{"id":675,"date":"2025-07-17T03:16:55","date_gmt":"2025-07-17T03:16:55","guid":{"rendered":"https:\/\/vietai.edu.vn\/?p=675"},"modified":"2025-07-17T03:20:10","modified_gmt":"2025-07-17T03:20:10","slug":"ung-dung-tri-tue-nhan-tao-ai-giai-quyet-bai-toan-ban-le-nganh-duoc-pham","status":"publish","type":"post","link":"https:\/\/vietai.edu.vn\/index.php\/2025\/07\/17\/ung-dung-tri-tue-nhan-tao-ai-giai-quyet-bai-toan-ban-le-nganh-duoc-pham\/","title":{"rendered":"\u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n b\u00e1n l\u1ebb ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m"},"content":{"rendered":"<p><strong>Trong b\u1ed1i c\u1ea3nh d\u00e2n s\u1ed1 ng\u00e0y c\u00e0ng gi\u00e0 h\u00f3a, nhu c\u1ea7u v\u1ec1 thu\u1ed1c v\u00e0 d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe kh\u00f4ng ng\u1eebng gia t\u0103ng, t\u1ea1o ra \u00e1p l\u1ef1c l\u1edbn l\u00ean h\u1ec7 th\u1ed1ng b\u00e1n l\u1ebb d\u01b0\u1ee3c ph\u1ea9m. C\u00e1c \u0111\u01a1n v\u1ecb n\u00e0y \u0111ang \u0111\u1ee9ng tr\u01b0\u1edbc y\u00eau c\u1ea7u ph\u1ea3i qu\u1ea3n l\u00fd t\u1ed3n kho hi\u1ec7u qu\u1ea3, \u0111i\u1ec1u ph\u1ed1i h\u00e0ng h\u00f3a \u0111\u00fang th\u1eddi \u0111i\u1ec3m v\u00e0 \u0111\u1ea3m b\u1ea3o t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u01a1n thu\u1ed1c nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI \u0111ang \u0111\u01b0\u1ee3c xem l\u00e0 gi\u1ea3i ph\u00e1p ti\u1ec1m n\u0103ng nh\u1eb1m th\u00e1o g\u1ee1 nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y.<\/strong><\/p>\n<h2 id=\"ftoc-heading-1\" class=\"ftwp-heading\">1. \u1ee8ng d\u1ee5ng AI t\u1ed1i \u01b0u qu\u1ea3n l\u00fd t\u1ed3n kho<\/h2>\n<p>M\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t c\u1ee7a ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m l\u00e0 qu\u1ea3n l\u00fd t\u1ed3n kho do \u0111\u1eb7c th\u00f9 s\u1ea3n ph\u1ea9m c\u00f3 h\u1ea1n s\u1eed d\u1ee5ng ng\u1eafn v\u00e0 y\u00eau c\u1ea7u \u0111i\u1ec1u ki\u1ec7n b\u1ea3o qu\u1ea3n ng\u1eb7t ngh\u00e8o. Qu\u1ea3n l\u00fd kh\u00f4ng t\u1ed1t, s\u1ea3n ph\u1ea9m r\u1ea5t c\u00f3 th\u1ec3 s\u1ebd ph\u1ea3i b\u1ecf \u0111i tr\u01b0\u1edbc khi \u0111\u01b0\u1ee3c b\u00e1n ra, g\u00e2y t\u1ed5n th\u1ea5t l\u1edbn v\u1ec1 t\u00e0i ch\u00ednh.<\/p>\n<p>B\u00e0i to\u00e1n \u0111\u1eb7t ra l\u00e0 l\u00e0m sao c\u00e2n \u0111\u1ed1i l\u01b0\u1ee3ng h\u00e0ng nh\u1eadp v\u00e0o v\u00e0 ph\u00e2n b\u1ed5 h\u00e0ng h\u1ee3p l\u00fd, \u0111\u1ea3m b\u1ea3o m\u1ed7i c\u1eeda h\u00e0ng \u0111\u1ec1u c\u00f3 t\u1ea5t c\u1ea3 lo\u1ea1i thu\u1ed1c kh\u00e1ch h\u00e0ng c\u1ea7n. T\u1ed3n kho qu\u00e1 m\u1ee9c l\u00e0m t\u0103ng cao chi ph\u00ed v\u1eadn h\u00e0nh, kho b\u00e3i, nh\u01b0ng thi\u1ebfu h\u1ee5t t\u1ed3n kho d\u1eabn \u0111\u1ebfn m\u1ea5t c\u01a1 h\u1ed9i kinh doanh do kh\u00f4ng \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c \u0111\u1ee7 nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng. \u0110\u00f3 l\u00e0 c\u00f2n ch\u01b0a k\u1ec3, nhu c\u1ea7u kh\u00e1ch h\u00e0ng \u1edf m\u1ed7i v\u00f9ng mi\u1ec1n, m\u1ed7i khu v\u1ef1c, m\u1ed7i nh\u00f3m tu\u1ed5i l\u1ea1i r\u1ea5t kh\u00e1c nhau. C\u00f3 m\u1eb7t h\u00e0ng b\u00e1n r\u1ea5t t\u1ed1t \u1edf mi\u1ec1n B\u1eafc, nh\u01b0ng c\u00f3 m\u1eb7t h\u00e0ng ch\u1ec9 \u0111\u1eaft kh\u00e1ch \u1edf mi\u1ec1n T\u00e2y, kh\u00e1c bi\u1ec7t ho\u00e0n to\u00e0n d\u00f9 r\u1ea5t g\u1ea7n TPHCM.<\/p>\n<p>V\u1edbi m\u1ed9t chu\u1ed7i kinh doanh d\u01b0\u1ee3c ph\u1ea9m c\u00f3 quy m\u00f4 h\u01a1n 1<strong>600 c\u1eeda h\u00e0ng<\/strong>\u00a0tr\u00ean to\u00e0n qu\u1ed1c, s\u1edf h\u1eefu h\u01a1n<strong>\u00a030.000 m\u1eb7t h\u00e0ng,<\/strong>\u00a0c\u00f3\u00a0<strong>200.000 giao d\u1ecbch<\/strong>\u00a0b\u00e1n ra m\u1ed7i ng\u00e0y nh\u01b0<strong>\u00a0Long Ch\u00e2u,<\/strong>\u00a0\u0111\u1ec3 \u0111o ni \u0111\u00f3ng gi\u00e0y danh m\u1ee5c s\u1ea3n ph\u1ea9m \u0111\u1ebfn t\u1eebng c\u1eeda h\u00e0ng th\u00ec kh\u00f4ng th\u1ec3 d\u00f9ng s\u1ee9c ng\u01b0\u1eddi m\u00e0 l\u00e0m \u0111\u01b0\u1ee3c. Th\u1ef1c t\u1ebf, Long Ch\u00e2u t\u1eebng s\u1edf h\u1eefu h\u01a1n 50 nh\u00e0 ph\u00e2n t\u00edch ch\u1ecbu tr\u00e1ch nhi\u1ec7m d\u1ef1 b\u00e1o nhu c\u1ea7u nh\u01b0ng ch\u1ec9 s\u1ed1\u00a0<strong>stock-out v\u1eabn \u1edf m\u1ee9c 12-13%<\/strong>. Ch\u1ec9 s\u1ed1 n\u00e0y c\u00f3 ngh\u0129a l\u00e0\u00a0<strong>12- 13% kh\u00e1ch h\u00e0ng<\/strong>\u00a0\u0111\u1ebfn \u0111i\u1ec3m b\u00e1n nh\u01b0ng kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u00e1p \u1ee9ng nhu c\u1ea7u do s\u1ea3n ph\u1ea9m \u0111\u00f3 kh\u00f4ng c\u00f3 s\u1eb5n trong kho.