{"id":4738,"date":"2025-03-20T07:42:39","date_gmt":"2025-03-20T07:42:39","guid":{"rendered":"https:\/\/www.mon-agent-ia.fr\/blog\/?p=4738"},"modified":"2025-03-20T07:42:41","modified_gmt":"2025-03-20T07:42:41","slug":"trien-khai-cac-tac-nhan-ai-toi-da-hoa-tac-dong-den-quy-trinh-kinh-doanh-cua-ban","status":"publish","type":"post","link":"https:\/\/www.mon-agent-ia.fr\/blog\/vi\/trien-khai-cac-tac-nhan-ai-toi-da-hoa-tac-dong-den-quy-trinh-kinh-doanh-cua-ban\/","title":{"rendered":"Tri\u1ec3n khai c\u00e1c t\u00e1c nh\u00e2n AI: t\u1ed1i \u0111a h\u00f3a t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn quy tr\u00ecnh kinh doanh c\u1ee7a b\u1ea1n"},"content":{"rendered":"<p class=\"wp-block-paragraph\">C\u00e1c t\u00e1c nh\u00e2n AI, nh\u1eefng nh\u00e0 c\u00e1ch m\u1ea1ng th\u1ef1c s\u1ef1 c\u1ee7a th\u1ebf gi\u1edbi k\u1ef9 thu\u1eadt s\u1ed1, \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1ch c\u00e1c doanh nghi\u1ec7p t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00f4ng ngh\u1ec7. C\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 tr\u1ecb n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p v\u00e0 h\u00e0nh \u0111\u1ed9ng ph\u00f9 h\u1ee3p. Vi\u1ec7c tri\u1ec3n khai c\u00e1c t\u00e1c nh\u00e2n n\u00e0y \u0111\u00f2i h\u1ecfi m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn chu \u0111\u00e1o \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 t\u1ed1i \u01b0u. Trong b\u1ed1i c\u1ea3nh n\u00e0y, m\u1ed9t s\u1ed1 c\u00e2u h\u1ecfi \u0111\u01b0\u1ee3c \u0111\u1eb7t ra: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 ch\u1ecdn \u0111\u00fang tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng? C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t \u0111\u1ec3 tri\u1ec3n khai hi\u1ec7u qu\u1ea3 l\u00e0 g\u00ec? Nh\u1eefng th\u00e1ch th\u1ee9c v\u1ec1 c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u1ea1o \u0111\u1ee9c n\u00e0o c\u00f3 th\u1ec3 ph\u00e1t sinh? B\u00e0i vi\u1ebft n\u00e0y t\u00ecm hi\u1ec3u s\u00e2u nh\u1eefng v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn t\u00e1c nh\u00e2n AI.<\/p>\n\n<ul class=\"wp-block-list\"><li>Hi\u1ec3u bi\u1ebft v\u1ec1 c\u00e1c t\u00e1c nh\u00e2n AI v\u00e0 ch\u1ee9c n\u0103ng c\u1ee7a ch\u00fang.<\/li><li>S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa c\u00e1c t\u00e1c nh\u00e2n RPA, RPIA v\u00e0 AI.<\/li><li>L\u1eddi khuy\u00ean thi\u1ebft th\u1ef1c \u0111\u1ec3 tri\u1ec3n khai th\u00e0nh c\u00f4ng.<\/li><li>Nh\u1eefng tr\u1edf ng\u1ea1i v\u00e0 th\u00e1ch th\u1ee9c c\u1ea7n v\u01b0\u1ee3t qua khi t\u00edch h\u1ee3p c\u00e1c t\u00e1c nh\u00e2n AI.<\/li><\/ul>\n\n<h2 class=\"wp-block-heading\">Hi\u1ec3u bi\u1ebft v\u1ec1 c\u00e1c t\u00e1c nh\u00e2n AI v\u00e0 ch\u1ee9c n\u0103ng c\u1ee7a ch\u00fang<\/h2>\n\n<p class=\"wp-block-paragraph\">T\u00e1c nh\u00e2n AI \u0111\u1ea1i di\u1ec7n cho m\u1ed9t ti\u1ebfn b\u1ed9 \u0111\u00e1ng k\u1ec3 so v\u1edbi AI truy\u1ec1n th\u1ed1ng. Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1i sau, b\u1ecb gi\u1edbi h\u1ea1n \u1edf c\u00e1c nhi\u1ec7m v\u1ee5 c\u01a1 b\u1ea3n, t\u00e1c nh\u00e2n AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c ch\u1ee7 \u0111\u1ed9ng v\u1edbi m\u00f4i tr\u01b0\u1eddng c\u1ee7a ch\u00fang. H\u1ecd c\u00f3 th\u1ec3 nh\u1eadn bi\u1ebft m\u00f4i tr\u01b0\u1eddng c\u1ee7a m\u00ecnh th\u00f4ng qua c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n kh\u00e1c nhau nh\u01b0 c\u1ea3m bi\u1ebfn, API v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u. Vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c n\u00e0y cho ph\u00e9p h\u1ecd ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd th\u00f4ng tin theo th\u1eddi gian th\u1ef1c. Ki\u1ebfn tr\u00fac c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u01b0\u1ee3c chia th\u00e0nh nhi\u1ec1u giai \u0111o\u1ea1n thi\u1ebft y\u1ebfu: thu th\u1eadp, ph\u00e2n t\u00edch, ra quy\u1ebft \u0111\u1ecbnh, h\u00e0nh \u0111\u1ed9ng v\u00e0 giao ti\u1ebfp.<\/p>\n\n<h3 class=\"wp-block-heading\">Thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/h3>\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 b\u1eaft \u0111\u1ea7u, c\u00e1c t\u00e1c nh\u00e2n AI thu th\u1eadp th\u00f4ng tin th\u00f4ng qua nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau, t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ebfn giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng. Qu\u00e1 tr\u00ecnh n\u00e0y di\u1ec5n ra li\u00ean t\u1ee5c v\u00e0 cho ph\u00e9p h\u1ecd t\u00edch l\u0169y m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u li\u00ean quan. Sau \u0111\u00f3, ph\u00e2n t\u00edch xu\u1ea5t hi\u1ec7n, n\u01a1i c\u00e1c thu\u1eadt to\u00e1n ph\u1ee9c t\u1ea1p, th\u01b0\u1eddng d\u1ef1a tr\u00ean m\u00e1y h\u1ecdc, x\u1eed l\u00fd d\u1eef li\u1ec7u n\u00e0y. C\u00e1c thu\u1eadt to\u00e1n n\u00e0y cho ph\u00e9p h\u1ecd x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu, d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t.<\/p>\n\n<h3 class=\"wp-block-heading\">Ra quy\u1ebft \u0111\u1ecbnh v\u00e0 th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5<\/h3>\n\n<p class=\"wp-block-paragraph\">Sau khi ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00e1c t\u00e1c nh\u00e2n AI c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh trong th\u1eddi gian th\u1ef1c. V\u00ed d\u1ee5: trong m\u00f4i tr\u01b0\u1eddng d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, t\u00e1c nh\u00e2n AI c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh ph\u1ea3n h\u1ed3i t\u1ed1t nh\u1ea5t \u0111\u1ec3 cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng d\u1ef1a tr\u00ean th\u00f4ng tin \u0111\u01b0\u1ee3c thu th\u1eadp tr\u01b0\u1edbc \u0111\u00f3. Khi th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5, c\u00e1c t\u00e1c nh\u00e2n n\u00e0y c\u00f3 th\u1ec3 k\u00edch ho\u1ea1t c\u00e1c quy tr\u00ecnh kinh doanh, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u1ef1 \u0111\u1ed9ng g\u1eedi email ho\u1eb7c b\u1eaft \u0111\u1ea7u theo d\u00f5i kh\u00e1ch h\u00e0ng. Hi\u1ec7u qu\u1ea3 v\u00e0 t\u1ed1c \u0111\u1ed9 c\u1ee7a nh\u1eefng h\u00e0nh \u0111\u1ed9ng n\u00e0y c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a doanh nghi\u1ec7p.