{"id":6167,"date":"2023-11-29T12:32:11","date_gmt":"2023-11-29T12:32:11","guid":{"rendered":"https:\/\/masterskills.org\/blog\/?p=6167"},"modified":"2023-12-21T13:17:28","modified_gmt":"2023-12-21T06:17:28","slug":"mot-case-studies-thuc-tien-ve-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/masterskills.org\/blog\/mot-case-studies-thuc-tien-ve-doanh-nghiep.html","title":{"rendered":"M\u1ed9t s\u1ed1 case studies th\u1ef1c ti\u1ec5n v\u1ec1 Doanh nghi\u1ec7p s\u1ed1"},"content":{"rendered":"
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ENGIE: Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u1edf quy m\u00f4 to\u00e0n c\u00f4ng ty<\/h2>\n

ENGIE, m\u1ed9t c\u00f4ng ty n\u0103ng l\u01b0\u1ee3ng t\u00edch h\u1ee3p c\u1ee7a Ph\u00e1p m\u00e0 Ch\u00fang ta \u0111\u00e3 gi\u1edbi thi\u1ec7u trong nh\u1eefng ph\u1ea7n tr\u01b0\u1edbc, x\u00e9t tr\u00ean nhi\u1ec1u kh\u00eda c\u1ea1nh, l\u00e0 m\u1ed9t \u0111i\u1ec3n h\u00ecnh v\u1ec1 vi\u1ec7c doanh nghi\u1ec7p l\u1edbn ch\u00e0o \u0111\u00f3n chuy\u1ec3n \u0111\u1ed5i s\u1ed1. V\u1edbi h\u01a1n 150 ng\u00e0n nh\u00e2n vi\u00ean v\u00e0 ho\u1ea1t \u0111\u1ed9ng \u1edf 70 qu\u1ed1c gia, ENGIE c\u00f3 doanh thu 60.6 t\u1ef7 euro . Hai hai tri\u1ec7u thi\u1ebft b\u1ecb IoT v\u00e0 h\u00e0ng tr\u0103m doanh nghi\u1ec7p c\u0169ng nh\u01b0 h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh c\u1ee7a ENGIE s\u1ea3n sinh ra nh\u1eefng kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3.<\/p>\n

N\u0103m 2016, IsabMasterskills Kocher, CEO c\u1ee7a t\u1eadp \u0111o\u00e0n x\u00e1c\u0111\u1ecbnh \u0111\u01b0\u1ee3c hai lo\u1ea1i \u00e1p l\u1ef1c \u0111ang v\u00e2y ch\u1eb7t l\u1ea5y h\u1ecd: chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 chuy\u1ec3n \u0111\u1ed5i n\u0103ng l\u01b0\u1ee3ng, ch\u00fang l\u00e0m rung chuy\u1ec3n to\u00e0n ng\u00e0nh c\u00f4ng nghi\u1ec7p c\u1ee7a ENGIE ngay \u1edf ph\u1ea7n l\u00f5i c\u1ee7a n\u00f3.<\/p>\n

Theo m\u00f4 t\u1ea3 c\u1ee7a ch\u00ednh ENGIE, cu\u1ed9c c\u00e1ch m\u1ea1ng trong ng\u00e0nh n\u0103ng l\u01b0\u1ee3ng \u0111ang b\u1ecb d\u1eabn d\u1eaft b\u1edfi \u201cphi c\u00e1c bon h\u00f3a, phi t\u1eadp trung v\u00e0 chuy\u1ec3n \u0111\u1ed5i s\u1ed1.\u201dKocher th\u1eeba nh\u1eadn r\u1eb1ng, \u0111\u1ec3 s\u1ed1ng s\u00f3t v\u00e0 ph\u00e1t tri\u1ec3n trong th\u1ebf gi\u1edbi n\u0103ng l\u01b0\u1ee3ng ho\u00e0n to\u00e0n m\u1edbi n\u00e0y, ENGIE c\u1ea7n th\u1ef1c thi m\u1ed9t c\u00f4ng cu\u1ed9c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u00f3 t\u00ednh c\u0103n b\u1ea3n.<\/p>\n

Nh\u01b0 ch\u00fang ta \u0111\u00e3 trao \u0111\u1ed5i, chuy\u1ec3n \u0111\u1ed5i s\u1ed1 th\u00e0nh c\u00f4ng c\u1ea7n xu\u1ea5t ph\u00e1t t\u1eeb c\u1ea5p l\u00e3nh \u0111\u1ea1o cao nh\u1ea5t. T\u1ea1i ENGIE n\u00f3 \u0111\u01b0\u1ee3c kh\u1edfi x\u01b0\u1edbng t\u1eeb Kocher. B\u00e0 \u0111\u00e3 v\u1ea1ch ra m\u1ed9t t\u1ea7m nh\u00ecn chuy\u1ec3n \u0111\u1ed5i s\u1ed1 cho ENGIE v\u00e0 c\u00f4ng b\u1ed1 m\u1ed9t ng\u00e2n s\u00e1ch 1,5 t\u1ef7 euro s\u1ebd \u0111\u01b0\u1ee3c t\u1eadp \u0111o\u00e0n d\u00e0nh cho chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong giai \u0111o\u1ea1n 2016-. B\u00e0 cho th\u00e0nh l\u1eadp ENGIE Digital, m\u1ed9t b\u1ed9 ph\u1eadn nh\u1eb1m huy \u0111\u1ed9ng m\u1ecdi n\u1ed7 l\u1ef1c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 cho to\u00e0n t\u1eadp \u0111o\u00e0n.<\/p>\n

ENGIE Digtal bao g\u1ed3m c\u1ea3 Nh\u00e0 m\u00e1y s\u1ed1 (Digital Factory), m\u1ed9t Trung t\u00e2m Xu\u1ea5t s\u1eafc (CoE) n\u01a1i c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m c\u1ee7a c\u00f4ng ty c\u00f9ng v\u1edbi c\u00e1c \u0111\u1ed1i t\u00e1c \u01b0\u01a1m t\u1ea1o v\u00e0 cho ra \u0111\u1eddi c\u00e1c c\u00f4ng c\u1ee5 c\u00f4ng ngh\u1ec7 th\u00f4ng tin cho to\u00e0n t\u1ed5 ch\u1ee9c. Sau c\u00f9ng, Kocher b\u1ed5 nhi\u1ec7m Yves Le G\u00e9lard v\u00e0o v\u1ecb tr\u00ed Gi\u00e1m \u0111\u1ed1c k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ec3 gi\u00e1m s\u00e1t t\u1ea5t c\u1ea3 nh\u1eefng n\u1ed7 l\u1ef1c n\u00e0y.12<\/p>\n

B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean c\u1ee7a ENGIE khi th\u1ef1c hi\u1ec7n chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 x\u00e1c \u0111\u1ecbnh nh\u1eefng \u1ee9ng d\u1ee5ng mang l\u1ea1i gi\u00e1 tr\u1ecb cao, v\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t l\u1ed9 tr\u00ecnh \u0111\u1eb7t tr\u1ecdng t\u00e2m v\u00e0o vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 to\u00e0n di\u1ec7n. Nh\u00e0 m\u00e1y s\u1ed1 c\u1ee7a ENGIE \u0111\u00e3 t\u1ea1o ra v\u00e0 \u0111\u1eb7t \u01b0u ti\u00ean v\u00e0o m\u1ed9t l\u1ed9 tr\u00ecnh d\u1ef1 \u00e1n t\u1ed5ng th\u1ec3. C\u00e1c \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c ph\u00e2n b\u1ed5 ra nhi\u1ec1u m\u1ea3ng kinh doanh c\u1ee7a c\u00f4ng ty. Sau \u0111\u00e2y l\u00e0 m\u1ed9t v\u00e0i v\u00ed d\u1ee5:<\/p>\n