<\/p>\n<p>Hi\u1ec7n<strong>\u00a0Long Ch\u00e2u<\/strong>\u00a0kh\u00f4ng c\u00f2n c\u1ea7n nh\u00e2n l\u1ef1c d\u1ef1 b\u00e1o n\u1eefa v\u00e0 ch\u1ec9 s\u1ed1<strong>\u00a0stock-out<\/strong>\u00a0v\u1ec1\u00a0<strong>d\u01b0\u1edbi 5%<\/strong>, t<strong>\u1ed3n kho gi\u1ea3m 12%<\/strong>\u00a0\u2013 m\u1ed9t con s\u1ed1 \u0111\u00e1ng m\u01a1 \u01b0\u1edbc \u1edf trong ng\u00e0nh. \u0110i\u1ec1u n\u00e0y c\u00f3 \u0111\u01b0\u1ee3c l\u00e0 nh\u1edd s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a\u00a0<strong>AI<\/strong>.<\/p>\n<figure id=\"attachment_12537\" class=\"wp-caption alignnone\" aria-describedby=\"caption-attachment-12537\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-12537\" src=\"https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-1.jpg\" sizes=\"auto, (max-width: 706px) 89vw, (max-width: 767px) 82vw, 740px\" srcset=\"https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-1.jpg 1170w, https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-1-300x179.jpg 300w, https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-1-768x459.jpg 768w\" alt=\"FPT Long Ch\u00e2u \u1ee9ng d\u1ee5ng AI trong ph\u00e2n t\u00edch d\u1ef1 b\u00e1o nhu c\u1ea7u s\u1eed d\u1ee5ng s\u1ea3n ph\u1ea9m\" width=\"1170\" height=\"700\" \/><\/figure>\n<p>C\u1ee5 th\u1ec3, c\u00e1c chuy\u00ean gia \u0111\u00e3 t\u00edch h\u1ee3p kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 c\u1ee7a chu\u1ed7i nh\u00e0 thu\u1ed1c, t\u1ed1i \u01b0u m\u00f4 h\u00ecnh d\u1eef li\u1ec7u nh\u1eb1m d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u theo t\u1eebng khu v\u1ef1c. Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p d\u1ec5 d\u00e0ng s\u1eafp x\u1ebfp k\u1ebf ho\u1ea1ch v\u1eadn chuy\u1ec3n v\u00e0 chu\u1ea9n b\u1ecb c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng, kho b\u00e3i c\u1ea7n thi\u1ebft.<strong>\u00a0AI<\/strong>\u00a0c\u0169ng gi\u00fap n\u00e2ng cao<strong>\u00a0kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n<\/strong>\u00a0nhu c\u1ea7u h\u00e0ng h\u00f3a, l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng ph\u00e2n ph\u1ed1i hi\u1ec7u qu\u1ea3 gi\u1eefa FPT Long Ch\u00e2u v\u00e0 c\u00e1c nh\u00e0 cung c\u1ea5p c\u1ee7a h\u1ecd.<\/p>\n<p>Sau ba th\u00e1ng tri\u1ec3n khai, gi\u1ea3i ph\u00e1p \u0111\u00e3 mang l\u1ea1i hi\u1ec7u qu\u1ea3 t\u1ed1t khi \u00e1p d\u1ee5ng t\u1ea1i nh\u00f3m 16 c\u1eeda h\u00e0ng thu\u1ed1c \u0111\u1ea7u ti\u00ean, l\u1ef1a ch\u1ecdn theo nhi\u1ec1u ti\u00eau ch\u00ed quy m\u00f4, \u0111\u1ecba l\u00fd, doanh thu kh\u00e1c nhau. Trong \u0111\u00f3, ch\u1ec9 s\u1ed1\u00a0<strong>stock-out gi\u1ea3m xu\u1ed1ng d\u01b0\u1edbi 5%<\/strong>\u00a0m\u00e0 h\u1ea7u nh\u01b0 kh\u00f4ng g\u00e2y t\u0103ng l\u01b0\u1ee3ng h\u00e0ng t\u1ed3n kho, g\u00f3p ph\u1ea7n gia t\u0103ng hi\u1ec7u su\u1ea5t kinh doanh \u0111\u00e1ng k\u1ec3.<\/p>\n<h2 id=\"ftoc-heading-2\" class=\"ftwp-heading\">2. \u1ee8ng d\u1ee5ng AI h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd \u0111\u01a1n thu\u1ed1c nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c<\/h2>\n<p>Tr\u00ean th\u1ebf gi\u1edbi, nh\u1eefng \u1ee9ng d\u1ee5ng AI c\u0169ng t\u1ea1o n\u00ean s\u1ef1 thay \u0111\u1ed5i l\u1edbn trong qu\u1ea3n l\u00fd v\u1eadn h\u00e0nh, gi\u00fap c\u00e1c nh\u00e0 thu\u1ed1c tr\u1ef1c tuy\u1ebfn t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd \u0111\u01a1n thu\u1ed1c, mang l\u1ea1i hi\u1ec7u qu\u1ea3 cao h\u01a1n v\u00e0 d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n cho kh\u00e1ch h\u00e0ng.