{"id":12311,"date":"2026-07-14T08:52:50","date_gmt":"2026-07-14T01:52:50","guid":{"rendered":"https:\/\/microsoft.cmctelecom.vn\/microsoft-ra-mat-kien-truc-ai-cho-logistics-toi-uu-chi-phi-va-hieu-qua-van-hanh\/"},"modified":"2026-07-10T14:42:50","modified_gmt":"2026-07-10T07:42:50","slug":"microsoft-ra-mat-kien-truc-ai-cho-logistics-toi-uu-chi-phi-va-hieu-qua-van-hanh","status":"publish","type":"post","link":"https:\/\/microsoft.cmctelecom.vn\/en\/microsoft-ra-mat-kien-truc-ai-cho-logistics-toi-uu-chi-phi-va-hieu-qua-van-hanh\/","title":{"rendered":"Microsoft ra m\u1eaft ki\u1ebfn tr\u00fac AI cho logistics: T\u1ed1i \u01b0u chi ph\u00ed v\u00e0 hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh"},"content":{"rendered":"

Ng\u00e0nh logistics, x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a th\u01b0\u01a1ng m\u1ea1i to\u00e0n c\u1ea7u, \u0111ang \u0111\u1ed1i m\u1eb7t v\u1edbi nhi\u1ec1u th\u00e1ch th\u1ee9c nh\u01b0 b\u1ea5t \u1ed5n kinh t\u1ebf, gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng v\u00e0 chi ph\u00ed gia t\u0103ng. \u0110\u1ec3 gi\u1ea3i quy\u1ebft, v\u00e0o ng\u00e0y 20\/03\/2025, Microsoft \u0111\u00e3 c\u00f4ng b\u1ed1 c\u00e1c ki\u1ebfn tr\u00fac tham chi\u1ebfu m\u1edbi, t\u00edch h\u1ee3p s\u00e2u AI t\u1ea1o sinh v\u00e0 agentic AI<\/em> (AI t\u00e1c t\u1eed) v\u00e0o n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y v\u00e0 b\u1ed9 gi\u1ea3i ph\u00e1p Dynamics 365. C\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y h\u1ee9a h\u1eb9n gi\u1ea3m chi ph\u00ed logistics t\u1edbi 15%, t\u1ed1i \u01b0u t\u1ed3n kho 35% v\u00e0 n\u00e2ng cao m\u1ee9c \u0111\u1ed9 d\u1ecbch v\u1ee5 65%, m\u1edf ra m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi v\u1ec1 hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed5i m\u1edbi.<\/p>\n

Trong b\u00e0i vi\u1ebft n\u00e0y, Microsoft \u0111\u00e3 gi\u1edbi thi\u1ec7u hai ki\u1ebfn tr\u00fac tham chi\u1ebfu m\u1edbi l\u00e0 Adaptive Cloud cho Logistics v\u00e0 Chu\u1ed7i cung \u1ee9ng, v\u00e0 Tr\u1ea3i nghi\u1ec7m n\u00e2ng cao b\u1edfi AI cho Logistics v\u00e0 Chu\u1ed7i cung \u1ee9ng, c\u00f9ng v\u1edbi c\u00e1c ch\u1ee9c n\u0103ng c\u1ea3i ti\u1ebfn trong Dynamics 365 v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p t\u1eeb \u0111\u1ed1i t\u00e1c.<\/p>\n

C\u00e1c tr\u01b0\u1eddng h\u1ee3p \u1ee9ng d\u1ee5ng AI trong chu\u1ed7i gi\u00e1 tr\u1ecb logistics<\/h2>\n

AI c\u00f3 th\u1ec3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn g\u1ea7n nh\u01b0 m\u1ecdi kh\u00e2u trong chu\u1ed7i gi\u00e1 tr\u1ecb logistics, t\u1eeb \u0111\u1ea7u v\u00e0o, \u0111\u1ea7u ra cho \u0111\u1ebfn c\u00e1c ho\u1ea1t \u0111\u1ed9ng h\u1ed7 tr\u1ee3.<\/p>\n