<\/p>\n\n<h3 class=\"wp-block-heading\">T\u01b0\u01a1ng t\u00e1c v\u00e0 giao ti\u1ebfp v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c<\/h3>\n\n<p class=\"wp-block-paragraph\">M\u1ed9t kh\u00eda c\u1ea1nh quan tr\u1ecdng kh\u00e1c c\u1ee7a t\u00e1c nh\u00e2n AI l\u00e0 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c ho\u1eb7c t\u00e1c nh\u00e2n con ng\u01b0\u1eddi. V\u00ed d\u1ee5: trong tr\u01b0\u1eddng h\u1ee3p gi\u1ea3i ph\u00e1p SAP Joule, t\u00e1c nh\u00e2n AI s\u1ebd c\u1ea3i ti\u1ebfn c\u00e1ch ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, Joule l\u00e0m cho c\u00e1c quy tr\u00ecnh d\u1ec5 d\u00e0ng \u0111i\u1ec1u h\u01b0\u1edbng v\u00e0 th\u1ef1c thi h\u01a1n, gi\u00fap t\u1ea5t c\u1ea3 nh\u00e2n vi\u00ean d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn c\u00e1c c\u00f4ng c\u1ee5 h\u01a1n, ngay c\u1ea3 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng k\u1ef9 thu\u1eadt.<\/p>\n\n<h2 class=\"wp-block-heading\">S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa c\u00e1c t\u00e1c nh\u00e2n RPA, RPIA v\u00e0 AI<\/h2>\n\n<p class=\"wp-block-paragraph\">Hi\u1ec3u \u0111\u01b0\u1ee3c s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa c\u00e1c t\u00e1c nh\u00e2n RPA, RPIA v\u00e0 AI l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p mu\u1ed1n t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh. M\u1eb7c d\u00f9 c\u00e1c kh\u00e1i ni\u1ec7m n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng thay th\u1ebf cho nhau nh\u01b0ng ch\u00fang bi\u1ec3u th\u1ecb c\u00e1c m\u1ee9c \u0111\u1ed9 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed th\u00f4ng minh kh\u00e1c nhau.<\/p>\n\n<h3 class=\"wp-block-heading\">RPA: T\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u01a1n gi\u1ea3n<\/h3>\n\n<p class=\"wp-block-paragraph\">T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh b\u1eb1ng robot (RPA) d\u1ef1a tr\u00ean c\u00e1c quy t\u1eafc v\u00e0 t\u1eadp l\u1ec7nh \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i. M\u1eb7c d\u00f9 n\u00f3 c\u00f3 hi\u1ec7u qu\u1ea3 \u0111\u1ed1i v\u1edbi c\u00e1c h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a nh\u01b0ng vi\u1ec7c kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi c\u00e1c bi\u1ebfn th\u1ec3 c\u1ee7a d\u1eef li\u1ec7u khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t gi\u1ea3i ph\u00e1p h\u1ea1n ch\u1ebf trong c\u00e1c m\u00f4i tr\u01b0\u1eddng ph\u1ee9c t\u1ea1p. V\u00ed d\u1ee5: bot RPA c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 truy\u1ec1n d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng n\u00e0y sang h\u1ec7 th\u1ed1ng kh\u00e1c, nh\u01b0ng n\u00f3 kh\u00f4ng th\u1ec3 x\u1eed l\u00fd c\u00e1c tr\u01b0\u1eddng h\u1ee3p ngo\u1ea1i l\u1ec7 \u0111\u00f2i h\u1ecfi s\u1ef1 ph\u00e1n x\u00e9t c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n<h3 class=\"wp-block-heading\">RPIA: S\u1ef1 ra \u0111\u1eddi c\u1ee7a tr\u00ed th\u00f4ng minh<\/h3>\n\n<p class=\"wp-block-paragraph\">RPA 2.0 hay RPIA (T\u1ef1 \u0111\u1ed9ng h\u00f3a th\u00f4ng minh quy tr\u00ecnh robot), b\u1ed5 