<\/p>\n<p><strong>Amazon Pharmacy<\/strong>, m\u1ed9t hi\u1ec7u thu\u1ed1c tr\u1ef1c tuy\u1ebfn c\u1ee7a<strong>\u00a0Amazon<\/strong>\u00a0ra \u0111\u1eddi v\u00e0o cu\u1ed1i n\u0103m 2020 t\u1ea1i M\u1ef9, \u0111\u00e3 s\u1eed d\u1ee5ng\u00a0<strong>AI t\u1ea1o sinh (GenAI)<\/strong>\u00a0\u0111\u1ec3\u00a0<strong>c\u1ea3i thi\u1ec7n t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u01a1n thu\u1ed1c<\/strong>\u00a0m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n. Nh\u1edd\u00a0<strong>AI<\/strong>, Amazon Pharmacy c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01a1n thu\u1ed1c c\u1ee7a b\u00e1c s\u0129, d\u00f9 l\u00e0 vi\u1ebft tay hay \u0111\u00e1nh m\u00e1y v\u1edbi t\u1eeb ng\u1eef kh\u00f4ng nh\u1ea5t qu\u00e1n, v\u00e0 t\u1ea1o c\u1ea5u tr\u00fac cho v\u0103n b\u1ea3n t\u1eeb d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac. K\u1ebft qu\u1ea3 l\u00e0,<strong>\u00a0t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u01a1n h\u00e0ng t\u0103ng 90%<\/strong>\u00a0v\u00e0 t\u1ef7 l\u1ec7 sai s\u00f3t gi\u1ea3m \u0111\u00e1ng k\u1ec3.<\/p>\n<p>Trong khi \u0111\u00f3, W<strong>algreens<\/strong>, chu\u1ed7i c\u1eeda h\u00e0ng d\u01b0\u1ee3c ph\u1ea9m l\u1edbn th\u1ee9 hai t\u1ea1i M\u1ef9, \u0111\u00e3 tri\u1ec3n khai robot t\u00edch h\u1ee3p AI \u0111\u1ec3 gi\u1ea3m kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c l\u1eb7p l\u1ea1i cho d\u01b0\u1ee3c s\u0129. Nh\u1eefng c\u00f4ng vi\u1ec7c nh\u01b0 \u0111\u00f3ng g\u00f3i \u0111\u01a1n thu\u1ed1c, ph\u00e2n lo\u1ea1i, v\u00e0 d\u00e1n nh\u00e3n gi\u1edd \u0111\u00e2y \u0111\u01b0\u1ee3c robot x\u1eed l\u00fd, v\u1edbi\u00a0<strong>kh\u1ea3 n\u0103ng \u0111\u00f3ng g\u00f3i 300 \u0111\u01a1n thu\u1ed1c m\u1ed7i gi\u1edd<\/strong>\u00a0\u2013 t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a m\u1ed9t ng\u00e0y t\u1ea1i m\u1ed9t hi\u1ec7u thu\u1ed1c th\u00f4ng th\u01b0\u1eddng c\u1ee7a Walgreens. D\u1ef1 ki\u1ebfn,\u00a0<strong>v\u00e0o n\u0103m 2025, 50% c\u00e1c \u0111\u01a1n thu\u1ed1c t\u1ea1i Walgreens<\/strong>\u00a0s\u1ebd \u0111\u01b0\u1ee3c x\u1eed l\u00fd t\u1ea1i c\u00e1c trung t\u00e2m vi m\u00f4 t\u1ef1 \u0111\u1ed9ng h\u00f3a, gi\u00fap d\u01b0\u1ee3c s\u0129 v\u00e0 nh\u00e2n vi\u00ean t\u1eadp trung v\u00e0o vi\u1ec7c cung c\u1ea5p d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe v\u00e0 h\u1ed7 tr\u1ee3 c\u1ed9ng \u0111\u1ed3ng.<\/p>\n<figure id=\"attachment_12538\" class=\"wp-caption alignnone\" aria-describedby=\"caption-attachment-12538\"><img decoding=\"async\" class=\"size-full wp-image-12538\" src=\"https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-2.jpg\" sizes=\"auto, (max-width: 706px) 89vw, (max-width: 767px) 82vw, 740px\" srcset=\"https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-2.jpg 1170w, https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-2-300x174.jpg 300w, https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/VN-2-768x446.jpg 768w\" alt=\"\u1ee8ng d\u1ee5ng AI t\u1ea1i 1 s\u1ed1 chu\u1ed7i d\u01b0\u1ee3c ph\u1ea9m l\u1edbn t\u1ea1i M\u1ef9\" width=\"1170\" height=\"680\" \/><\/figure>\n<p>Nh\u1eefng \u1ee9ng d\u1ee5ng n\u00e0y kh\u00f4ng ch\u1ec9 minh ch\u1ee9ng cho ti\u1ec1m n\u0103ng to l\u1edbn c\u1ee7a AI trong vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m m\u00e0 c\u00f2n kh\u1eb3ng \u0111\u1ecbnh vai tr\u00f2 ng\u00e0y c\u00e0ng quan tr\u1ecdng c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y trong vi\u1ec7c mang l\u1ea1i tr\u1ea3i nghi\u1ec7m t\u1ed1t nh\u1ea5t cho kh\u00e1ch h\u00e0ng.<\/p>\n<h3 id=\"ftoc-heading-3\" class=\"ftwp-heading\">3. Nhi\u1ec1u th\u00e1ch th\u1ee9c khi \u1ee9ng d\u1ee5ng AI trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m<\/h3>\n<p>M\u1eb7c d\u00f9 AI \u0111ang mang l\u1ea1i nh\u1eefng thay \u0111\u1ed5i t\u00edch c\u1ef1c v\u00e0 m\u1edf ra nhi\u1ec1u ti\u1ec1m n\u0103ng trong\u00a0ng\u00e0nh b\u00e1n l\u1ebb\u00a0d\u01b0\u1ee3c ph\u1ea9m, vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y t\u1ea1i Vi\u1ec7t Nam c\u00f2n g\u1eb7p nhi\u1ec1u c\u1ea3n tr\u1edf.