\"S\u01a1<\/figure>\n

Logistics \u0111\u1ea7u v\u00e0o<\/h3>\n

M\u1ed9t trong nh\u1eefng \u1ee9ng d\u1ee5ng quan tr\u1ecdng nh\u1ea5t l\u00e0 d\u1ef1 b\u00e1o nhu c\u1ea7u. D\u1ef1 b\u00e1o ch\u00ednh x\u00e1c b\u1eb1ng AI l\u00e0 n\u1ec1n t\u1ea3ng cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng sau \u0111\u00f3, gi\u00fap t\u0103ng hi\u1ec7u qu\u1ea3 v\u00e0 t\u1ed1i \u01b0u h\u00f3a to\u00e0n di\u1ec7n. V\u00ed d\u1ee5, nh\u00e0 b\u00e1n l\u1ebb th\u1ef1c ph\u1ea9m SPAR Austria<\/strong> \u0111\u00e3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 b\u00e1o l\u00ean h\u01a1n 90% v\u00e0 gi\u1ea3m 15% chi ph\u00ed nh\u1edd gi\u1ea3i ph\u00e1p AI x\u00e2y d\u1ef1ng tr\u00ean Microsoft Azure.<\/p>\n

Ngo\u00e0i ra, AI c\u00f2n gi\u00fap t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh \u0111\u1ec3 gi\u1ea3m chi ph\u00ed nhi\u00ean li\u1ec7u, qu\u1ea3n l\u00fd t\u1ea3i tr\u1ecdng \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a kh\u00f4ng gian trong xe t\u1ea3i v\u00e0 nh\u00e0 kho. Dow Chemical<\/strong> \u0111\u00e3 s\u1eed d\u1ee5ng m\u1ed9t agent x\u1eed l\u00fd h\u00f3a \u0111\u01a1n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u1eb1ng Microsoft Copilot Studio<\/strong> \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh, gi\u00e1m s\u00e1t email, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 ph\u00e1t hi\u1ec7n sai s\u00f3t, gi\u00fap qu\u1ea3n l\u00fd chi ti\u00eau logistics hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n

Logistics \u0111\u1ea7u ra<\/h3>\n

AI v\u00e0 robot \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u1ea5y h\u00e0ng v\u00e0 \u0111\u00f3ng g\u00f3i. C\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) v\u00e0 machine learning \u0111ang thay \u0111\u1ed5i c\u00e1ch t\u01b0\u01a1ng t\u00e1c v\u1edbi kh\u00e1ch h\u00e0ng, gi\u1ea3m th\u1eddi gian x\u1eed l\u00fd v\u00e0 chi ph\u00ed li\u00ean quan. Nh\u00e0 b\u00e1n l\u1ebb th\u1ec3 thao to\u00e0n c\u1ea7u Decathlon<\/strong>, h\u1ee3p t\u00e1c v\u1edbi Parloa, \u0111\u00e3 \u1ee9ng d\u1ee5ng AI \u0111\u1ec3 c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, gi\u1ea3m 20% s\u1ed1 cu\u1ed9c g\u1ecdi ph\u1ea3i chuy\u1ec3n \u0111\u1ebfn nh\u00e2n vi\u00ean h\u1ed7 tr\u1ee3 tr\u1ef1c ti\u1ebfp.<\/p>\n

C\u00e1c ho\u1ea1t \u0111\u1ed9ng h\u1ed7 tr\u1ee3<\/h3>\n

AI c\u0169ng \u0111ang chuy\u1ec3n \u0111\u1ed5i c\u00e1c quy tr\u00ecnh h\u1ed7 tr\u1ee3 ch\u00ednh nh\u01b0 mua s\u1eafm v\u00e0 \u0111\u1ecbnh gi\u00e1, qu\u1ea3n l\u00fd t\u00e0i ch\u00ednh, v\u00e0 \u0111\u01a1n gi\u1ea3n h\u00f3a th\u1ee7 t\u1ee5c h\u1ea3i quan. Microsoft c\u0169ng n\u00eau b\u1eadt c\u00e1c gi\u1ea3i ph\u00e1p s\u1eb5n c\u00f3 t\u1eeb c\u00e1c \u0111\u1ed1i t\u00e1c v\u00e0 nh\u00e0 cung c\u1ea5p ph\u1ea7n m\u1ec1m \u0111\u1ed9c l\u1eadp (ISV) nh\u01b0 Wandelbots<\/strong> (robotics), Paiqo<\/strong> (d\u1ef1 b\u00e1o nhu c\u1ea7u), InstaDeep<\/strong> (t\u1ed1i \u01b0u t\u1ea3i tr\u1ecdng), v\u00e0 Parloa<\/strong> (d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng).<\/p>\n