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  • \u0110\u1ed1i v\u1edbi c\u00e1c thi\u1ebft b\u1ecb li\u00ean quan \u0111\u1ebfn kh\u00ed gas, ENGIE s\u1eed d\u1ee5ng ph\u00e2n t\u00edch ti\u00ean \u0111o\u00e1n v\u00e0 thu\u1eadt to\u00e1n AI \u0111\u1ec3 tri\u1ec3n khai b\u1ea3o tr\u00ec ti\u00ean \u0111o\u00e1n cho c\u00e1c thi\u1ebft b\u1ecb \u0111\u00f3 v\u00e0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c ph\u00e1t \u0111i\u1ec7n \u2013 x\u00e1c \u0111\u1ecbnh c\u00e1c nguy\u00ean nh\u00e2n d\u1eabn t\u1edbi hi\u1ec7n t\u01b0\u1ee3ng s\u1ee5t gi\u1ea3m hi\u1ec7u su\u1ea5t thi\u1ebft b\u1ecb, gi\u00fap gi\u1ea3m l\u1ed7i thi\u1ebft b\u1ecb v\u00e0 t\u0103ng th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng.<\/li>\n
  • \u0110\u1ed1i v\u1edbi v\u1ea5n \u0111\u1ec1 qu\u1ea3n tr\u1ecb kh\u00e1ch h\u00e0ng, ENGIE tri\u1ec3n khai m\u1ed9t lo\u1ea1t d\u1ecbch v\u1ee5 tr\u1ef1c tuy\u1ebfn to\u00e0n di\u1ec7n cho kh\u00e1ch h\u00e0ng, bao g\u1ed3m c\u00e1c \u1ee9ng d\u1ee5ng t\u1ef1 ph\u1ee5c v\u1ee5 cho ph\u00e9p h\u1ecd qu\u1ea3n l\u00fd m\u1ee9c \u0111\u1ed9 ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng c\u1ee7a ch\u00ednh h\u1ecd. V\u1edbi c\u00e1c h\u1ed9 d\u00e2n v\u00e0 nh\u1eefng ng\u01b0\u1eddi qu\u1ea3n l\u00fd t\u00f2a nh\u00e0, ENGIE \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t \u1ee9ng d\u1ee5ng\u00a0\u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u truy\u1ec1n v\u1ec1 t\u1eeb c\u00e1c c\u1ea3m bi\u1ebfn th\u00f4ng minh nh\u1eb1m ph\u00e1t hi\u1ec7n c\u00e1c c\u01a1 h\u1ed9i ti\u1ebft ki\u1ec7m n\u0103ng\u00a0l\u01b0\u1ee3ng.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n
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    • V\u1edbi n\u0103ng l\u01b0\u1ee3ng t\u00e1i t\u1ea1o, ENGIE \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t n\u1ec1n t\u1ea3ng s\u1ed1 g\u1ed3m c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c ph\u00e1t \u0111i\u1ec7n t\u1eeb c\u00e1c ngu\u1ed3n n\u0103ng l\u01b0\u1ee3ng thay th\u1ebf. Nh\u1eefng \u1ee9ng d\u1ee5ng n\u00e0y s\u1eed d\u1ee5ng ph\u00e2n t\u00edch ti\u00ean \u0111o\u00e1n v\u00e0 AI \u0111\u1ec3 d\u1ef1 b\u00e1o b\u1ea3o tr\u00ec, x\u00e1c \u0111\u1ecbnh c\u00e1c t\u00e0i s\u1ea3n thi\u1ebft b\u1ecb c\u00f3 hi\u1ec7u su\u1ea5t th\u1ea5p, v\u00e0 cung c\u1ea5p cho \u0111\u1ed9i ng\u0169 v\u1eadn h\u00e0nh t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng th\u00f4ng tin theo th\u1eddi gian th\u1ef1c v\u1ec1 t\u00ecnh tr\u1ea1ng thi\u1ebft b\u1ecb c\u0169ng nh\u01b0 nhu c\u1ea7u b\u1ea3o tr\u00ec. N\u1ec1n t\u1ea3ng n\u00e0y \u0111\u00e3 h\u1ed7 tr\u1ee3 cho h\u01a1n 2 gigawatt c\u00f4ng su\u1ea5t c\u00e0i \u0111\u1eb7t, v\u00e0 v\u00e0o n\u0103m ph\u1ea1m vi h\u1ed7 tr\u1ee3 c\u1ee7a n\u00f3 s\u1ebd \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng ra h\u01a1n 25 gigawatt, bi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh d\u1ef1 \u00e1n tri\u1ec3n khai AI l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi v\u1ec1 qu\u1ea3n l\u00fd n\u0103ng l\u01b0\u1ee3ng t\u00e1i t\u1ea1o.<\/li>\n
    • Ng\u00e0y nay, h\u01a1n 1000 m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111ang li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 th\u00edch \u1ee9ng v\u1edbi c\u00e1c \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh thay \u0111\u1ed5i, cung c\u1ea5p t\u1edbi 140 ng\u00e0n l\u01b0\u1ee3t d\u1ef1 \u0111o\u00e1n m\u1ed9t ng\u00e0y, th\u1ef1c hi\u1ec7n sau m\u1ed7i 10 ph\u00fat, cho h\u01a1n 350 tua bin \u0111i\u1ec7n gi\u00f3 tr\u00ean to\u00e0n th\u1ebf gi\u1edbi. V\u00e0o n\u0103m , n\u1ec1n t\u1ea3ng s\u1ed1 c\u1ee7a t\u1eadp \u0111o\u00e0n s\u1ebd x\u1eed l\u00fd h\u01a1n 20 b\u00e0i to\u00e1n h\u1ecdc m\u00e1y b\u1ed5 sung, t\u1ea1o ra nh\u1eefng gi\u00e1 tr\u1ecb kinh t\u1ebf \u0111\u1ea7y \u00fd ngh\u0129a.<\/li>\n
    • Trong c\u00e1c th\u00e0nh ph\u1ed1 th\u00f4ng minh, ENGIE l\u00ean k\u1ebf ho\u1ea1ch ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai m\u1ed9t lo\u1ea1t \u1ee9ng d\u1ee5ng, bao g\u1ed3m h\u1ec7 th\u1ed1ng s\u01b0\u1edfi v\u00e0 l\u00e0m l\u1ea1nh hi\u1ec7u qu\u1ea3 t\u1ea1i c\u00e1c qu\u1eadn, \u0111i\u1ec1u khi\u1ec3n giao th\u00f4ng, di chuy\u1ec3n xanh, qu\u1ea3n l\u00fd r\u00e1c th\u1ea3i, v\u00e0 an to\u00e0n, \u0111\u1ec3 t\u1ea1o ra c\u00e1c th\u00e0nh ph\u1ed1 k\u1ebft n\u1ed1i b\u1ec1n v\u1eefng, ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng, khi t\u1ef7 l\u1ec7 d\u00e2n s\u1ed1 th\u1ebf gi\u1edbi s\u1ed1ng trong c\u00e1c th\u00e0nh ph\u1ed1 s\u1ebd t\u0103ng t\u1eeb 50 ph\u1ea7n tr\u0103m l\u00ean 70 ph\u1ea7n tr\u0103m v\u00e0o n\u0103m 2050.\n

      Danh s\u00e1ch c\u00e1c \u1ee9ng d\u1ee5ng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 t\u1ea1i ENGIE v\u1eabn ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c n\u1ed1i d\u00e0i th\u00eam. Tr\u00ean to\u00e0n b\u1ed9 t\u1ed5 ch\u1ee9c c\u1ee7a m\u00ecnh, ENGIE s\u1ebd ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai 28 \u1ee9ng d\u1ee5ng trong kho\u1ea3ng th\u1eddi gian ba n\u0103m v\u00e0 \u0111\u00e0o t\u1ea1o h\u01a1n 100 ngh\u00ecn nh\u00e2n vi\u00ean. \u0110\u1ec3 \u0111i\u1ec1u ph\u1ed1i v\u00e0 th\u00fac \u0111\u1ea9y s\u1ef1 thay \u0111\u1ed5i n\u00e0y, ENGIE \u0111\u00e3 thi\u1ebft l\u1eadp m\u1ed9t trung t\u00e2m xu\u1ea5t s\u1eafc ti\u00ean ti\u1ebfn, \u1ee9ng d\u1ee5ng nh\u1eefng b\u00e0i h\u1ecdc kinh nghi\u1ec7m t\u1ed1t nh\u1ea5t \u0111\u1ec3 ph\u1ed1i h\u1ee3p v\u1edbi c\u00e1c l\u00e3nh \u0111\u1ea1o b\u1ed9 ph\u1eadn kinh doanh, x\u00e1c \u0111\u1ecbnh y\u00eau c\u1ea7u, x\u00e2y d\u1ef1ng l\u1ed9 tr\u00ecnh, ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai \u1ee9ng d\u1ee5ng theo c\u00e1ch ti\u1ebfp c\u1eadn h\u1ec7 th\u1ed1ng nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u00e1c k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng.<\/p>\n