<\/p>\n<ul>\n<li>Th\u1ee9 nh\u1ea5t l\u00e0\u00a0<strong>ngu\u1ed3n l\u1ef1c \u0111\u1ea7u t\u01b0 cho AI.<\/strong>\u00a0AI v\u1eabn c\u00f2n m\u1edbi m\u1ebb, v\u1edbi c\u00f4ng ngh\u1ec7 t\u1eadp trung \u1edf v\u00e0i doanh nghi\u1ec7p d\u1eabn \u0111\u1ea7u. C\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf c\u00f2n s\u01a1 khai v\u00e0 c\u1ea7n nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 ho\u00e0n thi\u1ec7n. Vi\u1ec7c tri\u1ec3n khai AI \u0111\u00f2i h\u1ecfi chi ph\u00ed ban \u0111\u1ea7u l\u1edbn cho ph\u1ea7n c\u1ee9ng, ph\u1ea7n m\u1ec1m v\u00e0 nh\u00e2n l\u1ef1c chuy\u00ean m\u00f4n cao \u0111\u1ec3 x\u00e2y d\u1ef1ng, v\u1eadn h\u00e0nh v\u00e0 b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng. \u0110\u1eb7c bi\u1ec7t, c\u00e1c m\u00f4 h\u00ecnh y t\u1ebf v\u00e0 d\u01b0\u1ee3c ph\u1ea9m c\u1ea7n nghi\u00ean c\u1ee9u chuy\u00ean s\u00e2u \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c v\u00e0 an to\u00e0n, t\u1ea1o g\u00e1nh n\u1eb7ng t\u00e0i ch\u00ednh cho doanh nghi\u1ec7p, \u0111\u1eb7c bi\u1ec7t l\u00e0 doanh nghi\u1ec7p nh\u1ecf v\u00e0 v\u1eeba.<\/li>\n<li>Th\u1ee9 hai l\u00e0\u00a0<strong>kh\u00f3 kh\u0103n v\u1ec1 thu th\u1eadp v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u<\/strong>. D\u1eef li\u1ec7u l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t v\u1edbi doanh nghi\u1ec7p khi \u1ee9ng d\u1ee5ng AI, \u0111\u1eb7c bi\u1ec7t l\u00e0 ng\u00e0nh b\u00e1n l\u1ebb d\u01b0\u1ee3c ph\u1ea9m. D\u1eef li\u1ec7u b\u00e1n h\u00e0ng, t\u1ed3n kho, chu\u1ed7i cung \u1ee9ng, th\u00f4ng tin nh\u00e0 s\u1ea3n xu\u1ea5t v\u00e0 kh\u00e1ch h\u00e0ng \u0111\u1ec1u ph\u1ee9c t\u1ea1p v\u00e0 r\u1ea3i r\u00e1c. Vi\u1ec7c thu th\u1eadp, t\u1ed5ng h\u1ee3p v\u00e0 chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u g\u1eb7p nhi\u1ec1u kh\u00f3 kh\u0103n. C\u00e1c h\u1ec7 th\u1ed1ng AI ph\u1ea3i tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u nh\u01b0\u00a0<strong>HIPAA<\/strong>\u00a0v\u00e0\u00a0<strong>EU AI Act<\/strong>\u00a0\u0111\u1ec3 \u0111\u1ea3m b\u1ea3o an to\u00e0n th\u00f4ng tin b\u1ec7nh nh\u00e2n. Quy \u0111\u1ecbnh EU AI Act t\u1eeb n\u0103m 2024 \u0111\u01b0a ra ti\u00eau chu\u1ea9n nghi\u00eam ng\u1eb7t v\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a c\u00e1c b\u00ean li\u00ean quan, \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong l\u0129nh v\u1ef1c y t\u1ebf.<\/li>\n<li>Cu\u1ed1i c\u00f9ng, vi\u1ec7c<strong>\u00a0t\u00edch h\u1ee3p AI v\u1edbi h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd b\u00e1n l\u1ebb<\/strong>\u00a0d\u01b0\u1ee3c ph\u1ea9m hi\u1ec7n c\u00f3 c\u0169ng l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn. C\u00e1c h\u1ec7 th\u1ed1ng c\u0169, \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u kh\u00e1c nhau, c\u00e1ch th\u1ee9c giao ti\u1ebfp kh\u00e1c nhau khi\u1ebfn vi\u1ec7c t\u00edch h\u1ee3p AI tr\u1edf n\u00ean kh\u00f3 kh\u0103n. \u00c1p d\u1ee5ng AI c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn thay \u0111\u1ed5i trong quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 vai tr\u00f2 c\u1ee7a nh\u00e2n vi\u00ean, d\u1eabn \u0111\u1ebfn s\u1ef1 ph\u1ea3n kh\u00e1ng. Qu\u1ea3n l\u00fd s\u1ef1 thay \u0111\u1ed5i l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng \u0111\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, c\u1ea7n k\u1ebft h\u1ee3p v\u1edbi \u0111\u00e0o t\u1ea1o v\u00e0 truy\u1ec1n th\u00f4ng ph\u00f9 h\u1ee3p.