"smile-evidence-panel__mark\"><span class=\"smile-evidence-panel__icon\" aria-hidden=\"true\"><svg class=\"smile-ui-icon smile-ui-icon--energy\" viewbox=\"0 0 64 64\" aria-hidden=\"true\" focusable=\"false\" stroke=\"currentColor\"><path d=\"M30 6 14 36h15l-5 22 20-34H29z\"\/><\/svg><\/span><\/div><div class=\"smile-evidence-panel__body\"><h3 class=\"smile-evidence-panel__title\">Backend<\/h3><p>X\u00e2y d\u1ef1ng workflow tr\u00ean n\u1ec1n t\u1ea3ng Python, tri\u1ec3n khai xuy\u00ean su\u1ed1t quy tr\u00ecnh t\u1eeb x\u1eed l\u00fd gi\u1ecdng n\u00f3i, t\u1ea1o b\u1ea3n t\u00f3m t\u1eaft, tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c \u0111\u1ebfn x\u1eed l\u00fd t\u00edch h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng li\u00ean quan.<\/p><\/div><\/article><article class=\"smile-evidence-panel\"><div class=\"smile-evidence-panel__mark\"><span class=\"smile-evidence-panel__icon\" aria-hidden=\"true\"><svg class=\"smile-ui-icon smile-ui-icon--document\" viewbox=\"0 0 64 64\" aria-hidden=\"true\" focusable=\"false\" stroke=\"currentColor\"><path d=\"M18 8h20l10 10v38H18z\"\/><path d=\"M38 8v12h10\"\/><path d=\"M24 32h18\"\/><path d=\"M24 42h18\"\/><path d=\"M24 22h8\"\/><\/svg><\/span><\/div><div class=\"smile-evidence-panel__body\"><h3 class=\"smile-evidence-panel__title\">Qu\u1ea3n l\u00fd d\u1eef li\u1ec7u<\/h3><p>S\u1eed d\u1ee5ng Google Drive v\u00e0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef n\u1ed9i b\u1ed9 \u0111\u1ec3 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u cu\u1ed9c h\u1ecdp v\u00e0 c\u00e1c k\u1ebft qu\u1ea3 do AI t\u1ea1o ra, \u0111\u1ea3m b\u1ea3o vi\u1ec7c l\u01b0u tr\u1eef v\u00e0 truy c\u1eadp \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch t\u1eadp trung.<\/p><\/div><\/article><article class=\"smile-evidence-panel\"><div class=\"smile-evidence-panel__mark\"><span class=\"smile-evidence-panel__icon\" aria-hidden=\"true\"><svg class=\"smile-ui-icon smile-ui-icon--refactor\" viewbox=\"0 0 64 64\" aria-hidden=\"true\" focusable=\"false\" stroke=\"currentColor\"><circle cx=\"21\" cy=\"20\" r=\"6\"\/><circle cx=\"43\" cy=\"44\" r=\"6\"\/><path d=\"M27 20h10c7 0 11 4 11 11v7\"\/><path d=\"m42 32 6 6 6-6\"\/><path d=\"M37 44H27c-7 0-11-4-11-11v-7\"\/><path d=\"m22 32-6-6-6 6\"\/><\/svg><\/span><\/div><div class=\"smile-evidence-panel__body\"><h3 class=\"smile-evidence-panel__title\">\u1ee8ng d\u1ee5ng AI<\/h3><p>Ngo\u00e0i vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n b\u1eb1ng c\u00f4ng ngh\u1ec7 Speech-to-Text, gi\u1ea3i ph\u00e1p c\u00f2n s\u1eed d\u1ee5ng LLM \u0111\u1ec3 t\u1ea1o b\u1ea3n t\u00f3m t\u1eaft v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n. Kh\u00f4ng ch\u1ec9 ch\u00fa tr\u1ecdng \u0111\u1ebfn t\u00ednh d\u1ec5 \u0111\u1ecdc c\u1ee7a bi\u00ean b\u1ea3n h\u1ecdp, h\u1ec7 th\u1ed1ng c\u00f2n \u01b0u ti\u00ean s\u1eafp x\u1ebfp th\u00f4ng tin theo h\u01b0\u1edbng h\u1ed7 tr\u1ee3 c\u00e1c h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo.<\/p><\/div><\/article><article class=\"smile-evidence-panel\"><div class=\"smile-evidence-panel__mark\"><span class=\"smile-evidence-panel__icon\" aria-hidden=\"true\"><svg class=\"smile-ui-icon smile-ui-icon--cost\" viewbox=\"0 0 64 64\" aria-hidden=\"true\" focusable=\"false\" stroke=\"currentColor\"><circle cx=\"32\" cy=\"32\" r=\"20\"\/><path d=\"M32 18v28\"\/><path d=\"M40 24c-2-4-14-5-16 1-3 8 17 5 14 14-2 6-14 5-17 0\"\/><\/svg><\/span><\/div><div class=\"smile-evidence-panel__body\"><h3 class=\"smile-evidence-panel__title\">Cloud &amp; T\u00edch h\u1ee3p<\/h3><p>PoC \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean n\u1ec1n t\u1ea3ng Google Cloud v\u00e0 Google Workspace, v\u1edbi ki\u1ebfn tr\u00fac \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 s\u1eb5n s\u00e0ng t\u00edch h\u1ee3p v\u1edbi Google Calendar, Gmail v\u00e0 quy tr\u00ecnh qu\u1ea3n l\u00fd t\u00e1c v\u1ee5.<\/p><\/div><\/article><article class=\"smile-evidence-panel\"><div class=\"smile-evidence-panel__mark\"><span class=\"smile-evidence-panel__icon\" aria-hidden=\"true\"><svg class=\"smile-ui-icon smile-ui-icon--operations\" viewbox=\"0 0 64 64\" aria-hidden=\"true\" focusable=\"false\" stroke=\"currentColor\"><circle cx=\"32\" cy=\"32\" r=\"9\"\/><path d=\"M32 8v8\"\/><path d=\"M32 48v8\"\/><path d=\"m15 15 6 6\"\/><path d=\"m43 43 6 6\"\/><path d=\"M8 32h8\"\/><path d=\"M48 32h8\"\/><path d=\"m15 49 6-6\"\/><path d=\"m43 21 6-6\"\/><\/svg><\/span><\/div><div class=\"smile-evidence-panel__body\"><h3 class=\"smile-evidence-panel__title\">Kh\u00e1c<\/h3><p>K\u1ebft h\u1ee3p k\u1ef9 thu\u1eadt Prompt Engineering v\u1edbi quy tr\u00ecnh r\u00e0 so\u00e1t c\u1ee7a con ng\u01b0\u1eddi nh\u1eb1m c\u00e2n b\u1eb1ng gi\u1eefa \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a k\u1ebft qu\u1ea3 v\u00e0 t\u00ednh kh\u1ea3 thi trong v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf.<\/p><\/div><\/article><\/div><\/div><\/div>\n\n\n\n<div id=\"section-6\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">06<\/div><h2 class=\"smile-section__title\">Nh\u1eefng th\u00e1ch th\u1ee9c k\u1ef9 thu\u1eadt v\u00e0 c\u00e1ch x\u1eed l\u00fd<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t c\u1ee7a d\u1ef1 \u00e1n l\u00e0 tr\u00edch xu\u1ea5t m\u1ed9t c\u00e1ch \u1ed5n \u0111\u1ecbnh c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u00f3 \u00fd ngh\u0129a trong th\u1ef1c t\u1ebf t\u1eeb n\u1ed9i dung cu\u1ed9c h\u1ecdp. Trong h\u1ed9i tho\u1ea1i th\u01b0\u1eddng xu\u1ea5t hi\u1ec7n nhi\u1ec1u c\u00e1ch di\u1ec5n \u0111\u1ea1t r\u00fat g\u1ecdn ho\u1eb7c m\u01a1 h\u1ed3, v\u00e0 ch\u1ec9 d\u1ef1a v\u00e0o th\u1ee9 t\u1ef1 ph\u00e1t bi\u1ec3u th\u00ec kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh r\u00f5 ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch ho\u1eb7c th\u1eddi h\u1ea1n th\u1ef1c hi\u1ec7n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">\u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, SMILE \u0111\u00e3 ph\u00e2n t\u00e1ch r\u00f5 vai tr\u00f2 gi\u1eefa ch\u1ee9c n\u0103ng t\u00f3m t\u1eaft v\u00e0 ch\u1ee9c n\u0103ng tr\u00edch xu\u1ea5t \u0111\u1ea7u vi\u1ec7c, \u0111\u1ed3ng th\u1eddi tinh