Ba n\u1ec1n t\u1ea3ng c\u1ed1t l\u00f5i cho logistics hi\u1ec7n \u0111\u1ea1i t\u1eeb Microsoft<\/h2>\n

Theo Microsoft, c\u00f3 ba n\u1ec1n t\u1ea3ng ch\u00ednh \u0111\u1ec3 c\u00e1c c\u00f4ng ty logistics x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng s\u1eb5n s\u00e0ng cho AI:<\/p>\n

    \n
  1. Adaptive Cloud:<\/strong> H\u1ea1 t\u1ea7ng c\u01a1 s\u1edf module h\u00f3a.<\/li>\n
  2. B\u1ed9 Dynamics 365:<\/strong> Gi\u1ea3i ph\u00e1p kinh doanh to\u00e0n di\u1ec7n.<\/li>\n
  3. AI v\u00e0 Agentic AI:<\/strong> C\u00e1c gi\u1ea3i ph\u00e1p t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh kinh doanh.<\/li>\n<\/ol>\n

    Adaptive Cloud: N\u1ec1n t\u1ea3ng h\u1ea1 t\u1ea7ng module h\u00f3a<\/h3>\n

    Trong l\u0129nh v\u1ef1c logistics, adaptive cloud<\/em> (\u0111\u00e1m m\u00e2y th\u00edch \u1ee9ng) c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft nhi\u1ec1u v\u1ea5n \u0111\u1ec1 \u0111\u1ec3 t\u0103ng hi\u1ec7u qu\u1ea3 nh\u01b0 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng, v\u1eadn h\u00e0nh kho, ph\u00e1t hi\u1ec7n h\u01b0 h\u1ecfng ho\u1eb7c t\u1ef1 \u0111\u1ed9ng h\u00f3a robot. V\u1edbi kh\u1ea3 n\u0103ng c\u1ee7a to\u00e0n b\u1ed9 stack Azure t\u1ea1i bi\u00ean, v\u1eadn h\u00e0nh IoT v\u00e0 m\u1ed9t c\u1ea5u tr\u00fac d\u1eef li\u1ec7u h\u1ee3p nh\u1ea5t, adaptive cloud l\u00e0 \u0111\u00f2n b\u1ea9y thi\u1ebft y\u1ebfu \u0111\u1ec3 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng kinh doanh c\u1ea3 tr\u00ean \u0111\u00e1m m\u00e2y v\u00e0 t\u1ea1i bi\u00ean.<\/p>\n

    \"Ki\u1ebfn<\/figure>\n

    Adaptive cloud gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c chuy\u1ec3n t\u1eeb th\u1ebf b\u1ecb \u0111\u1ed9ng sang ch\u1ee7 \u0111\u1ed9ng, cho ph\u00e9p h\u1ecd d\u1ef1 \u0111o\u00e1n v\u00e0 h\u00e0nh \u0111\u1ed9ng tr\u01b0\u1edbc nh\u1eefng thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng. N\u1ec1n t\u1ea3ng n\u00e0y cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng quan tr\u1ecdng nh\u01b0 qu\u1ea3n l\u00fd t\u1eadp trung c\u00f3 s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a AI, ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng xuy\u00ean su\u1ed1t c\u00e1c m\u00f4i tr\u01b0\u1eddng, v\u00e0 h\u1ee3p nh\u1ea5t d\u1eef li\u1ec7u t\u1eeb bi\u00ean \u0111\u1ebfn \u0111\u00e1m m\u00e2y.<\/p>\n