<\/li>\n<\/ul>\n<figure id=\"attachment_12535\" class=\"wp-caption alignnone\" aria-describedby=\"caption-attachment-12535\"><img decoding=\"async\" class=\"size-full wp-image-12535\" src=\"https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/Anh-minh-hoa-kho-khan-ung-dung-Ai.jpg\" sizes=\"auto, (max-width: 706px) 89vw, (max-width: 767px) 82vw, 740px\" srcset=\"https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/Anh-minh-hoa-kho-khan-ung-dung-Ai.jpg 1170w, https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/Anh-minh-hoa-kho-khan-ung-dung-Ai-300x200.jpg 300w, https:\/\/digital.fpt.com\/wp-content\/uploads\/2024\/06\/Anh-minh-hoa-kho-khan-ung-dung-Ai-768x512.jpg 768w\" alt=\"V\u1eabn c\u00f2n nhi\u1ec1u th\u00e1ch th\u1ee9c khi \u1ee9ng d\u1ee5ng AI trong ng\u00e0nh b\u00e1n l\u1ebb d\u01b0\u1ee3c ph\u1ea9m\" width=\"1170\" height=\"780\" \/><\/figure>\n<p>Gi\u1ea3i quy\u1ebft nh\u1eefng r\u00e0o c\u1ea3n n\u00e0y \u0111\u00f2i h\u1ecfi s\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa doanh nghi\u1ec7p, nh\u00e0 cung c\u1ea5p gi\u1ea3i ph\u00e1p AI v\u00e0 c\u01a1 quan qu\u1ea3n l\u00fd. Doanh nghi\u1ec7p c\u1ea7n \u0111\u1ea7u t\u01b0 x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u, \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean v\u00e0 x\u00e2y d\u1ef1ng v\u0103n h\u00f3a \u0111\u1ed5i m\u1edbi \u0111\u1ec3 th\u00fac \u0111\u1ea9y vi\u1ec7c \u00e1p d\u1ee5ng AI hi\u1ec7u qu\u1ea3 trong logistics ng\u00e0nh b\u00e1n l\u1ebb d\u01b0\u1ee3c ph\u1ea9m.<\/p>\n<p>Hi\u1ec7n nay, Vi\u1ec7t Nam c\u00f3 kho\u1ea3ng\u00a0<strong>3.000 c\u00f4ng ty d\u01b0\u1ee3c ph\u1ea9m<\/strong>\u00a0l\u1edbn nh\u1ecf kh\u00e1c nhau. Nhi\u1ec1u doanh nghi\u1ec7p trong s\u1ed1 n\u00e0y v\u1eabn v\u1eadn h\u00e0nh th\u1ee7 c\u00f4ng ho\u1eb7c s\u1eed d\u1ee5ng nhi\u1ec1u lo\u1ea1i ph\u1ea7n m\u1ec1m ri\u00eang bi\u1ec7t, g\u00e2y ra nhi\u1ec1u b\u1ea5t c\u1eadp nh\u01b0 kh\u00f3 c\u1eadp nh\u1eadt s\u1ed1 li\u1ec7u theo th\u1eddi gian th\u1ef1c, kh\u00f3 th\u1ed1ng k\u00ea d\u1eef li\u1ec7u v\u00e0 kh\u00f3 n\u1eafm b\u1eaft t\u00ecnh h\u00ecnh kinh doanh. \u0110\u1ec3 ti\u1ebfp t\u1ee5c t\u0103ng tr\u01b0\u1edfng v\u00e0 c\u1ea1nh tranh, c\u00e1c doanh nghi\u1ec7p n\u00e0y c\u1ea7n m\u1ed9t gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n \u0111\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c t\u1eeb kh\u00e2u ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng, qu\u1ea3n l\u00fd ho\u1ea1t \u0111\u1ed9ng ph\u00e2n ph\u1ed1i, \u0111\u1ebfn ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng. \u0110\u00e2y ch\u00ednh l\u00e0 kho\u1ea3ng tr\u1ed1ng m\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p AI c\u00f3 th\u1ec3 ph\u00e1t huy ti\u1ec1m n\u0103ng v\u00f4 c\u00f9ng l\u1edbn.<\/p>\n<p>M\u1eb7c d\u00f9 c\u00f2n nhi\u1ec1u c\u1ea3n tr\u1edf, vi\u1ec7c \u1ee9ng d\u1ee5ng AI trong ng\u00e0nh b\u00e1n l\u1ebb d\u01b0\u1ee3c ph\u1ea9m \u0111ang tr\u1edf n\u00ean ng\u00e0y m\u1ed9t ph\u1ed5 bi\u1ebfn h\u01a1n. Trong b\u1ed1i c\u1ea3nh c\u1ea1nh tranh kh\u1ed1c li\u1ec7t v\u00e0 nh\u1eefng thay \u0111\u1ed5i \u0111\u1eb7c th\u00f9 c\u1ee7a ng\u00e0nh d\u01b0\u1ee3c, c\u00e1c doanh nghi\u1ec7p ti\u00ean phong \u00e1p d\u1ee5ng AI c\u00f3 th\u1ec3 n\u1eafm b\u1eaft th\u1eddi c\u01a1 \u0111\u1ec3 n\u00e2ng cao l\u1ee3i th\u1ebf c\u1ea1nh tranh nh\u1edd t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u1eadn h\u00e0nh v\u00e0 mang l\u1ea1i tr\u1ea3i nghi\u1ec7m kh\u00e1c bi\u1ec7t cho kh\u00e1ch h\u00e0ng.<\/p>\n<p>Ngu\u1ed3n:<\/p>\n<ol>\n<li><a href=\"https:\/\/www.aboutamazon.com\/news\/retail\/how-amazon-pharmacy-uses-generative-ai\" target=\"_blank\" rel=\"noopener\">5 ways Amazon Pharmacy is using generative AI to improve health care. 2024. US About Amazon.<\/a><\/li>\n<li><a href=\"https:\/\/nhathuoclongchau.com.vn\/bai-viet\/bi-quyet-mo-coi-than-toc-cua-fpt-long-chau.html\" target=\"_blank\" rel=\"noopener\">B\u00ed quy\u1ebft \u201cm\u1edf c\u00f5i\u201d th\u1ea7n t\u1ed1c c\u1ee7a FPT Long Ch\u00e2u. 2023. Nh\u00e0 Thu\u1ed1c Long Ch\u00e2u.<\/a><\/li>\n<li><a href=\"https:\/\/www.axios.com\/2023\/10\/26\/pharamcies-robots-ai-technology-strikes\" target=\"_blank\" rel=\"noopener\">Kingston, J. A., &amp; Stern, A. 2023. The future of pharmacies: Robots, AI and more. Axios.