ch\u1ec9nh prompt v\u00e0 c\u00e1c quy t\u1eafc \u0111\u1ea7u ra \u0111\u1ec3 th\u00f4ng tin v\u1ec1 n\u1ed9i dung c\u00f4ng vi\u1ec7c, ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u00e0 th\u1eddi h\u1ea1n \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y theo c\u1ea5u tr\u00fac r\u00f5 r\u00e0ng, thu\u1eadn ti\u1ec7n cho vi\u1ec7c s\u1eed d\u1ee5ng. Ngo\u00e0i ra, h\u1ec7 th\u1ed1ng c\u00f2n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u1edbi kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd ti\u1ebfp theo nh\u01b0 t\u1ea1o email nh\u00e1p v\u00e0 t\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e1c v\u1ee5, \u0111\u1ea3m b\u1ea3o \u0111\u1ea7u ra c\u00f3 m\u1ee9c \u0111\u1ed9 chi ti\u1ebft ph\u00f9 h\u1ee3p cho c\u00e1c quy tr\u00ecnh nghi\u1ec7p v\u1ee5 ti\u1ebfp theo.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">B\u00ean c\u1ea1nh \u0111\u00f3, \u0111\u1ec3 tr\u00e1nh vi\u1ec7c AI t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh cu\u1ed1i c\u00f9ng, gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u1edbi quy tr\u00ecnh v\u1eadn h\u00e0nh \u0111\u1eb7t b\u01b0\u1edbc r\u00e0 so\u00e1t c\u1ee7a con ng\u01b0\u1eddi l\u00e0m tr\u1ecdng t\u00e2m. PoC \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 ng\u01b0\u1eddi tham gia c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng ki\u1ec3m tra, ch\u1ec9nh s\u1eeda v\u00e0 x\u00e1c nh\u1eadn k\u1ebft qu\u1ea3 do AI t\u1ea1o ra tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o s\u1eed d\u1ee5ng, qua \u0111\u00f3 \u0111\u1ea3m b\u1ea3o c\u1ea3 t\u00ednh ch\u00ednh x\u00e1c l\u1eabn kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng trong th\u1ef1c t\u1ebf.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"section-7\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">07<\/div><h2 class=\"smile-section__title\">Hi\u1ec7u qu\u1ea3 tri\u1ec3n khai<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Th\u00f4ng qua PoC n\u00e0y, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng t\u1ea1o b\u1ea3n nh\u00e1p g\u1ed3m t\u00f3m t\u1eaft cu\u1ed9c h\u1ecdp, c\u00e1c \u0111\u1ea7u vi\u1ec7c, ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u00e0 th\u1eddi h\u1ea1n ngay sau khi cu\u1ed9c h\u1ecdp k\u1ebft th\u00fac. Nh\u1edd \u0111\u00f3, th\u1eddi gian d\u00e0nh cho c\u00e1c c\u00f4ng vi\u1ec7c h\u00e0nh ch\u00ednh sau cu\u1ed9c h\u1ecdp \u0111\u01b0\u1ee3c r\u00fat ng\u1eafn, \u0111\u1ed3ng th\u1eddi gi\u00fap gi\u1ea3m nguy c\u01a1 b\u1ecf s\u00f3t \u0111\u1ea7u vi\u1ec7c v\u00e0 l\u00e0m r\u00f5 tr\u00e1ch nhi\u1ec7m c\u1ee7a t\u1eebng th\u00e0nh vi\u00ean trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"section-8\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">08<\/div><h2 class=\"smile-section__title\">Nh\u1eefng \u0111i\u1ec3m ch\u00ednh trong m\u00f4 h\u00ecnh ph\u00e1t tri\u1ec3n offshore<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Trong PoC n\u00e0y, SMILE \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh ph\u00e1t tri\u1ec3n k\u1ebft h\u1ee3p gi\u1eefa Nh\u1eadt B\u1ea3n v\u00e0 