      Sau m\u1ed9t n\u0103m kh\u1edfi \u0111\u1ed9ng ch\u01b0\u01a1ng tr\u00ecnh, b\u1ed1n \u1ee9ng d\u1ee5ng \u0111\u1ea7u ti\u00ean \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o tri\u1ec3n khai th\u1ef1c t\u1ebf. ENGIE \u0111ang b\u1eaft \u0111\u1ea7u nh\u00ecn th\u1ea5y k\u1ebft qu\u1ea3 v\u00e0 thu v\u1ec1 nh\u1eefng l\u1ee3i \u00edch kinh t\u1ebf ti\u1ec1m n\u0103ng r\u1ea5t kh\u1ea3 quan, v\u00ed d\u1ee5, gi\u00e1 tr\u1ecb c\u1ee7a ch\u1ec9 hai \u1ee9ng d\u1ee5ng: d\u1ef1 \u0111o\u00e1n v\u00e0 ph\u00f2ng ng\u1eeba h\u1ecfng h\u00f3c thi\u1ebft b\u1ecb, t\u1ed1i \u01b0u h\u00f3a th\u1eddi gian m\u00e1y m\u00f3c kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng n\u1eb1m trong k\u1ebf ho\u1ea1ch v\u00e0 ho\u1ea1t \u0111\u1ed9ng v\u1eadn chuy\u1ec3n h\u00e0ng d\u1ef1 t\u00ednh s\u1ebd v\u01b0\u1ee3t qu\u00e1 100 tri\u1ec7u euro m\u1ed9t n\u0103m.<\/li>\n<\/ul>\n

      Enel: Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 t\u1eebng b\u01b0\u1edbc m\u1ed9t<\/h2>\n

      Enel, c\u00f4ng ty \u0111i\u1ec7n l\u1ef1c c\u1ee7a \u00dd, l\u00e0 nh\u00e0 s\u1ea3n xu\u1ea5t \u0111i\u1ec7n l\u1edbn th\u1ee9 hai tr\u00ean th\u1ebf gi\u1edbi, v\u1edbi h\u01a1n 95 gigawatt c\u00f4ng su\u1ea5t l\u1eafp \u0111\u1eb7t, ph\u1ee5c v\u1ee5 h\u01a1n 70 tri\u1ec7u kh\u00e1ch h\u00e0ng to\u00e0n c\u1ea7u, \u0111\u1ea1t 75,7 t\u1ef7 euro doanh thu trong , v\u00e0 c\u00f3 69 ng\u00e0n nh\u00e2n vi\u00ean. L\u00e0 nh\u00e0 cung c\u1ea5p ti\u00ean phong v\u1ec1 l\u01b0\u1edbi \u0111i\u1ec7n th\u00f4ng minh, Enel l\u00e0 c\u00f4ng ty \u0111i\u1ec7n l\u1ef1c \u0111\u1ea7u ti\u00ean tr\u00ean th\u1ebf gi\u1edbi thay th\u1ebf c\u00e1c c\u00f4ng t\u01a1 \u0111i\u1ec7n truy\u1ec1n th\u1ed1ng b\u1eb1ng c\u00f4ng t\u01a1 th\u00f4ng minh k\u1ef9 thu\u1eadt s\u1ed1, trong m\u1ed9t d\u1ef1 \u00e1n l\u1edbn tri\u1ec3n khai cho to\u00e0n b\u1ed9 c\u01a1 s\u1edf kh\u00e1ch h\u00e0ng t\u1ea1i \u00dd c\u1ee7a Enel.<\/p>\n

      N\u0103m 2006, Enel l\u1eafp \u0111\u1eb7t 32 tri\u1ec7u c\u00f4ng t\u01a1 \u0111i\u1ec7n th\u00f4ng minh tr\u00ean to\u00e0n n\u01b0\u1edbc \u00dd; k\u1ec3 t\u1eeb \u0111\u00f3, h\u01a1n 40 tri\u1ec7u c\u00f4ng t\u01a1 \u0111i\u1ec7n th\u00f4ng minh \u0111\u00e3 \u0111\u01b0\u1ee3c Enel \u0111\u00e3 l\u1eafp \u0111\u1eb7t kh\u1eafp Ch\u00e2u \u00c2u, chi\u1ebfm h\u01a1n 80 ph\u1ea7n tr\u0103m t\u1ed5ng s\u1ed1 c\u00f4ng t\u01a1 \u0111i\u1ec7n th\u00f4ng minh \u1edf l\u1ee5c \u0111\u1ecba n\u00e0y.<\/p>\n

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      Qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a Enel di\u1ec5n ra h\u1ec7t nh\u01b0 m\u1ed9t tr\u1eadn \u0111\u00e1nh l\u1edbn: c\u00f4ng ty c\u00f3 cu\u1ed9c tri\u1ec3n khai quy m\u00f4 nh\u1ea5t v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 IoT tr\u00ean th\u1ebf gi\u1edbi. H\u00e0nh tr\u00ecnh h\u01b0\u1edbng t\u1edbi chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a Enel c\u0169ng \u0111\u01b0\u1ee3c kh\u1edfi x\u01b0\u1edbng t\u1eeb c\u1ea5p l\u00e3nh \u0111\u1ea1o cao nh\u1ea5t, \u0111\u1ee9ng \u0111\u1ea7u l\u00e0 CEO Francesco Starace, ng\u01b0\u1eddi b\u1ed5 nhi\u1ec7m Fabio Veronese, Tr\u01b0\u1edfng b\u1ed9 ph\u1eadn D\u1ecbch v\u1ee5 H\u1ea1 t\u1ea7ng v\u00e0 C\u00f4ng ngh\u1ec7, \u0111\u1ec3 ch\u1ec9 \u0111\u1ea1o s\u00e1ng ki\u1ebfn chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a Enel. C\u00f4ng ty d\u1ef1 t\u00ednh chi 5,3 t\u1ef7 euro v\u00e0o vi\u1ec7c s\u1ed1 h\u00f3a c\u00e1c t\u00e0i s\u1ea3n thi\u1ebft b\u1ecb, v\u1eadn h\u00e0nh v\u00e0 quy tr\u00ecnh, c\u0169ng nh\u01b0 n\u00e2ng cao t\u00edn k\u1ebft n\u1ed1i.13<\/p>\n

      B\u00e2y gi\u1edd ch\u00fang ta c\u00f9ng t\u00ecm hi\u1ec3u s\u00e2u h\u01a1n hai \u1ee9ng d\u1ee5ng c\u1ee5 th\u1ec3 tr\u00ean h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a Enel. \u0110\u1ea7u ti\u00ean l\u00e0 c\u00f4ng t\u00e1c b\u1ea3o tr\u00ec ti\u00ean \u0111o\u00e1n \u0111\u1ed1i v\u1edbi m\u1ea1ng l\u01b0\u1edbi ph\u00e2n ph\u1ed1i g\u1ed3m 1,2 tri\u1ec7u ki l\u00f4 m\u00e9t \u0111\u01b0\u1eddng d\u00e2y t\u1ea1i \u00dd, g\u1ed3m r\u1ea5t nhi\u1ec1u lo\u1ea1i t\u00e0i s\u1ea3n nh\u01b0: tr\u1ea1m \u0111i\u1ec7n, \u0111\u01b0\u1eddng d\u00e2y truy\u1ec1n t\u1ea3i \u0111i\u1ec7n, m\u00e1y bi\u1ebfn \u00e1p, c\u00f4ng t\u01a1 \u0111i\u1ec7n th\u00f4ng minh, v\u00e0 c\u1ea3m bi\u1ebfn \u0111\u1eb7t tr\u00ean to\u00e0n h\u1ec7 th\u1ed1ng. \u0110\u1ec3 n\u00e2ng cao \u0111\u1ed9 tin c\u1eady c\u1ee7a l\u01b0\u1edbi \u0111i\u1ec7n v\u00e0 gi\u1ea3m s\u1ed1 l\u1ea7n m\u1ea5t \u0111i\u1ec7n v\u00e0 gi\u00e1n \u0111o\u1ea1n d\u1ecbch v\u1ee5 do l\u1ed7i thi\u1ebft b\u1ecb, Enel \u0111\u00e3 tri\u1ec3n khai m\u1ed9t \u1ee9ng d\u1ee5ng b\u1ea3o tr\u00ec ti\u00ean \u0111o\u00e1n ph\u00e1t tri\u1ec3n s\u1eb5n \u0111\u01b0\u1ee3c AI h\u1ed7 tr\u1ee3.<\/p>\n