sung th\u00eam m\u1ed9t l\u1edbp tr\u00ed th\u00f4ng minh v\u00e0o t\u1ef1 \u0111\u1ed9ng h\u00f3a. B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c thu\u1eadt to\u00e1n AI, RPIA c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch \u0111\u01a1n gi\u1ea3n v\u00e0 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u01a1 b\u1ea3n. N\u00f3 m\u1edf ra c\u00e1ch \u0111\u1ec3 t\u0103ng t\u00ednh linh ho\u1ea1t, ch\u1eb3ng h\u1ea1n nh\u01b0 cho ph\u00e9p x\u1eed l\u00fd t\u00e0i li\u1ec7u v\u1edbi c\u00e1c bi\u1ebfn th\u1ec3 v\u1ec1 \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u. S\u1ef1 ra \u0111\u1eddi c\u1ee7a RPIA th\u1ec3 hi\u1ec7n m\u1ed9t b\u01b0\u1edbc nh\u1ea3y v\u1ecdt so v\u1edbi RPA, nh\u01b0ng kh\u1ea3 n\u0103ng c\u1ee7a n\u00f3 v\u1eabn c\u00f2n h\u1ea1n ch\u1ebf so v\u1edbi c\u00e1c t\u00e1c nh\u00e2n AI.<\/p>\n\n<h3 class=\"wp-block-heading\">\u0110\u1ea1i l\u00fd AI: T\u01b0\u01a1ng lai c\u1ee7a t\u1ef1 \u0111\u1ed9ng h\u00f3a<\/h3>\n\n<p class=\"wp-block-paragraph\">C\u00e1c \u0111\u1eb7c v\u1ee5 AI th\u1ef1c hi\u1ec7n m\u1ed9t b\u01b0\u1edbc quy\u1ebft \u0111\u1ecbnh. Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c h\u1ec7 th\u1ed1ng tr\u01b0\u1edbc \u0111\u00e2y, ch\u00fang \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 li\u00ean t\u1ee5c h\u1ecdc h\u1ecfi v\u00e0 th\u00edch \u1ee9ng, cho ph\u00e9p ch\u00fang x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 phi c\u1ea5u tr\u00fac. Nh\u1edd kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c, kh\u00f4ng ch\u1ec9 v\u1edbi ng\u01b0\u1eddi d\u00f9ng m\u00e0 c\u00f2n v\u1edbi c\u00e1c t\u00e1c nh\u00e2n kh\u00e1c, h\u1ecd cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p t\u1ef1 \u0111\u1ed9ng h\u00f3a th\u1ef1c s\u1ef1 th\u00f4ng minh. \u0110i\u1ec1u n\u00e0y th\u00fac \u0111\u1ea9y vi\u1ec7c qu\u1ea3n l\u00fd v\u1eadn h\u00e0nh v\u00e0 ra quy\u1ebft \u0111\u1ecbnh \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a, thay \u0111\u1ed5i c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p.<\/p>\n\n<h2 class=\"wp-block-heading\">C\u00e1ch tri\u1ec3n khai hi\u1ec7u qu\u1ea3 c\u00e1c t\u00e1c nh\u00e2n AI \u0111\u1ec3 c\u00f3 t\u00e1c \u0111\u1ed9ng th\u1ef1c s\u1ef1 \u0111\u1ebfn quy tr\u00ecnh kinh doanh<\/h2>\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 t\u1ed1i \u0111a h\u00f3a t\u00e1c \u0111\u1ed9ng c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI, vi\u1ec7c tri\u1ec3n khai c\u00f3 t\u00ednh chi\u1ebfn l\u01b0\u1ee3c v\u00e0 chu \u0111\u00e1o l\u00e0 c\u1ea7n thi\u1ebft. C\u00f3 m\u1ed9t s\u1ed1 b\u01b0\u1edbc quan tr\u1ecdng m\u00e0 c\u00e1c c\u00f4ng ty c\u1ea7n th\u1ef1c hi\u1ec7n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u00fang \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p hi\u1ec7u qu\u1ea3 v\u00e0o quy tr\u00ecnh kinh doanh c\u1ee7a m\u00ecnh.