Vi\u1ec7t Nam. Ph\u00eda Nh\u1eadt B\u1ea3n ch\u1ecbu tr\u00e1ch nhi\u1ec7m x\u00e1c \u0111\u1ecbnh quy tr\u00ecnh v\u1eadn h\u00e0nh mong mu\u1ed1n v\u00e0 l\u00e0m r\u00f5 c\u00e1c v\u1ea5n \u0111\u1ec1 trong c\u00f4ng vi\u1ec7c sau cu\u1ed9c h\u1ecdp, trong khi \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n t\u1ea1i Vi\u1ec7t Nam tri\u1ec3n khai gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean c\u00e1c y\u00eau c\u1ea7u \u0111\u00e3 th\u1ed1ng nh\u1ea5t. BrSE \u0111\u00f3ng vai tr\u00f2 c\u1ea7u n\u1ed1i, li\u00ean t\u1ee5c ph\u1ed1i h\u1ee3p \u0111\u1ec3 th\u1ed1ng nh\u1ea5t m\u1ee5c ti\u00eau nghi\u1ec7p v\u1ee5, k\u1ef3 v\u1ecdng \u0111\u1ed1i v\u1edbi k\u1ebft qu\u1ea3 \u0111\u1ea7u ra v\u00e0 c\u00e1c ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 AI, gi\u00fap h\u1ea1n ch\u1ebf kh\u00e1c bi\u1ec7t trong c\u00e1ch hi\u1ec3u v\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a PoC.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Ngo\u00e0i ra, t\u00e0i li\u1ec7u \u0111\u1eb7c t\u1ea3 v\u00e0 c\u00e1c ti\u00eau ch\u00ed r\u00e0 so\u00e1t \u0111\u01b0\u1ee3c chia s\u1ebb gi\u1eefa \u0111\u1ed9i ng\u0169 Nh\u1eadt B\u1ea3n v\u00e0 Vi\u1ec7t Nam. Trong qu\u00e1 tr\u00ecnh ki\u1ec3m th\u1eed, nh\u00f3m kh\u00f4ng ch\u1ec9 \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a b\u1ea3n t\u00f3m t\u1eaft m\u00e0 c\u00f2n ki\u1ec3m tra t\u00ednh r\u00f5 r\u00e0ng c\u1ee7a c\u00e1c \u0111\u1ea7u vi\u1ec7c, c\u00e1ch th\u1ec3 hi\u1ec7n ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u00e0 th\u1eddi h\u1ea1n, c\u0169ng nh\u01b0 m\u1ee9c \u0111\u1ed9 thu\u1eadn ti\u1ec7n khi r\u00e0 so\u00e1t k\u1ebft qu\u1ea3. Vi\u1ec7c duy tr\u00ec chu k\u1ef3 chia s\u1ebb ti\u1ebfn \u0111\u1ed9 v\u00e0 ki\u1ec3m ch\u1ee9ng ng\u1eafn \u0111\u00e3 gi\u00fap PoC \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 trong \u0111i\u1ec1u ki\u1ec7n g\u1ea7n v\u1edbi quy tr\u00ecnh v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"section-9\" class=\"wp-block-group smile-section\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><div class=\"smile-section__head\"><div class=\"smile-section__number\">09<\/div><h2 class=\"smile-section__title\">K\u1ebft lu\u1eadn<\/h2><\/div>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Vi\u1ec7c t\u1ed5ng h\u1ee3p bi\u00ean b\u1ea3n v\u00e0 s\u1eafp x\u1ebfp c\u00e1c \u0111\u1ea7u vi\u1ec7c sau cu\u1ed9c h\u1ecdp l\u00e0 m\u1ed9t trong nh\u1eefng g\u00e1nh n\u1eb7ng th\u01b0\u1eddng b\u1ecb b\u1ecf qua trong c\u00f4ng vi\u1ec7c h\u1eb1ng ng\u00e0y. Trong PoC n\u00e0y, SMILE \u0111\u00e3 ki\u1ec3m ch\u1ee9ng c\u00e1ch ti\u1ebfp c\u1eadn s\u1eed d\u1ee5ng AI \u0111\u1ec3 gi\u1ea3m b\u1edbt kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u00f3, \u0111\u1ed3ng th\u1eddi t\u1ed5 ch\u1ee9c k\u1ebft qu\u1ea3 theo \u0111\u1ecbnh d\u1ea1ng ph\u00f9 h\u1ee3p v\u1edbi quy tr\u00ecnh th\u1ef1c t\u1ebf, v\u1edbi gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng ng\u01b0\u1eddi d\u00f9ng s\u1ebd th\u1ef1c hi\u1ec7n b\u01b0\u1edbc r\u00e0 so\u00e1t v\u00e0 x\u00e1c nh\u1eadn