      \u1ee8ng d\u1ee5ng SaaS s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 h\u1ecdc m\u00e1y ti\u00ean ti\u1ebfn nh\u1ea5t \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u thu th\u1eadp t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau nh\u01b0: c\u1ea3m bi\u1ebfn m\u1ea1ng l\u01b0\u1edbi th\u1eddi gian th\u1ef1c, c\u00f4ng t\u01a1 \u0111i\u1ec7n th\u00f4ng minh, nh\u1eadt k\u00fd b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb, v\u00e0 th\u1eddi ti\u1ebft \u0111\u1ec3 d\u1ef1 b\u00e1o c\u00e1c s\u1ef1 c\u1ed1 g\u1eafn v\u1edbi c\u00e1c ngu\u1ed3n c\u1ea5p \u0111i\u1ec7n cho m\u1ea1ng l\u01b0\u1edbi ph\u00e2n ph\u1ed1i \u0111i\u1ec7n (\u0111\u00f3 l\u00e0 \u0111\u01b0\u1eddng d\u00e2y truy\u1ec1n t\u1ea3i \u0111i\u1ec7n t\u1eeb c\u00e1c tr\u1ea1m \u0111i\u1ec7n t\u1edbi m\u00e1y bi\u1ebfn \u00e1p v\u00e0 kh\u00e1ch h\u00e0ng cu\u1ed1i) tr\u01b0\u1edbc khi s\u1ef1 c\u1ed1 x\u1ea3y ra.<\/p>\n

      Enel c\u00f3 th\u1ec3 gi\u00e1m s\u00e1t t\u00e0i s\u1ea3n t\u1ee9c th\u1eddi, cho \u0111i\u1ec3m v\u1ec1 m\u1ee9c \u0111\u1ed9 r\u1ee7i ro theo t\u1eebng ng\u00e0y \u0111\u1ed1i v\u1edbi c\u00e1c t\u00e0i s\u1ea3n, v\u00e0 ngay l\u1eadp t\u1ee9c n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c nh\u1eefng b\u1ea5t th\u01b0\u1eddng ho\u1eb7c thay \u0111\u1ed5i li\u00ean quan \u0111\u1ebfn t\u00ecnh tr\u1ea1ng v\u1eadn h\u00e0nh c\u1ee7a t\u00e0i s\u1ea3n. Nh\u1edd \u0111\u00f3, c\u00f4ng ty d\u1ef1 tr\u00f9 tr\u01b0\u1edbc \u0111\u01b0\u1ee3c nh\u1eefng s\u1ef1 c\u1ed1 b\u1ea3o c\u00f3 th\u1ec3 s\u1ebd x\u1ea3y ra. N\u0103ng l\u1ef1c d\u1ef1 b\u00e1o nh\u1edd v\u00e0o AI n\u00e0y gi\u00fap Enel n\u00e2ng cao \u0111\u1ed9 tin c\u1eady, gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh, v\u00e0 gia t\u0103ng \u0111\u00e1ng k\u1ec3 v\u00f2ng \u0111\u1eddi c\u1ee7a t\u00e0i s\u1ea3n, c\u0169ng nh\u01b0 n\u00e2ng cao m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng kh\u00e1ch h\u00e0ng.<\/p>\n

      Nh\u1eefng s\u00e1ng ki\u1ebfn ch\u1ee7 ch\u1ed1t c\u1ee7a d\u1ef1 \u00e1n n\u00e0y bao g\u1ed3m (a) kh\u1ea3 n\u0103ng t\u1ea1o l\u1eadp tr\u1ea1ng th\u00e1i m\u1ea1ng l\u01b0\u1edbi v\u1eadn h\u00e0nh th\u1ef1c \u1edf b\u1ea5t c\u1ee9 th\u1eddi \u0111i\u1ec3m n\u00e0o khi v\u1eadn d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn m\u1ea1ng \u0111\u1ed3 th\u1ecb ti\u00ean ti\u1ebfn, v\u00e0 (b) s\u1eed d\u1ee5ng khu\u00f4n kh\u1ed5 d\u1ef1a v\u00e0o h\u1ecdc m\u00e1y cao c\u1ea5p v\u1edbi kh\u1ea3 n\u0103ng h\u1ecdc li\u00ean t\u1ee5c \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 c\u00f4ng t\u00e1c d\u1ef1 b\u00e1o s\u1ef1 c\u1ed1 t\u00e0i s\u1ea3n. Nh\u1edd khai th\u00e1c \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y co gi\u00e3n, \u1ee9ng d\u1ee5ng b\u1ea3o tr\u00ec ti\u00ean \u0111o\u00e1n c\u00f3 kh\u1ea3\u00a0n\u0103ng t\u1eadp h\u1ee3p \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c c\u1ea5p \u0111\u1ed9 petabyte t\u1eeb c\u00e1c c\u00f4ng t\u01a1 th\u00f4ng minh v\u00e0 c\u1ea3m bi\u1ebfn g\u1eafn tr\u00ean \u0111i\u1ec7n l\u01b0\u1edbi c\u1ee7a Enel, x\u00e1c \u0111\u1ecbnh m\u1ed1i t\u01b0\u01a1ng quan gi\u1eefa nh\u1eefng d\u1eef li\u1ec7u \u0111\u00f3 v\u1edbi d\u1eef li\u1ec7u c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh. Khi nh\u1eefng b\u1ed9 d\u1eef li\u1ec7u \u0111\u00f3 \u0111\u01b0\u1ee3c khai th\u00e1c b\u1eb1ng m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 to\u00e0n di\u1ec7n g\u1ed3m c\u00e1c ph\u00e2n t\u00edch v\u1ec1 \u0111i\u1ec7n l\u1ef1c c\u0169ng nh\u01b0 c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y, \u1ee9ng d\u1ee5ng b\u1ea3o tr\u00ec s\u1ebd gi\u00fap c\u00f4ng ty nh\u00ecn th\u1ea5u \u0111\u01b0\u1ee3c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3.<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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      \u1ee8ng d\u1ee5ng th\u1ee9 hai c\u1ea7n nh\u1ea5n m\u1ea1nh l\u00e0 b\u1ea3o v\u1ec7 ngu\u1ed3n thu. Enel \u0111\u00e3 chuy\u1ec3n \u0111\u1ed5i c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 \u0111\u1eb7t \u01b0u ti\u00ean v\u00e0o vi\u1ec7c ng\u0103n ng\u1eeba t\u1ed5n th\u1ea5t \u0111i\u1ec7n n\u0103ng (hay \u201ct\u1ed5n th\u1ea5t phi k\u1ef9 thu\u1eadt\u201d) nh\u1eb1m gia t\u0103ng m\u1ea1nh m\u1ebd kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i ph\u1ea7n n\u0103ng l\u01b0\u1ee3ng th\u1ea5t tho\u00e1t, \u0111\u1ed3ng th\u1eddi c\u1ea3i thi\u1ec7n n\u0103ng su\u1ea5t. T\u1ea7m nh\u00ecn c\u1ee7a Enel \u0111\u1ed1i v\u1edbi vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i n\u00e0y l\u00e0 m\u1ed9t \u1ee9ng d\u1ee5ng IoT v\u00e0 AI d\u1ea1ng SaaS cho doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai trong v\u00f2ng s\u00e1u th\u00e1ng cho c\u00e1c c\u01a1 s\u1edf v\u1eadn h\u00e0nh to\u00e0n c\u1ea7u c\u1ee7a c\u00f4ng ty. \u0110\u1ec3 hi\u1ec7n th\u1ef1c h\u00f3a c\u00e1c k\u1ebft qu\u1ea3 \u0111\u1eb7t ra g\u1eafn v\u1edbi t\u1ea7m nh\u00ecn \u0111\u00f3 \u0111\u00f2i h\u1ecfi ph\u1ea3i x\u00e2y d\u1ef1ng m\u1ed9t thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 b\u1eaft k\u1ecbp kh\u1ea3 n\u0103ng c\u1ee7a c\u00e1c chuy\u00ean gia c\u1ee7a Enel, nh\u1eefng ng\u01b0\u1eddi ch\u1ec9 l\u00e0m theo quy tr\u00ecnh th\u1ee7 c\u00f4ng nh\u01b0ng \u0111\u00e3 t\u00edch l\u0169y h\u01a1n 30 n\u0103m kinh nghi\u1ec7m trong ngh\u1ec1. B\u1ea3n th\u00e2n nhi\u1ec7m v\u1ee5 tr\u00ean \u0111\u00e3 l\u00e0 m\u1ed9t th\u1eed th\u00e1ch l\u1edbn, nh\u01b0ng Enel c\u00f2n \u0111\u1eb7t ra m\u1ed9t m\u1ee5c ti\u00eau tham v\u1ecdng h\u01a1n, \u0111\u00f3 l\u00e0 t\u0103ng g\u1ea5p \u0111\u00f4i hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng m\u00e0 c\u00f4ng ty \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y.<\/p>\n