<\/p>\n\n<h3 class=\"wp-block-heading\">Ch\u1ecdn tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ph\u00f9 h\u1ee3p<\/h3>\n\n<p class=\"wp-block-paragraph\">Vi\u1ec7c l\u1ef1a ch\u1ecdn tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng l\u00e0 c\u01a1 b\u1ea3n. X\u00e1c \u0111\u1ecbnh c\u00e1c quy tr\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i nhi\u1ec1u nh\u1ea5t t\u1eeb \u200b\u200b\u200b\u200bvi\u1ec7c t\u00edch h\u1ee3p t\u00e1c nh\u00e2n AI. V\u00ed d\u1ee5: trong d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, nh\u00e2n vi\u00ean AI c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c truy v\u1ea5n th\u00f4ng th\u01b0\u1eddng, gi\u00fap nh\u00e2n vi\u00ean c\u00f3 th\u1eddi gian t\u1eadp trung v\u00e0o c\u00e1c tr\u01b0\u1eddng h\u1ee3p ph\u1ee9c t\u1ea1p h\u01a1n. B\u1eb1ng c\u00e1ch nh\u1eafm t\u1edbi c\u00e1c nhu c\u1ea7u th\u1ef1c t\u1ebf, c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c, doanh nghi\u1ec7p s\u1ebd t\u0103ng c\u01a1 h\u1ed9i \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 th\u00e0nh c\u00f4ng.<\/p>\n\n<h3 class=\"wp-block-heading\">X\u00e1c \u0111\u1ecbnh ROI r\u00f5 r\u00e0ng<\/h3>\n\n<p class=\"wp-block-paragraph\">Tr\u01b0\u1edbc khi tri\u1ec3n khai m\u1ed9t t\u00e1c nh\u00e2n AI, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i x\u00e1c \u0111\u1ecbnh l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 (ROI) ch\u00ednh x\u00e1c. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 bao g\u1ed3m vi\u1ec7c \u0111\u1ecbnh l\u01b0\u1ee3ng m\u1ee9c t\u0103ng n\u0103ng su\u1ea5t m\u00e0 c\u00f2n bao g\u1ed3m kh\u1ea3 n\u0103ng ti\u1ebft ki\u1ec7m d\u00e0i h\u1ea1n. C\u00e1c c\u00f4ng ty n\u00ean thi\u1ebft l\u1eadp c\u00e1c ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t ch\u00ednh (KPI) \u0111\u1ec3 \u0111o l\u01b0\u1eddng sau khi th\u1ef1c hi\u1ec7n nh\u1eb1m \u0111\u00e1nh gi\u00e1 s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a vi\u1ec7c tri\u1ec3n khai.<\/p>\n\n<h3 class=\"wp-block-heading\">Ch\u1ecdn c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p<\/h3>\n\n<p class=\"wp-block-paragraph\">Vi\u1ec7c l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 v\u00e0 c\u00f4ng ngh\u1ec7 \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng. C\u00e1c c\u00f4ng ty n\u00ean \u0111\u00e1nh gi\u00e1 c\u00e1c khung m\u00e1y h\u1ecdc, ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u d\u1ef1a tr\u00ean kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a ch\u00fang. L\u1ef1a ch\u1ecdn c\u00f4ng ngh\u1ec7 t\u1ed1t \u0111\u1ea3m b\u1ea3o ki\u1ebfn \u200b\u200btr\u00fac m\u1ea1nh m\u1ebd h\u01a1n v\u00e0 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c tri\u1ec3n khai t\u00e1c nh\u00e2n AI trong h\u1ec7 sinh th\u00e1i hi\u1ec7n c\u00f3.<\/p>\n\n<h3 class=\"wp-block-heading\">Chu\u1ea9n b\u1ecb tri\u1ec3n khai<\/h3>\n\n<p class=\"wp-block-paragraph\">Tr\u01b0\u1edbc khi t\u00edch h\u1ee3p, \u0111i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i thu th\u1eadp d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ec3 \u0111\u00e0o t\u1ea1o t\u00e1c nh\u00e2n AI \u0111\u00fang c\u00e1ch. Vi\u1ec7c ki\u1ec3m tra t\u00e1c nh\u00e2n trong \u0111i\u1ec1u ki\u1ec7n th\u1ef1c t\u1ebf gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111i\u1ec1u ch\u1ec9nh c\u1ea7n thi\u1ebft c\u00f3 th\u1ec3 c\u00f3 tr\u01b0\u1edbc khi t\u00edch h\u1ee3p ho\u00e0n to\u00e0n v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3 nh\u01b0 CRM ho\u1eb7c ERP. \u0110i\u1ec1u n\u00e0y \u0111\u1ea3m b\u1ea3o vi\u1ec7c tri\u1ec3n khai su\u00f4n s\u1ebb h\u01a1n v\u00e0 s\u1ef1 ti\u1ebfp nh\u1eadn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng nhanh h\u01a1n.