cu\u1ed1i c\u00f9ng tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:16px\">Thi\u1ebft k\u1ebf quy tr\u00ecnh chuy\u1ec3n n\u1ed9i dung cu\u1ed9c h\u1ecdp th\u00e0nh c\u00e1c h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo l\u00e0 b\u00e0i to\u00e1n chung c\u1ee7a nhi\u1ec1u t\u1ed5 ch\u1ee9c. Kh\u00f4ng ch\u1ec9 d\u1eebng \u1edf vi\u1ec7c t\u1ea1o bi\u00ean b\u1ea3n h\u1ecdp, PoC n\u00e0y c\u00f2n h\u01b0\u1edbng t\u1edbi vi\u1ec7c t\u1ed1i \u01b0u to\u00e0n b\u1ed9 quy tr\u00ecnh sau cu\u1ed9c h\u1ecdp, t\u1eeb qu\u1ea3n l\u00fd \u0111\u1ea7u vi\u1ec7c \u0111\u1ebfn chia s\u1ebb th\u00f4ng tin. \u0110\u00e2y l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh tham kh\u1ea3o ph\u00f9 h\u1ee3p cho c\u00e1c doanh nghi\u1ec7p mu\u1ed1n \u1ee9ng d\u1ee5ng AI \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh sau cu\u1ed9c h\u1ecdp.<\/p>\n<\/div><\/div>\n\n\n<section class=\"smile-article-cta\"><div class=\"smile-article-cta__label\">H\u1ed7 tr\u1ee3 c\u1ee7a SMILE<\/div><h2>B\u1eaft \u0111\u1ea7u t\u01b0 v\u1ea5n v\u1ec1 th\u00fac \u0111\u1ea9y GX v\u00e0 DX<\/h2><p>T\u1eeb ph\u00e2n t\u00edch hi\u1ec7n tr\u1ea1ng, tri\u1ec3n khai h\u1ec7 th\u1ed1ng \u0111\u1ebfn c\u1ea3i ti\u1ebfn v\u1eadn h\u00e0nh, ch\u00fang t\u00f4i s\u1ebd c\u00f9ng doanh nghi\u1ec7p thi\u1ebft k\u1ebf l\u1ed9 tr\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi t\u00ecnh h\u00ecnh th\u1ef1c t\u1ebf.<\/p><ul class=\"smile-list\"><li>Ch\u00fang t\u00f4i c\u00f3 th\u1ec3 gi\u00fap ph\u00e2n t\u00edch v\u00e0 h\u1ec7 th\u1ed1ng h\u00f3a c\u00e1c v\u1ea5n \u0111\u1ec1 hi\u1ec7n t\u1ea1i trong nghi\u1ec7p v\u1ee5 v\u00e0 d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p.<\/li><li>C\u00f3 th\u1ec3 thi\u1ebft k\u1ebf c\u00e1c b\u01b0\u1edbc tri\u1ec3n khai ph\u00f9 h\u1ee3p v\u1edbi c\u01a1 c\u1ea5u v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p<\/li><li>C\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c x\u00e2y d\u1ef1ng m\u1ed9t c\u01a1 ch\u1ebf d\u1ec5 v\u1eadn h\u00e0nh ngay c\u1ea3 sau khi tri\u1ec3n khai.<\/li><li>C\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 ki\u1ec3m ch\u1ee9ng hi\u1ec7u qu\u1ea3 v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c<\/li><li>C\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u xem x\u00e9t \u1ee9ng d\u1ee5ng AI\u30fbIoT t\u1eeb nh\u1eefng l\u0129nh v\u1ef1c c\u1ea7n thi\u1ebft<\/li><\/ul><a class=\"smile-article-cta__button\" href=\"\/vn\/contact\/\">Li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i<\/a><\/section><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>\u793e\u5185\u4f1a\u8b70\u3067\u306f\u3001\u8b70\u8ad6\u305d\u306e\u3082\u306e\u3060\u3051\u3067\u306a\u304f\u3001\u7d42\u4e86\u5f8c\u306e\u60c5\u5831\u6574\u7406\u306b\u3082\u8ca0&hellip;&nbsp;<a href=\"https:\/\/smilesoftware.org\/vn\/ai%E3%81%A7%E4%BC%9A%E8%AD%B0%E5%BE%8C%E6%A5%AD%E5%8B%99%E3%82%92%E5%8A%B9%E7%8E%87%E5%8C%96%E8%AD%B0%E4%BA%8B%E9%8C%B2%E8%A6%81%E7%B4%84%E3%81%A8%E3%82%A2%E3%82%AF%E3%82%B7%E3%83%A7%E3%83%B3\/\" class=\"\" rel=\"bookmark\">\u0110\u1ecdc ti\u1ebfp &raquo;<span