      M\u1ed9t s\u00e1ng t\u1ea1o ch\u1ee7 ch\u1ed1t h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i n\u00e0y l\u00e0 thay th\u1ebf c\u00e1ch l\u00e0m truy\u1ec1n th\u1ed1ng trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c t\u1ed5n th\u1ea5t phi k\u1ef9 thu\u1eadt. S\u00e1ng ki\u1ebfn n\u00e0y t\u1eadp trung ch\u1ee7 y\u1ebfu v\u00e0o vi\u1ec7c c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00f4ng t\u00e1c ki\u1ec3m tra t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng, \u00e1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n AI cao c\u1ea5p nh\u1eb1m \u0111\u1eb7t \u01b0u ti\u00ean v\u00e0o nh\u1eefng t\u00ecnh hu\u1ed1ng th\u1ea5t tho\u00e1t phi k\u1ef9 thu\u1eadt ti\u1ec1m \u1ea9n \u1edf c\u00e1c \u0111i\u1ec3m d\u1ecbch v\u1ee5, d\u1ef1a \u0111\u1ed3ng th\u1eddi v\u00e0o c\u1ea3 hai y\u1ebfu t\u1ed1 l\u00e0 m\u1ee9c \u0111\u1ed9 ph\u1ee5c h\u1ed3i n\u0103ng l\u01b0\u1ee3ng v\u00e0 kh\u1ea3 n\u0103ng x\u1ea3y ra gian l\u1eadn.<\/p>\n

      \u1ee8ng d\u1ee5ng b\u1ea3o v\u1ec7 ngu\u1ed3n thu \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI cho ph\u00e9p Enel ho\u00e0n th\u00e0nh m\u1ee5c ti\u00eau \u0111\u1ec1 ra v\u00e0 t\u0103ng g\u1ea5p \u0111\u00f4i m\u1ee9c n\u0103ng l\u01b0\u1ee3ng ph\u1ee5c h\u1ed3i trung b\u00ecnh tr\u00ean m\u1ed7i l\u1ea7n ki\u1ec3m tra, m\u1ed9t k\u1ebft qu\u1ea3 kh\u00e1 \u1ea5n t\u01b0\u1ee3ng n\u1ebfu bi\u1ebft r\u1eb1ng qu\u00e1 tr\u00ecnh ban \u0111\u1ea7u c\u1ee7a Enel \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ra d\u1ef1a tr\u00ean kinh nghi\u1ec7m chuy\u00ean m\u00f4n \u0111\u00e3 t\u00edch l\u0169y sau ba th\u1eadp k\u1ef7.<\/p>\n

      Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u00e3 mang l\u1ea1i nh\u1eefng gi\u00e1 tr\u1ecb v\u00e0 t\u00e1c \u0111\u1ed9ng to l\u1edbn cho Enel. Nh\u1eefng n\u1ed7 l\u1ef1c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a c\u00f4ng ty th\u1eadm ch\u00ed c\u00f2n \u0111\u01b0a h\u1ecd v\u00e0o v\u1ecb tr\u00ed t\u00e2m \u0111i\u1ec3m trong danh s\u00e1ch Fortune g\u1ed3m 57 c\u00f4ng ty to\u00e0n c\u1ea7u, h\u1ea1ng m\u1ee5c \u201cThay \u0111\u1ed5i Th\u1ebf gi\u1edbi\u201d, l\u1ea7n th\u1ee9 ba trong v\u00f2ng b\u1ed1n n\u0103m.<\/p>\n

      Danh s\u00e1ch n\u00e0y nh\u1eb1m vinh danh nh\u1eefng c\u00f4ng ty c\u00f3 chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ed1t l\u00f5i gi\u00fap c\u1ea3i thi\u1ec7n \u0111i\u1ec1u ki\u1ec7n s\u1ed1ng \u1edf c\u1ea5p \u0111\u1ed9 x\u00e3 h\u1ed9i l\u1eabn m\u00f4i tr\u01b0\u1eddng. Enel \u0111\u00e3 bi\u1ebft c\u00e1ch l\u00e0m cho \u0111\u1ed5i m\u1edbi s\u00e1ng t\u1ea1o v\u00e0 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u01b0\u1ee3c th\u1ea5m nhu\u1ea7n tr\u00ean to\u00e0n b\u1ed9 t\u1ed5 ch\u1ee9c c\u1ee7a m\u00ecnh, v\u00e0 \u0111\u01b0\u1ee3c \u0111\u1ec1n \u0111\u00e1p v\u1edbi l\u1ee3i \u00edch kinh t\u1ebf h\u00e0ng n\u0103m d\u1ef1 \u0111o\u00e1n v\u01b0\u1ee3t m\u1ee9c 600 tri\u1ec7u euro m\u1ed9t n\u0103m.<\/p>\n

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      John Deere: Chuy\u1ec3n \u0111\u1ed5i chu\u1ed7i cung \u1ee9ng v\u00e0 qu\u1ea3n l\u00fd t\u1ed3n kho<\/h2>\n

      John Deere l\u00e0 m\u1ed9t nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f4ng nghi\u1ec7p kh\u00e1c b\u1eaft tay v\u00e0o chi\u1ebfn l\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 nh\u1eb1m chuy\u1ec3n \u0111\u1ed5i chu\u1ed7i cung \u1ee9ng c\u1ee7a c\u00f4ng ty. Th\u00e0nh l\u1eadp n\u0103m 1837, John Deere l\u00e0 nh\u00e0 s\u1ea3n xu\u1ea5t thi\u1ebft b\u1ecb n\u00f4ng nghi\u1ec7p l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi, v\u1edbi h\u01a1n 38 t\u1ef7 \u0111\u00f4 la doanh thu h\u00e0ng n\u0103m v\u00e0 c\u00f3 h\u01a1n 60 ng\u00e0n nh\u00e2n vi\u00ean.<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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      M\u1ed9t c\u1ea5u ph\u1ea7n ch\u1ee7 ch\u1ed1t trong chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a John Deere l\u00e0 qu\u1ea3n l\u00fd t\u1ed3n kho. John Deere v\u1eadn h\u00e0nh c\u00f9ng l\u00fac h\u00e0ng tr\u0103m nh\u00e0 m\u00e1y tr\u00ean to\u00e0n c\u1ea7u v\u00e0 s\u1ea3n xu\u1ea5t nh\u1eefng thi\u1ebft b\u1ecb c\u00f4ng nghi\u1ec7p c\u1ef1c k\u1ef3 ph\u1ee9c t\u1ea1p. C\u00f4ng ty cho ph\u00e9p kh\u00e1ch h\u00e0ng ch\u1ecdn c\u1ea5u h\u00ecnh g\u1ed3m h\u00e0ng tr\u0103m t\u00ednh n\u0103ng ri\u00eang l\u1ebb, d\u1eabn \u0111\u1ebfn nh\u1eefng s\u1ea3n ph\u1ea9m v\u1edbi h\u00e0ng ng\u00e0n bi\u1ebfn th\u1ec3 kh\u00e1c nhau.<\/p>\n

      T\u00ednh ch\u1ea5t t\u00f9y bi\u1ebfn \u0111\u01b0\u1ee3c c\u1ee7a s\u1ea3n ph\u1ea9m d\u1eabn \u0111\u1ebfn c\u00f4ng t\u00e1c qu\u1ea3n l\u00fd c\u1ef1c k\u1ef3 ph\u1ee9c t\u1ea1p v\u1ec1 m\u1ee9c \u0111\u1ed9 t\u1ed3n kho trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t. Tr\u01b0\u1edbc \u0111\u00f3, JohnDeere c\u1ea7n ph\u1ea3i ki\u1ec3m so\u00e1t m\u1ed9t lo\u1ea1t nh\u1eefng b\u1ea5t \u1ed5n nh\u01b0 bi\u1ebfn \u0111\u1ed9ng v\u1ec1 c\u1ea7u, th\u1eddi gian giao h\u00e0ng c\u1ee7a nh\u00e0 cung c\u1ea5p, v\u00e0 gi\u00e1n \u0111o\u1ea1n d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t. Do nh\u1eefng b\u1ea5t \u1ed5n n\u00e0y, v\u00e0 v\u00ec c\u1ea5u h\u00ecnh cu\u1ed1i c\u00f9ng c\u1ee7a m\u1ed9t s\u1ea3n ph\u1ea9m th\u01b0\u1eddng kh\u00f4ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc cho \u0111\u1ebfn khi m\u1ed9t \u0111\u01a1n h\u00e0ng \u0111\u01b0\u1ee3c ch\u1ed1t, John Deere ph\u1ea3i th\u01b0\u1eddng xuy\u00ean l\u01b0u kho \u1edf m\u1ee9c d\u01b0 th\u1eeba \u0111\u1ec3 ho\u00e0n th\u00e0nh c\u00e1c \u0111\u01a1n h\u00e0ng k\u1ecbp th\u1eddi, d\u1eabn \u0111\u1ebfn t\u1ed1n k\u00e9m chi ph\u00ed v\u00e0 kh\u00f3 qu\u1ea3n l\u00fd.<\/p>\n