<\/a><\/li>\n<li><a href=\"https:\/\/vnexpress.net\/cong-nghe-du-bao-nhu-cau-giup-nha-thuoc-giam-ty-le-het-hang-4540802.html\" target=\"_blank\" rel=\"noopener\">Minh Huy. 2022 C\u00f4ng ngh\u1ec7 d\u1ef1 b\u00e1o nhu c\u1ea7u gi\u00fap nh\u00e0 thu\u1ed1c gi\u1ea3m t\u1ef7 l\u1ec7 h\u1ebft h\u00e0ng. VnExpress.<\/a><\/li>\n<li><a href=\"https:\/\/cafef.vn\/sep-chuoi-nha-thuoc-fpt-long-chau-ke-ve-rao-can-bac-tien-tu-chai-ho-nuoc-5000d-va-cuoc-tat-tay-vao-trai-nghiem-khach-hang-dung-ai-ml-thay-50-nha-phan-tich-du-bao-188240211081252058.chn\" target=\"_blank\" rel=\"noopener\">Thu\u1ef7 Tr\u01b0\u01a1ng. 2024. S\u1ebfp chu\u1ed7i nh\u00e0 thu\u1ed1c FPT Long Ch\u00e2u k\u1ec3 v\u1ec1 r\u00e0o c\u1ea3n B\u1eafc ti\u1ebfn t\u1eeb chai h\u1ed3 n\u01b0\u1edbc 5.000\u0111 v\u00e0 cu\u1ed9c t\u1ea5t tay v\u00e0o tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng, d\u00f9ng AI, ML thay 50 nh\u00e0 ph\u00e2n t\u00edch d\u1ef1 b\u00e1o. CafeF.\u00a0<\/a><\/li>\n<li><a href=\"https:\/\/www.cnbc.com\/2022\/03\/30\/walgreens-turns-to-robots-to-fill-prescriptions-as-pharmacists-take-on-more-responsibilities.html\" target=\"_blank\" rel=\"noopener\">Repko, M. 2022. Walgreens turns to robots to fill prescriptions, as pharmacists take on more responsibilities. CNBC.<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Trong b\u1ed1i c\u1ea3nh d\u00e2n s\u1ed1 ng\u00e0y c\u00e0ng gi\u00e0 h\u00f3a, nhu c\u1ea7u v\u1ec1 thu\u1ed1c v\u00e0 d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe kh\u00f4ng ng\u1eebng gia t\u0103ng, t\u1ea1o ra \u00e1p l\u1ef1c l\u1edbn l\u00ean h\u1ec7 th\u1ed1ng b\u00e1n l\u1ebb d\u01b0\u1ee3c ph\u1ea9m. C\u00e1c \u0111\u01a1n v\u1ecb n\u00e0y \u0111ang \u0111\u1ee9ng tr\u01b0\u1edbc y\u00eau c\u1ea7u ph\u1ea3i qu\u1ea3n l\u00fd t\u1ed3n kho hi\u1ec7u qu\u1ea3, \u0111i\u1ec1u ph\u1ed1i h\u00e0ng h\u00f3a \u0111\u00fang th\u1eddi \u0111i\u1ec3m v\u00e0 \u0111\u1ea3m b\u1ea3o t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u01a1n thu\u1ed1c nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI \u0111ang \u0111\u01b0\u1ee3c xem l\u00e0 gi\u1ea3i ph\u00e1p ti\u1ec1m n\u0103ng nh\u1eb1m th\u00e1o g\u1ee1 nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y. 1. \u1ee8ng d\u1ee5ng AI t\u1ed1i \u01b0u qu\u1ea3n l\u00fd t\u1ed3n kho M\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t c\u1ee7a ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m l\u00e0 qu\u1ea3n l\u00fd t\u1ed3n kho do \u0111\u1eb7c th\u00f9 s\u1ea3n ph\u1ea9m c\u00f3 h\u1ea1n s\u1eed d\u1ee5ng ng\u1eafn v\u00e0 y\u00eau c\u1ea7u \u0111i\u1ec1u ki\u1ec7n b\u1ea3o qu\u1ea3n ng\u1eb7t ngh\u00e8o. Qu\u1ea3n l\u00fd kh\u00f4ng t\u1ed1t, s\u1ea3n ph\u1ea9m r\u1ea5t c\u00f3 th\u1ec3 s\u1ebd ph\u1ea3i b\u1ecf \u0111i tr\u01b0\u1edbc khi \u0111\u01b0\u1ee3c b\u00e1n ra, g\u00e2y t\u1ed5n th\u1ea5t l\u1edbn v\u1ec1 t\u00e0i ch\u00ednh. B\u00e0i to\u00e1n \u0111\u1eb7t ra l\u00e0 l\u00e0m sao c\u00e2n \u0111\u1ed1i l\u01b0\u1ee3ng h\u00e0ng nh\u1eadp v\u00e0o v\u00e0 ph\u00e2n b\u1ed5 h\u00e0ng h\u1ee3p l\u00fd, \u0111\u1ea3m b\u1ea3o m\u1ed7i c\u1eeda h\u00e0ng \u0111\u1ec1u c\u00f3 t\u1ea5t c\u1ea3 lo\u1ea1i thu\u1ed1c kh\u00e1ch h\u00e0ng c\u1ea7n. T\u1ed3n kho qu\u00e1 m\u1ee9c l\u00e0m t\u0103ng cao chi ph\u00ed v\u1eadn h\u00e0nh, kho b\u00e3i, nh\u01b0ng thi\u1ebfu h\u1ee5t t\u1ed3n kho d\u1eabn \u0111\u1ebfn m\u1ea5t c\u01a1 h\u1ed9i kinh doanh do kh\u00f4ng \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c \u0111\u1ee7 nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng. \u0110\u00f3 l\u00e0 c\u00f2n ch\u01b0a k\u1ec3, nhu c\u1ea7u kh\u00e1ch h\u00e0ng \u1edf m\u1ed7i v\u00f9ng mi\u1ec1n, m\u1ed7i khu v\u1ef1c, m\u1ed7i nh\u00f3m tu\u1ed5i l\u1ea1i r\u1ea5t kh\u00e1c nhau. C\u00f3 m\u1eb7t h\u00e0ng b\u00e1n r\u1ea5t t\u1ed1t \u1edf mi\u1ec1n B\u1eafc, nh\u01b0ng c\u00f3 m\u1eb7t h\u00e0ng ch\u1ec9 \u0111\u1eaft kh\u00e1ch \u1edf mi\u1ec1n T\u00e2y, kh\u00e1c bi\u1ec7t ho\u00e0n to\u00e0n d\u00f9 r\u1ea5t g\u1ea7n TPHCM. V\u1edbi m\u1ed9t chu\u1ed7i kinh doanh d\u01b0\u1ee3c