class=\"screen-reader-text\">PoC n\u1ed9i b\u1ed9: \u1ee8ng d\u1ee5ng AI gi\u00fap t\u1ed1i \u01b0u h\u00f3a c\u00f4ng vi\u1ec7c sau cu\u1ed9c h\u1ecdp v\u1edbi t\u00ednh n\u0103ng t\u00f3m t\u1eaft bi\u00ean b\u1ea3n v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1ea7u vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n<\/span><\/a><\/p>","protected":false},"author":2,"featured_media":5450,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"_themeisle_gutenberg_block_has_review":false,"_ti_tpc_template_sync":false,"_ti_tpc_template_id":"","footnotes":""},"categories":[17],"tags":[42,40,33,49],"class_list":["post-5451","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-project","tag-ai","tag-automation","tag-dx","tag-project-management"],"acf":[],"rttpg_featured_image_url":{"full":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image.png",1672,941,false],"landscape":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image.png",1672,941,false],"portraits":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image.png",1672,941,false],"thumbnail":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image-150x150.png",150,150,true],"medium":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image-300x169.png",300,169,true],"large":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image-1024x576.png",1024,576,true],"1536x1536":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image-1536x864.png",1536,864,true],"2048x2048":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image.png",1672,941,false],"trp-custom-language-flag":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image-18x10.png",18,10,true],"neve-blog":["https:\/\/smilesoftware.org\/wp-content\/uploads\/2026\/07\/redmine-1610-13409-featured-image-930x620.png",930,620,true]},"rttpg_author":{"display_name":"\u7b20\u539f \u840c","author_link":"https:\/\/smilesoftware.org\/vn\/author\/chinh-man\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/smilesoftware.org\/vn\/category\/project\/\" rel=\"category tag\">Project<\/a>","rttpg_excerpt":"\u793e\u5185\u4f1a\u8b70\u3067\u306f\u3001\u8b70\u8ad6\u305d\u306e\u3082\u306e\u3060\u3051\u3067\u306a\u304f\u3001\u7d42\u4e86\u5f8c\u306e\u60c5\u5831\u6574\u7406\u306b\u3082\u8ca0&hellip;&nbsp;\u0110\u1ecdc ti\u1ebfp &r&hellip;","_links":{"self":[{"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/posts\/5451","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/comments?post=5451"}],"version-history":[{"count":4,"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/posts\/5451\/revisions"}],"predecessor-version":[{"id":5571,"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/posts\/5451\/revisions\/5571"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/media\/5450"}],"wp:attachment":[{"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/media?parent=5451"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/categories?post=5451"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smilesoftware.org\/vn\/wp-json\/wp\/v2\/tags?post=5451"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}