      C\u0169ng nh\u01b0 nh\u1eefng nh\u00e0 s\u1ea3n xu\u1ea5t kh\u00e1c trong ng\u00e0nh, John Deere tri\u1ec3n khai gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m ho\u1ea1ch \u0111\u1ecbnh nhu c\u1ea7u v\u1eadt t\u01b0 (MRP) \u0111\u1ec3 h\u1ed7 tr\u1ee3 l\u1eadp k\u1ebf ho\u1ea1ch s\u1ea3n xu\u1ea5t v\u00e0 qu\u1ea3n l\u00fd t\u1ed3n kho. John Deere c\u0169ng \u0111\u00e3 t\u00ecm hi\u1ec3u nhi\u1ec1u ph\u01b0\u01a1ng \u00e1n \u0111\u1ec1 xu\u1ea5t kh\u00e1c nhau v\u1ec1 ph\u1ea7n m\u1ec1m t\u1ed1i \u01b0u h\u00f3a t\u1ed3n kho th\u01b0\u01a1ng m\u1ea1i. Tuy nhi\u00ean, nh\u1eefng gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m hi\u1ec7n t\u1ea1i kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng t\u1ed1i \u01b0u h\u00f3a m\u1ed9t c\u00e1ch n\u0103ng \u0111\u1ed9ng c\u00e1c c\u1ea5p \u0111\u1ed9 l\u01b0u kho linh ki\u1ec7n r\u1eddi tr\u00ean quy m\u00f4 l\u1edbn trong khi v\u1eabn qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c s\u1ef1 bi\u1ebfn \u0111\u1ed9ng v\u00e0 h\u1ecdc li\u00ean t\u1ee5c t\u1eeb d\u1eef li\u1ec7u. Bi\u1ebfn \u0111\u1ed9ng l\u01b0u kho c\u00f3 th\u1ec3 xu\u1ea5t ph\u00e1t t\u1eeb thay \u0111\u1ed5i v\u1ec1 c\u1ea7u, r\u1ee7i ro g\u1eafn v\u1edbi nh\u00e0 cung c\u1ea5p, c\u00e1c v\u1ea5n \u0111\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng li\u00ean quan \u0111\u1ebfn nh\u1eefng h\u00e0ng h\u00f3a \u0111\u01b0\u1ee3c nh\u00e0 cung c\u1ea5p chuy\u1ec3n \u0111\u1ebfn v\u00e0 gi\u00e1n \u0111o\u1ea1n d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t.<\/p>\n

      \u0110\u1ec3 kh\u1eafc ph\u1ee5c nh\u1eefng v\u1ea5n \u0111\u1ec1 tr\u00ean, John Deere \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI nh\u1eb1m t\u1ed1i \u01b0u h\u00f3a c\u00e1c c\u1ea5p \u0111\u1ed9 l\u01b0u kho, b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t d\u00f2ng s\u1ea3n ph\u1ea9m c\u00f3 h\u01a1n 40 ng\u00e0n linh ki\u1ec7n ri\u00eang r\u1ebd. C\u00f4ng ty s\u1eed d\u1ee5ng m\u1ed9t thu\u1eadt to\u00e1n \u0111\u1ec3 t\u00ednh to\u00e1n m\u1ee9c t\u1ed3n kho h\u00e0ng ng\u00e0y trong qu\u00e1 kh\u1ee9 d\u1ef1a tr\u00ean m\u1ed9t lo\u1ea1t c\u00e1c th\u00f4ng s\u1ed1.<\/p>\n

      V\u1edbi \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c AI t\u0103ng c\u01b0\u1eddng, John Deere c\u00f3 th\u1ec3 m\u00f4 ph\u1ecfng v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c th\u00f4ng s\u1ed1 v\u1ec1 \u0111\u01a1n h\u00e0ng, v\u00e0 gi\u1ea3m thi\u1ec3u m\u1ee9c l\u01b0u kho \u1edf ng\u01b0\u1ee1ng an to\u00e0n. S\u1ef1 th\u1ea5u hi\u1ec3u n\u00e0y c\u00f3 t\u00e1c \u0111\u1ed9ng s\u00e2u s\u1eafc v\u1ec1 m\u1eb7t v\u1eadn h\u00e0nh: John Deere c\u00f3 th\u1ec3 gi\u1ea3m t\u1ed3n kho linh ki\u1ec7n t\u1eeb 25 \u0111\u1ebfn 35 ph\u1ea7n tr\u0103m, nh\u1edd \u0111\u00f3 t\u1ea1o ra t\u1eeb 100 tri\u1ec7u \u0111\u1ebfn 200 tri\u1ec7u \u0111\u00f4 la gi\u00e1 tr\u1ecb kinh t\u1ebf t\u0103ng th\u00eam h\u00e0ng n\u0103m cho c\u00f4ng ty.<\/p>\n

      3M: Hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi AI<\/h2>\n

      C\u00f3 tr\u1ee5 s\u1edf \u1edf Minnesota, 3M l\u00e0 m\u1ed9t t\u1eadp \u0111o\u00e0n \u0111a qu\u1ed1c gia s\u1ea3n xu\u1ea5t h\u00e0ng ng\u00e0n d\u00f2ng s\u1ea3n ph\u1ea9m thu\u1ed9c 46 nh\u00f3m n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 l\u00f5i. C\u00f4ng ty ho\u1ea1t \u0111\u1ed9ng ch\u1ee7 y\u1ebfu trong m\u1ea3ng s\u1ea3n xu\u1ea5t v\u1eadt l\u00fd, d\u00f9 m\u1ed9t trong nh\u1eefng nh\u00e1nh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3 l\u00e0 H\u1ec7 th\u1ed1ng Th\u00f4ng tin S\u1ee9c kh\u1ecfe 3M c\u0169ng s\u1ea3n xu\u1ea5t ph\u1ea7n m\u1ec1m.<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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      3M xu\u1ea5t ph\u00e1t t\u1eeb m\u1ed9t \u00fd t\u01b0\u1edfng tr\u01b0\u1edbc \u0111\u00f3 khi m\u1ed9t nh\u00f3m thanh ni\u00ean tr\u1ebb tu\u1ed5i \u0111am m\u00ea kinh doanh l\u1eadp ra C\u00f4ng ty S\u1ea3n xu\u1ea5t v\u00e0 Khai kho\u00e1ng Minnesota v\u00e0o n\u0103m 1902, m\u1ed9t d\u1ef1 \u00e1n m\u1ea1o hi\u1ec3m trong m\u1ea3ng khai kho\u00e1ng \u0111\u00e3 nhanh ch\u00f3ng th\u1ea5t b\u1ea1i. Nh\u1eefng nh\u00e0 s\u00e1ng l\u1eadp n\u00e0y, c\u00f9ng v\u1edbi m\u1ed9t nh\u00f3m c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 v\u00e0 nh\u00e2n vi\u00ean \u0111\u00e3 kh\u00f4ng ch\u1ea5p nh\u1eadn b\u1ecf cu\u1ed9c. Thay v\u00e0o \u0111\u00f3, h\u1ecd c\u1ed1 g\u1eafng th\u01b0\u01a1ng m\u1ea1i h\u00f3a nhi\u1ec1u s\u1ea3n ph\u1ea9m kh\u00e1c nhau, v\u00e0 sau \u0111\u00f3 thu \u0111\u01b0\u1ee3c th\u00e0nh c\u00f4ng khi s\u1ea3n xu\u1ea5t gi\u1ea5y c\u00e1t.<\/p>\n