<\/p>\n\n<h3 class=\"wp-block-heading\">Li\u00ean t\u1ee5c theo d\u00f5i v\u00e0 t\u1ed1i \u01b0u h\u00f3a<\/h3>\n\n<p class=\"wp-block-paragraph\">Sau khi tri\u1ec3n khai, c\u00f4ng vi\u1ec7c kh\u00f4ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i theo d\u00f5i vi\u1ec7c s\u1eed d\u1ee5ng t\u00e1c nh\u00e2n AI v\u00e0 th\u1ef1c hi\u1ec7n t\u1ed1i \u01b0u h\u00f3a th\u01b0\u1eddng xuy\u00ean. D\u1ef1a tr\u00ean KPI \u0111\u00e3 thi\u1ebft l\u1eadp, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh, thay th\u1ebf c\u00e1c thu\u1eadt to\u00e1n l\u1ed7i th\u1eddi v\u00e0 tinh ch\u1ec9nh hi\u1ec7u su\u1ea5t. C\u00e1c \u0111\u1ea1i l\u00fd AI ph\u1ea3i ph\u00e1t tri\u1ec3n c\u00f9ng v\u1edbi doanh nghi\u1ec7p \u0111\u1ec3 lu\u00f4n ph\u00f9 h\u1ee3p.<\/p>\n\n<h2 class=\"wp-block-heading\">Nh\u1eefng tr\u1edf ng\u1ea1i v\u00e0 th\u00e1ch th\u1ee9c c\u1ea7n v\u01b0\u1ee3t qua khi t\u00edch h\u1ee3p t\u00e1c nh\u00e2n AI<\/h2>\n\n<p class=\"wp-block-paragraph\">V\u1edbi s\u1ef1 gia t\u0103ng c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI, nh\u1eefng th\u00e1ch th\u1ee9c m\u1edbi xu\u1ea5t hi\u1ec7n. \u0110i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i x\u00e1c \u0111\u1ecbnh ch\u00fang \u0111\u1ec3 tr\u00e1nh nh\u1eefng c\u1ea1m b\u1eaby ti\u1ec1m \u1ea9n trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai.<\/p>\n\n<h3 class=\"wp-block-heading\">Th\u1eed th\u00e1ch c\u00f4ng ngh\u1ec7: Qu\u1ea3n l\u00fd d\u1eef li\u1ec7u<\/h3>\n\n<p class=\"wp-block-paragraph\">Tr\u1edf ng\u1ea1i \u0111\u1ea7u ti\u00ean li\u00ean quan \u0111\u1ebfn vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. Ch\u1ea5t l\u01b0\u1ee3ng k\u00e9m ho\u1eb7c s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ee7 c\u00f3 th\u1ec3 t\u00e1c \u0111\u1ed9ng ti\u00eau c\u1ef1c \u0111\u1ebfn c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ee7a t\u00e1c nh\u00e2n AI. C\u00e1c doanh nghi\u1ec7p ph\u1ea3i \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u1ee7a h\u1ecd \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt, ph\u00f9 h\u1ee3p v\u00e0 c\u00f3 c\u1ea5u tr\u00fac t\u1ed1t. Ngo\u00e0i ra, \u0111\u1ed9 tr\u1ec5 v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u00e1c nh\u00e2n AI ph\u00e2n t\u00edch.<\/p>\n\n<h3 class=\"wp-block-heading\">Th\u00e1ch th\u1ee9c \u0111\u1ea1o \u0111\u1ee9c: T\u00ednh minh b\u1ea1ch c\u1ee7a c\u00e1c quy\u1ebft \u0111\u1ecbnh<\/h3>\n\n<p class=\"wp-block-paragraph\">Th\u00e1ch th\u1ee9c th\u1ee9 hai n\u1eb1m \u1edf v\u1ea5n \u0111\u1ec1 \u0111\u1ea1o \u0111\u1ee9c. T\u00ednh minh b\u1ea1ch trong vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a AI l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 tr\u00e1nh sai l\u1ec7ch thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c quy\u1ebft \u0111\u1ecbnh kh\u00f4ng c\u00f4ng b\u1eb1ng. C\u00e1c c\u00f4ng ty ph\u1ea3i thi\u1ebft l\u1eadp c\u00e1c giao th\u1ee9c qu\u1ea3n tr\u1ecb r\u00f5 r\u00e0ng v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u v\u00e0 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 ngu\u1ed3n nh\u00e2n l\u1ef1c, n\u01a1i AI c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn quy\u1ebft \u0111\u1ecbnh tuy\u1ec3n d\u1ee5ng.<\/p>\n\n<h3 class=\"wp-block-heading\">Th\u1eed th\u00e1ch \u00e1p d\u1ee5ng: S\u1ef1 ch\u1ea5p nh\u1eadn c\u1ee7a nh\u00e2n vi\u00ean<\/h3>\n\n<p class=\"wp-block-paragraph\">Cu\u1ed1i c\u00f9ng, vi\u1ec7c ph\u1ea3n \u0111\u1ed1i s\u1ef1 thay \u0111\u1ed5i c\u00f3 th\u1ec3 l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh \u00e1p d\u1ee5ng c\u00e1c t\u00e1c nh\u00e2n AI. Nh\u00e2n vi\u00ean c\u1ea7n hi\u1ec3u c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI, nh\u1eefng l\u1ee3i \u00edch m\u00e0 ch\u00fang mang l\u1ea1i v\u00e0 nh\u1eefng thay \u0111\u1ed5i m\u00e0 ch\u00fang g\u00e2y ra. C\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m b\u1edbt nh\u1eefng lo ng\u1ea1i n\u00e0y v\u00e0 ch\u1ee9ng minh r\u1eb1ng AI nh\u1eb1m m\u1ee5c \u0111\u00edch c\u1ea3i thi\u1ec7n \u0111i\u1ec1u ki\u1ec7n l\u00e0m vi\u1ec7c b\u1eb1ng c\u00e1ch gi\u1ea3i ph\u00f3ng th\u1eddi gian cho c\u00e1c nhi\u1ec7m v\u1ee5 s\u00e1ng t\u1ea1o h\u01a1n.<\/p>\n\n<h2 class=\"wp-block-heading\">Ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 v\u00e0 t\u1ea7m nh\u00ecn t\u01b0\u01a1ng lai c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI<\/h2>\n\n<p class=\"wp-block-paragraph\">C\u00e1c t\u00e1c nh\u00e2n AI c\u00f3 ti\u1ec1m n\u0103ng bi\u1ebfn \u0111\u1ed5i ho\u00e0n to\u00e0n c\u00e1c quy tr\u00ecnh kinh doanh. S\u1ef1 ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c c\u1ee7a h\u1ecd, k\u1ebft h\u1ee3p v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7, cho th\u1ea5y s\u1ef1 h\u1ed9i nh\u1eadp th\u1eadm ch\u00ed c\u00f2n l\u1edbn h\u01a1n v\u00e0o h\u1ec7 sinh th\u00e1i kinh doanh. B\u1eb1ng c\u00e1ch c\u00f3 t\u1ea7m nh\u00ecn r\u00f5 r\u00e0ng v\u1ec1 t\u01b0\u01a1ng lai v\u00e0 \u00e1p d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a l\u1ee3i \u00edch c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh n\u00e0y.<\/p>\n\n<h3 class=\"wp-block-heading\">Tri\u1ec3n v\u1ecdng cho s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI<\/h3>\n\n<p class=\"wp-block-paragraph\">Khi ch\u00fang ta h\u01b0\u1edbng t\u1edbi v\u0103n h\u00f3a kinh doanh ng\u00e0y c\u00e0ng k\u1ef9 thu\u1eadt s\u1ed1, c\u00e1c t\u00e1c nh\u00e2n AI ch\u1eafc ch\u1eafn s\u1ebd tr\u1edf th\u00e0nh trung t\u00e2m c\u1ee7a c\u00e1c quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng. Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng m\u1ea1nh m\u1ebd nh\u01b0 IBM, Google Cloud, Microsoft Azure v\u00e0 SAP ch\u1ec9 l\u00e0m t\u0103ng m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p c\u1ee7a ch\u00fang tr\u00ean th\u1ecb tr\u01b0\u1eddng. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i lu\u00f4n c\u1eadp nh\u1eadt c\u00e1c xu h\u01b0\u1edbng m\u1edbi n\u1ed5i v\u00e0 d\u1ef1 \u0111o\u00e1n nh\u1eefng \u0111\u1ed5i m\u1edbi s\u1ebd \u0111\u1ecbnh h\u00ecnh l\u0129nh v\u1ef1c n\u00e0y trong nh\u1eefng n\u0103m t\u1edbi. Nh\u1eefng c\u00f4ng ty ch\u1ee9ng t\u1ecf m\u00ecnh nhanh nh\u1eb9n ch\u1eafc ch\u1eafn s\u1ebd l\u00e0 nh\u1eefng c\u00f4ng ty n\u1ed5i b\u1eadt.<\/p>\n\n<h3 class=\"wp-block-heading\">S\u1ef1 ch\u1ea5p nh\u1eadn v\u00e0 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn nh\u00e2n vi\u00ean<\/h3>\n\n<p class=\"wp-block-paragraph\">B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c t\u00e1c nh\u00e2n AI, doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng m\u00e0 c\u00f2n thay \u0111\u1ed5i tr\u1ea3i nghi\u1ec7m c\u1ee7a nh\u00e2n vi\u00ean. C\u00e1c gi\u1ea3i ph\u00e1p \u0111\u1ed5i m\u1edbi c\u00f3 th\u1ec3 gi\u1ea3m b\u1edbt c\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, gi\u00fap nh\u00e2n vi\u00ean c\u00f3 nhi\u1ec1u th\u1eddi gian h\u01a1n cho c\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 gi\u00e1 tr\u1ecb cao, t\u1eeb \u0111\u00f3 c\u1ea3i thi\u1ec7n s\u1ef1 h\u00e0i l\u00f2ng trong c\u00f4ng vi\u1ec7c c\u1ee7a h\u1ecd. C\u00e1c c\u00f4ng ty ph\u1ea3i coi qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i n\u00e0y kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t m\u1ed1i \u0111e d\u1ecda m\u00e0 l\u00e0 c\u01a1 h\u1ed9i \u0111\u1ec3 ph\u00e1t tri\u1ec3n ngh\u1ec1 nghi\u1ec7p.<\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>C\u00e1c t\u00e1c nh\u00e2n AI, nh\u1eefng nh\u00e0 c\u00e1ch m\u1ea1ng th\u1ef1c s\u1ef1 c\u1ee7a th\u1ebf gi\u1edbi k\u1ef9 thu\u1eadt s\u1ed1, \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1ch c\u00e1c doanh nghi\u1ec7p t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00f4ng ngh\u1ec7. C\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 tr\u1ecb n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p v\u00e0 h\u00e0nh \u0111\u1ed9ng [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4706,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[77],"tags":[9662,9671,9668,9665],"class_list":["post-4738","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe-vi","tag-dai-ly-ai-vi","tag-quy-trinh-kinh-doanh-vi","tag-toi-da-hoa-tac-dong-vi","tag-trien-khai-ai-vi"],"_links":{"self":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/4738","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/comments?post=4738"}],"version-history":[{"count":1,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/4738\/revisions"}],"predecessor-version":[{"id":4739,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/4738\/revisions\/4739"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media\/4706"}],"wp:attachment":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media?parent=4738"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/categories?post=4738"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/tags?post=4738"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}