ph\u1ea9m c\u00f3 quy m\u00f4 h\u01a1n 1600 c\u1eeda h\u00e0ng\u00a0tr\u00ean to\u00e0n qu\u1ed1c, s\u1edf h\u1eefu h\u01a1n\u00a030.000 m\u1eb7t h\u00e0ng,\u00a0c\u00f3\u00a0200.000 giao d\u1ecbch\u00a0b\u00e1n ra m\u1ed7i ng\u00e0y nh\u01b0\u00a0Long Ch\u00e2u,\u00a0\u0111\u1ec3 \u0111o ni \u0111\u00f3ng gi\u00e0y danh m\u1ee5c s\u1ea3n ph\u1ea9m \u0111\u1ebfn t\u1eebng c\u1eeda h\u00e0ng th\u00ec kh\u00f4ng th\u1ec3 d\u00f9ng s\u1ee9c ng\u01b0\u1eddi m\u00e0 l\u00e0m \u0111\u01b0\u1ee3c. Th\u1ef1c t\u1ebf, Long Ch\u00e2u t\u1eebng s\u1edf h\u1eefu h\u01a1n 50 nh\u00e0 ph\u00e2n t\u00edch ch\u1ecbu tr\u00e1ch nhi\u1ec7m d\u1ef1 b\u00e1o nhu c\u1ea7u nh\u01b0ng ch\u1ec9 s\u1ed1\u00a0stock-out v\u1eabn \u1edf m\u1ee9c 12-13%. Ch\u1ec9 s\u1ed1 n\u00e0y c\u00f3 ngh\u0129a l\u00e0\u00a012- 13% kh\u00e1ch h\u00e0ng\u00a0\u0111\u1ebfn \u0111i\u1ec3m b\u00e1n nh\u01b0ng kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u00e1p \u1ee9ng nhu c\u1ea7u do s\u1ea3n ph\u1ea9m \u0111\u00f3 kh\u00f4ng c\u00f3 s\u1eb5n trong kho. Hi\u1ec7n\u00a0Long Ch\u00e2u\u00a0kh\u00f4ng c\u00f2n c\u1ea7n nh\u00e2n l\u1ef1c d\u1ef1 b\u00e1o n\u1eefa v\u00e0 ch\u1ec9 s\u1ed1\u00a0stock-out\u00a0v\u1ec1\u00a0d\u01b0\u1edbi 5%, t\u1ed3n kho gi\u1ea3m 12%\u00a0\u2013 m\u1ed9t con s\u1ed1 \u0111\u00e1ng m\u01a1 \u01b0\u1edbc \u1edf trong ng\u00e0nh. \u0110i\u1ec1u n\u00e0y c\u00f3 \u0111\u01b0\u1ee3c l\u00e0 nh\u1edd s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a\u00a0AI. C\u1ee5 th\u1ec3, c\u00e1c chuy\u00ean gia \u0111\u00e3 t\u00edch h\u1ee3p kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 c\u1ee7a chu\u1ed7i nh\u00e0 thu\u1ed1c, t\u1ed1i \u01b0u m\u00f4 h\u00ecnh d\u1eef li\u1ec7u nh\u1eb1m d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u theo t\u1eebng khu v\u1ef1c. Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p d\u1ec5 d\u00e0ng s\u1eafp x\u1ebfp k\u1ebf ho\u1ea1ch v\u1eadn chuy\u1ec3n v\u00e0 chu\u1ea9n b\u1ecb c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng, kho b\u00e3i c\u1ea7n thi\u1ebft.\u00a0AI\u00a0c\u0169ng gi\u00fap n\u00e2ng cao\u00a0kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n\u00a0nhu c\u1ea7u h\u00e0ng h\u00f3a, l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng ph\u00e2n ph\u1ed1i hi\u1ec7u qu\u1ea3 gi\u1eefa FPT Long Ch\u00e2u v\u00e0 c\u00e1c nh\u00e0 cung c\u1ea5p c\u1ee7a h\u1ecd. Sau ba th\u00e1ng tri\u1ec3n khai, gi\u1ea3i ph\u00e1p \u0111\u00e3 mang l\u1ea1i hi\u1ec7u qu\u1ea3 t\u1ed1t khi \u00e1p d\u1ee5ng t\u1ea1i nh\u00f3m 16 c\u1eeda h\u00e0ng thu\u1ed1c \u0111\u1ea7u ti\u00ean, l\u1ef1a ch\u1ecdn theo nhi\u1ec1u ti\u00eau ch\u00ed quy m\u00f4, \u0111\u1ecba l\u00fd, doanh thu kh\u00e1c nhau. Trong \u0111\u00f3, ch\u1ec9 s\u1ed1\u00a0stock-out gi\u1ea3m xu\u1ed1ng d\u01b0\u1edbi 5%\u00a0m\u00e0 h\u1ea7u nh\u01b0 kh\u00f4ng g\u00e2y t\u0103ng l\u01b0\u1ee3ng h\u00e0ng t\u1ed3n kho, g\u00f3p ph\u1ea7n gia t\u0103ng hi\u1ec7u su\u1ea5t kinh doanh \u0111\u00e1ng k\u1ec3. 2. \u1ee8ng d\u1ee5ng AI h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd \u0111\u01a1n thu\u1ed1c nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c Tr\u00ean th\u1ebf gi\u1edbi, nh\u1eefng \u1ee9ng d\u1ee5ng AI c\u0169ng t\u1ea1o n\u00ean s\u1ef1 thay \u0111\u1ed5i l\u1edbn trong qu\u1ea3n l\u00fd v\u1eadn h\u00e0nh, gi\u00fap c\u00e1c nh\u00e0 thu\u1ed1c tr\u1ef1c tuy\u1ebfn t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd \u0111\u01a1n thu\u1ed1c, mang l\u1ea1i hi\u1ec7u qu\u1ea3 cao h\u01a1n v\u00e0 d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n cho kh\u00e1ch h\u00e0ng. Amazon Pharmacy, m\u1ed9t hi\u1ec7u thu\u1ed1c tr\u1ef1c tuy\u1ebfn c\u1ee7a\u00a0Amazon\u00a0ra \u0111\u1eddi v\u00e0o cu\u1ed1i n\u0103m 2020 t\u1ea1i M\u1ef9, \u0111\u00e3 s\u1eed d\u1ee5ng\u00a0AI t\u1ea1o sinh (GenAI)\u00a0\u0111\u1ec3\u00a0c\u1ea3i thi\u1ec7n t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u01a1n thu\u1ed1c\u00a0m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n. Nh\u1edd\u00a0AI, Amazon