      Ti\u1ebfp theo, h\u1ecd x\u00e2y d\u1ef1ng m\u1ed9t v\u0103n h\u00f3a \u0111\u1ed5i m\u1edbi s\u00e1ng t\u1ea1o m\u1ea1nh m\u1ebd, th\u1ee9 v\u0103n h\u00f3a \u0111\u00e3 th\u1ea5m s\u00e2u v\u00e0o c\u00f4ng ty cho \u0111\u1ebfn t\u1eadn ng\u00e0y nay. C\u00e1c s\u1ea3n ph\u1ea9m c\u00f4ng nghi\u1ec7p v\u00e0 ti\u00eau d\u00f9ng \u0111a d\u1ea1ng c\u1ee7a c\u00f4ng ty bao g\u1ed3m r\u1ea5t nhi\u1ec1u th\u01b0\u01a1ng hi\u1ec7u ph\u1ed5 bi\u1ebfn nh\u01b0 Scotch Tape, Post-it Notes v\u00e0 Scotchgard. Ng\u00e0y nay, 3M Company (\u0111\u1ed5i t\u00ean t\u1eeb n\u0103m 2002) s\u1eed d\u1ee5ng h\u01a1n 91 ng\u00e0n nh\u00e2n c\u00f4ng v\u00e0 t\u1ea1o ra h\u01a1n 32 t\u1ef7 \u0111\u00f4 la doanh thu .<\/p>\n

      Mike Roman, CEO c\u1ee7a t\u1eadp \u0111o\u00e0n, m\u1ed9t c\u1ef1u nh\u00e2n vi\u00ean c\u1ee7a 3M trong su\u1ed1t 30 n\u0103m, v\u00e0 ban l\u00e3nh \u0111\u1ea1o \u0111ang \u0111i\u1ec1u h\u00e0nh t\u1eadp \u0111o\u00e0n n\u00e0y theo \u201c3M Playbook\u201d, m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c chi\u1ebfn l\u01b0\u1ee3c li\u00ean quan ch\u1ee7 y\u1ebfu \u0111\u1ebfn c\u00e1ch \u0111\u01a1n gi\u1ea3n h\u00f3a, t\u1ed1i \u01b0u h\u00f3a, \u0111\u1ed5i m\u1edbi s\u00e1ng t\u1ea1o v\u00e0 ph\u00e1t tri\u1ec3n d\u1ef1a v\u00e0o nh\u1eefng th\u1ebf m\u1ea1nh c\u1ee7a 3M. L\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a \u0111\u1ea5u ph\u00e1p (playbook) n\u00e0y, ch\u01b0\u01a1ng tr\u00ecnh \u201cchuy\u1ec3n \u0111\u1ed5i kinh doanh\u201d c\u1ee7a 3M t\u1eadp trung v\u00e0o vi\u1ec7c t\u0103ng n\u0103ng su\u1ea5t ho\u1ea1t \u0111\u1ed9ng b\u00ean c\u1ea1nh n\u1ed7 l\u1ef1c c\u1eaft gi\u1ea3m chi ph\u00ed.<\/p>\n

      \u201cV\u00e0o th\u1eddi \u0111\u1ea1i m\u00e0 m\u1ecdi th\u1ee9 \u0111ang bi\u1ebfn \u0111\u1ed5i nhanh, c\u00e1c doanh nghi\u1ec7p c\u1ea7n li\u00ean t\u1ee5c th\u00edch \u1ee9ng, thay \u0111\u1ed5i v\u00e0 d\u1ef1 \u0111o\u00e1n,\u201d Roman ph\u00e1t bi\u1ec3u ng\u1eafn g\u1ecdn ngay khi \u0111\u01b0\u1ee3c b\u1ed5 nhi\u1ec7m v\u00e0o v\u1ecb tr\u00ed CEO . \u201c\u0110\u00e2y l\u00e0 l\u00fd do v\u00ec sao c\u00e1c n\u1ed7 l\u1ef1c chuy\u1ec3n \u0111\u1ed5i c\u1ee7a ch\u00fang Ch\u00fang ta quan tr\u1ecdng nh\u01b0 v\u1eady, v\u00ec ch\u00fang Ch\u00fang ta \u0111ang tr\u1edf n\u00ean linh ho\u1ea1t, t\u00e2n ti\u1ebfn, hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 \u0111\u01b0\u1ee3c trang b\u1ecb t\u1ed1t h\u01a1n \u0111\u1ec3 ph\u1ee5c v\u1ee5 c\u00e1c nhu c\u1ea7u thay \u0111\u1ed5i c\u1ee7a kh\u00e1ch h\u00e0ng.\u201d15<\/p>\n

      3M \u0111\u00e3 nh\u00ecn th\u1ea5y v\u00f4 s\u1ed1 c\u01a1 h\u1ed9i \u1ee9ng d\u1ee5ng AI nh\u1eb1m c\u1ea3i thi\u1ec7n m\u1ea1nh m\u1ebd hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh v\u00e0 n\u0103ng su\u1ea5t cho r\u1ea5t nhi\u1ec1u quy tr\u00ecnh v\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh, t\u1ea1o ra l\u1ee3i \u00edch kinh t\u1ebf tr\u1ef1c ti\u1ebfp. T\u1eadp \u0111o\u00e0n \u0111ang ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai nhi\u1ec1u \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI, t\u1eadp trung v\u00e0o c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee5 th\u1ec3 mang l\u1ea1i gi\u00e1 tr\u1ecb cao. B\u00e2y gi\u1edd, Ch\u00fang ta s\u1ebd gi\u1edbi thi\u1ec7u hai v\u00ed d\u1ee5 minh h\u1ecda n\u1ed5i b\u1eadt ph\u00f9 h\u1ee3p v\u1edbi b\u1ea5t k\u1ef3 c\u00f4ng ty s\u1ea3n xu\u1ea5t l\u1edbn n\u00e0o.<\/p>\n

      Trong m\u1ed9t v\u00ed d\u1ee5, 3M \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t \u1ee9ng d\u1ee5ng AI \u0111\u1ec3 c\u1ea3i ti\u1ebfn m\u1ea1nh m\u1ebd quy tr\u00ecnh \u201c\u0111\u1eb7t h\u00e0ng theo cam k\u1ebft\u201d, cho ph\u00e9p h\u1ecd \u0111\u01b0a ra nh\u1eefng cam k\u1ebft ch\u00ednh x\u00e1c h\u01a1n nhi\u1ec1u v\u1ec1 th\u1eddi \u0111i\u1ec3m h\u00e0ng s\u1ebd \u0111\u01b0\u1ee3c b\u00e0n giao cho kh\u00e1ch h\u00e0ng doanh nghi\u1ec7p. V\u1edbi chu\u1ed7i cung \u1ee9ng v\u00e0 m\u1ea1ng l\u01b0\u1edbi h\u1eadu c\u1ea7n m\u1edf r\u1ed9ng c\u1ee7a 3M c\u00f9ng v\u1edbi h\u00e0ng ch\u1ee5c ng\u00e0n bi\u1ebfn th\u1ec3 s\u1ea3n ph\u1ea9m m\u00e0 c\u00f4ng ty l\u00e0m ra, \u0111\u00e2y qu\u1ea3 l\u00e0 m\u1ed9t b\u00e0i to\u00e1n h\u00f3c b\u00faa c\u1ea7n gi\u1ea3i.<\/p>\n

      V\u1edbi \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng b\u1edfi AI n\u00e0y, 3M t\u00edch h\u1ee3p v\u00e0 th\u1ed1ng nh\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng doanh nghi\u1ec7p r\u1eddi r\u1ea1c, bao g\u1ed3m qu\u1ea3n l\u00fd \u0111\u01a1n h\u00e0ng, kh\u00e1ch h\u00e0ng, qu\u1ea3n l\u00fd cung c\u1ea7u, s\u1ea3n xu\u1ea5t,\u00a0t\u1ed3n kho v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng \u0111\u1ec3 d\u1ef1 b\u00e1o th\u1eddi gian giao h\u00e0ng d\u1ef1 ki\u1ebfn cho c\u00e1c \u0111\u01a1n h\u00e0ng l\u1ebb v\u00e0 \u0111\u01b0a ra cam k\u1ebft ch\u00ednh x\u00e1c cho kh\u00e1ch h\u00e0ng ngay khi h\u1ecd \u0111\u1eb7t h\u00e0ng. Lo\u1ea1i quy tr\u00ecnh \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI n\u00e0y khi\u1ebfn cho vi\u1ec7c mua h\u00e0ng B2B d\u1ec5 d\u00e0ng nh\u01b0 mua m\u1ed9t m\u00f3n \u0111\u1ed3 tr\u00ean Amazon, gi\u00fap 3M c\u1ea3i thi\u1ec7n m\u1ea1nh m\u1ebd d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, \u0111\u1ea3m b\u1ea3o th\u1eddi gian giao h\u00e0ng \u0111\u00fang nh\u01b0 cam k\u1ebft. \u0110i\u1ec1u n\u00e0y mang \u0111\u1ebfn l\u1ee3i \u00edch n\u1ed5i b\u1eadt th\u1ee9 hai l\u00e0 g\u1ee1 b\u1ecf nh\u1eefng n\u00fat th\u1eaft trong m\u1ea1ng l\u01b0\u1edbi h\u1eadu c\u1ea7n v\u00e0 cung \u1ee9ng, n\u00e2ng m\u1ee9c \u0111\u1ed9 t\u1ed1i \u01b0u h\u00f3a m\u1ea1ng l\u01b0\u1edbi l\u00ean m\u1ed9t c\u1ea5p \u0111\u1ed9 m\u1edbi.<\/p>\n

      Nh\u1eefng ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c c\u1ea5p quy\u1ec1n \u1edf 3M c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0o c\u00e1c ch\u1ec9 ti\u00eau \u0111\u00e1nh gi\u00e1 KPI ph\u00f9 h\u1ee3p \u1edf b\u1ea5t k\u1ef3 \u0111\u1ecba \u0111i\u1ec3m n\u00e0o tr\u00ean th\u1ebf gi\u1edbi, \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt theo th\u1eddi gian th\u1ef1c th\u00f4ng qua m\u1ed9t giao di\u1ec7n th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng. Khi \u0111\u00e3 th\u1ea5u hi\u1ec3u, h\u1ecd c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng, nh\u01b0 y\u00eau c\u1ea7u b\u1ed5 sung kho h\u00e0ng, \u0111i\u1ec1u h\u01b0\u1edbng l\u1ea1i \u0111\u01a1n h\u00e0ng v\u00e0 g\u1eedi c\u1ea3nh b\u00e1o t\u1edbi nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 nguy c\u01a1 b\u1ecb \u1ea3nh h\u01b0\u1edfng.<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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      V\u00ed d\u1ee5 th\u1ee9 hai t\u1eadp trung gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 b\u1ecb leo thang li\u00ean quan \u0111\u1ebfn h\u00f3a \u0111\u01a1n \u0111\u1eb7t h\u00e0ng, v\u1edbi m\u1ee5c ti\u00eau gi\u1ea3m \u0111\u00e1ng k\u1ec3 s\u1ed1 l\u01b0\u1ee3t khi\u1ebfu n\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng v\u1ec1 h\u00f3a \u0111\u01a1n. V\u1edbi t\u00edch ch\u1ea5t ph\u1ee9c t\u1ea1p c\u1ee7a nhi\u1ec1u \u0111\u01a1n \u0111\u1eb7t h\u00e0ng, nh\u1eefng \u0111\u1ed1ng h\u00f3a \u0111\u01a1n ch\u1edd x\u1eed l\u00fd, giao h\u00e0ng xuy\u00ean bi\u00ean gi\u1edbi, r\u1ea5t nhi\u1ec1u lo\u1ea1i thu\u1ebf v\u00e0 chi\u1ebft kh\u1ea5u h\u1ee3p l\u1ec7, kh\u00e1ch h\u00e0ng c\u00f3 v\u00f4 s\u1ed1 l\u00fd do \u0111\u1ec3 khi\u1ebfu n\u1ea1i v\u1ec1 h\u00f3a \u0111\u01a1n. 3M \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t \u1ee9ng d\u1ee5ng d\u1ef1a v\u00e0o AI \u0111\u1ec3 d\u1ef1 b\u00e1o nh\u1eefng h\u00f3a \u0111\u01a1n ti\u1ec1m \u1ea9n ph\u00e1t sinh khi\u1ebfu n\u1ea1i, cho ph\u00e9p c\u00e1c chuy\u00ean gia c\u1ee7a 3M r\u00e0 so\u00e1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh h\u00f3a \u0111\u01a1n tr\u01b0\u1edbc khi ch\u00fang \u0111\u01b0\u1ee3c g\u1eedi \u0111i. H\u1ec7 th\u1ed1ng h\u00f3a \u0111\u01a1n c\u1ee7a 3M tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 d\u1ef1a v\u00e0o c\u00e1ch ti\u1ebfp c\u1eadn theo quy t\u1eafc (rules-based) \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 c\u1ea3nh b\u00e1o nh\u1eefng s\u1ef1 c\u1ed1 ti\u1ec1m t\u00e0ng, v\u00e0 ch\u01b0a c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o b\u1eb1ng c\u00f4ng ngh\u1ec7 AI.<\/p>\n

      \u1ee8ng d\u1ee5ng m\u1edbi ph\u00e1t huy s\u1ee9c m\u1ea1nh c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p AI ti\u00ean ti\u1ebfn v\u1edbi s\u1ef1 b\u1ed5 sung c\u1ee7a nh\u1eefng nguy\u00ean t\u1eafc \u0111\u00e3 x\u00e1c \u0111\u1ecbnh s\u1eb5n. Ch\u00ednh v\u00ec th\u1ebf, m\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a n\u00f3 cao h\u01a1n nhi\u1ec1u trong vi\u1ec7c x\u00e1c minh nh\u1eefng h\u00f3a \u0111\u01a1n c\u00f3 v\u1ea5n \u0111\u1ec1. \u0110\u1ed1i v\u1edbi m\u1ed9t t\u1eadp \u0111o\u00e0n c\u00f3 \u0111\u1ed9 ph\u1ee7 to\u00e0n c\u1ea7u v\u00e0 c\u00f3 quy m\u00f4 l\u1edbn nh\u01b0 3M, l\u1ee3i \u00edch m\u00e0 \u1ee9ng d\u1ee5ng tr\u00ean mang l\u1ea1i, c\u1ee5 th\u1ec3 l\u00e0 gi\u1ea3m b\u1edbt chi ph\u00ed d\u00e0nh cho c\u00f4ng t\u00e1c \u0111i\u1ec1u tra c\u00e1c s\u1ef1 c\u1ed1 li\u00ean quan \u0111\u1ebfn h\u00f3a \u0111\u01a1n v\u00e0 kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng h\u01a1n l\u00e0 r\u1ea5t \u00fd ngh\u0129a.<\/p>\n

      V\u00e0o n\u0103m , 3M k\u1ef3 v\u1ecdng s\u00e1ng ki\u1ebfn chuy\u1ec3n \u0111\u1ed5i kinh doanh s\u1ebd gi\u00fap h\u1ecd ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c t\u1eeb 500 \u0111\u1ebfn 700 tri\u1ec7u \u0111\u00f4 la chi ph\u00ed v\u1eadn h\u00e0nh h\u00e0ng n\u0103m v\u00e0 v\u1ed1n l\u01b0u \u0111\u1ed9ng gi\u1ea3m \u0111\u01b0\u1ee3c th\u00eam 500 tri\u1ec7u \u0111\u00f4. T\u1ed5ng c\u1ed9ng, s\u1ed1 ti\u1ec1n ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c l\u00e0 h\u01a1n 1 t\u1ef7 \u0111\u00f4 la \u2013 hay ba ph\u1ea7n tr\u0103m t\u1ed5ng doanh thu c\u1ee7a t\u1eadp \u0111o\u00e0n n\u00e0y.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

      ENGIE: Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u1edf quy m\u00f4 to\u00e0n c\u00f4ng ty ENGIE, m\u1ed9t c\u00f4ng ty n\u0103ng l\u01b0\u1ee3ng t\u00edch h\u1ee3p c\u1ee7a Ph\u00e1p m\u00e0 Ch\u00fang ta \u0111\u00e3 gi\u1edbi thi\u1ec7u trong nh\u1eefng ph\u1ea7n tr\u01b0\u1edbc, x\u00e9t tr\u00ean nhi\u1ec1u kh\u00eda c\u1ea1nh, l\u00e0 m\u1ed9t \u0111i\u1ec3n h\u00ecnh v\u1ec1 vi\u1ec7c doanh nghi\u1ec7p l\u1edbn ch\u00e0o \u0111\u00f3n chuy\u1ec3n \u0111\u1ed5i s\u1ed1. V\u1edbi h\u01a1n 150 ng\u00e0n nh\u00e2n vi\u00ean […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[249,217],"tags":[],"_links":{"self":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/6167"}],"collection":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/comments?post=6167"}],"version-history":[{"count":0,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/6167\/revisions"}],"wp:attachment":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/media?parent=6167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/categories?post=6167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/tags?post=6167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}