Pharmacy c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u01a1n thu\u1ed1c c\u1ee7a b\u00e1c s\u0129, d\u00f9 l\u00e0 vi\u1ebft tay hay \u0111\u00e1nh m\u00e1y v\u1edbi t\u1eeb ng\u1eef kh\u00f4ng nh\u1ea5t qu\u00e1n, v\u00e0 t\u1ea1o c\u1ea5u tr\u00fac cho v\u0103n b\u1ea3n t\u1eeb d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac. K\u1ebft qu\u1ea3 l\u00e0,\u00a0t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u01a1n h\u00e0ng t\u0103ng 90%\u00a0v\u00e0 t\u1ef7 l\u1ec7 sai s\u00f3t gi\u1ea3m \u0111\u00e1ng k\u1ec3. Trong khi \u0111\u00f3, Walgreens, chu\u1ed7i c\u1eeda h\u00e0ng d\u01b0\u1ee3c ph\u1ea9m l\u1edbn th\u1ee9 hai t\u1ea1i M\u1ef9, \u0111\u00e3 tri\u1ec3n khai robot t\u00edch h\u1ee3p AI \u0111\u1ec3 gi\u1ea3m kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c l\u1eb7p l\u1ea1i cho d\u01b0\u1ee3c s\u0129. Nh\u1eefng c\u00f4ng vi\u1ec7c nh\u01b0 \u0111\u00f3ng g\u00f3i \u0111\u01a1n thu\u1ed1c, ph\u00e2n lo\u1ea1i, v\u00e0 d\u00e1n nh\u00e3n gi\u1edd \u0111\u00e2y \u0111\u01b0\u1ee3c robot x\u1eed l\u00fd, v\u1edbi\u00a0kh\u1ea3 n\u0103ng \u0111\u00f3ng g\u00f3i 300 \u0111\u01a1n thu\u1ed1c m\u1ed7i gi\u1edd\u00a0\u2013 t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a m\u1ed9t ng\u00e0y t\u1ea1i m\u1ed9t hi\u1ec7u thu\u1ed1c th\u00f4ng th\u01b0\u1eddng c\u1ee7a Walgreens. D\u1ef1 ki\u1ebfn,\u00a0v\u00e0o n\u0103m 2025, 50% c\u00e1c \u0111\u01a1n thu\u1ed1c t\u1ea1i Walgreens\u00a0s\u1ebd \u0111\u01b0\u1ee3c x\u1eed l\u00fd t\u1ea1i c\u00e1c trung t\u00e2m vi m\u00f4 t\u1ef1 \u0111\u1ed9ng h\u00f3a, gi\u00fap d\u01b0\u1ee3c s\u0129 v\u00e0 nh\u00e2n vi\u00ean t\u1eadp trung v\u00e0o vi\u1ec7c cung c\u1ea5p d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe v\u00e0 h\u1ed7 tr\u1ee3 c\u1ed9ng \u0111\u1ed3ng. Nh\u1eefng \u1ee9ng d\u1ee5ng n\u00e0y kh\u00f4ng ch\u1ec9 minh ch\u1ee9ng cho ti\u1ec1m n\u0103ng to l\u1edbn c\u1ee7a AI trong vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m m\u00e0 c\u00f2n kh\u1eb3ng \u0111\u1ecbnh vai tr\u00f2 ng\u00e0y c\u00e0ng quan tr\u1ecdng c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y trong vi\u1ec7c mang l\u1ea1i tr\u1ea3i nghi\u1ec7m t\u1ed1t nh\u1ea5t cho kh\u00e1ch h\u00e0ng. 3. Nhi\u1ec1u th\u00e1ch th\u1ee9c khi \u1ee9ng d\u1ee5ng AI trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m M\u1eb7c d\u00f9 AI \u0111ang mang l\u1ea1i nh\u1eefng thay \u0111\u1ed5i t\u00edch c\u1ef1c v\u00e0 m\u1edf ra nhi\u1ec1u ti\u1ec1m n\u0103ng trong\u00a0ng\u00e0nh b\u00e1n l\u1ebb\u00a0d\u01b0\u1ee3c ph\u1ea9m, vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y t\u1ea1i Vi\u1ec7t Nam c\u00f2n g\u1eb7p nhi\u1ec1u c\u1ea3n tr\u1edf. Th\u1ee9 nh\u1ea5t l\u00e0\u00a0ngu\u1ed3n l\u1ef1c \u0111\u1ea7u t\u01b0 cho AI.\u00a0AI v\u1eabn c\u00f2n m\u1edbi m\u1ebb, v\u1edbi c\u00f4ng ngh\u1ec7 t\u1eadp trung \u1edf v\u00e0i doanh nghi\u1ec7p d\u1eabn \u0111\u1ea7u. C\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf c\u00f2n s\u01a1 khai v\u00e0 c\u1ea7n nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 ho\u00e0n thi\u1ec7n. Vi\u1ec7c tri\u1ec3n khai AI \u0111\u00f2i h\u1ecfi chi<\/p>\n","protected":false},"author":1,"featured_media":676,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4,5],"tags":[],"class_list":["post-675","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-fpt-digital"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.6 (Yoast SEO v25.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n b\u00e1n l\u1ebb ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m - vietai<\/title>\n<meta name=\"description\" content=\"Trong b\u1ed1i c\u1ea3nh d\u00e2n s\u1ed1 ng\u00e0y c\u00e0ng gi\u00e0 h\u00f3a, nhu c\u1ea7u v\u1ec1 thu\u1ed1c v\u00e0 d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe kh\u00f4ng ng\u1eebng gia t\u0103ng, t\u1ea1o ra \u00e1p l\u1ef1c l\u1edbn l\u00ean h\u1ec7 th\u1ed1ng b\u00e1n l\u1ebb d\u01b0\u1ee3c ph\u1ea9m. 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