    Dynamics 365: B\u1ed9 gi\u1ea3i ph\u00e1p kinh doanh to\u00e0n di\u1ec7n<\/h3>\n

    Danh m\u1ee5c Dynamics 365 Supply Chain Management<\/strong> cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng quan s\u00e1t, h\u1ee3p l\u00fd h\u00f3a vi\u1ec7c mua s\u1eafm, t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c ho\u00e0n th\u00e0nh \u0111\u01a1n h\u00e0ng v\u00e0 c\u1ea3i thi\u1ec7n k\u1ebf ho\u1ea1ch.<\/p>\n

    \"Danh<\/figure>\n

    Microsoft Copilot<\/strong> n\u00e2ng cao kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng AI v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a. Khi t\u00edch h\u1ee3p v\u1edbi Dynamics 365, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 quy tr\u00ecnh c\u1ee7a m\u00ecnh, \u0111\u1ea3m b\u1ea3o ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3, linh ho\u1ea1t v\u00e0 th\u00edch \u1ee9ng. Ch\u1ebf \u0111\u1ed9 m\u1edbi Warehouse Management Only Mode<\/strong> cho ph\u00e9p doanh nghi\u1ec7p thi\u1ebft l\u1eadp m\u1ed9t ph\u00e1p nh\u00e2n ch\u1ec9 d\u00e0nh ri\u00eang cho ho\u1ea1t \u0111\u1ed9ng kho, cung c\u1ea5p d\u1ecbch v\u1ee5 cho c\u00e1c ph\u00e1p nh\u00e2n kh\u00e1c ho\u1eb7c th\u1eadm ch\u00ed cho c\u00e1c h\u1ec7 th\u1ed1ng ERP b\u00ean ngo\u00e0i.<\/p>\n

    AI v\u00e0 Agentic AI: T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh kinh doanh<\/h3>\n

    Ki\u1ebfn tr\u00fac tham chi\u1ebfu m\u1edbi \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng b\u1edfi AI cho ng\u00e0nh logistics k\u1ebft n\u1ed1i t\u1ea5t c\u1ea3 c\u00e1c th\u00e0nh ph\u1ea7n l\u1ea1i v\u1edbi nhau\u2014t\u1eeb h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 \u0111\u1ebfn c\u00e1c tr\u1ea3i nghi\u1ec7m n\u00e2ng cao cho nhi\u1ec1u nh\u00f3m ng\u01b0\u1eddi d\u00f9ng kh\u00e1c nhau nh\u01b0 kh\u00e1ch h\u00e0ng cu\u1ed1i, qu\u1ea3n l\u00fd kho, qu\u1ea3n l\u00fd \u0111\u1ed9i xe ho\u1eb7c d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng.<\/p>\n

    \"Ki\u1ebfn<\/figure>\n

    Ki\u1ebfn tr\u00fac n\u00e0y bao g\u1ed3m nhi\u1ec1u l\u1edbp:<\/p>\n

      \n
    • \u1ee8ng d\u1ee5ng cho ng\u01b0\u1eddi d\u00f9ng:<\/strong> C\u00e1c \u1ee9ng d\u1ee5ng web v\u00e0 di \u0111\u1ed9ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u1eb1ng c\u00e1c d\u1ecbch v\u1ee5 nh\u01b0 Azure API Management<\/strong>, Azure App Service<\/strong> v\u00e0 Azure Functions<\/strong>. L\u1eadp tr\u00ecnh vi\u00ean t\u1ea1o ra c\u00e1c tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI b\u1eb1ng Azure OpenAI Service<\/strong>.<\/li>\n
    • Ng\u01b0\u1eddi d\u00f9ng doanh nghi\u1ec7p:<\/strong> T\u1eadn d\u1ee5ng Dynamics 365<\/strong> \u0111\u1ec3 qu\u1ea3n l\u00fd c\u00e1c ho\u1ea1t \u0111\u1ed9ng kinh doanh. Microsoft Copilot Studio<\/strong> h\u1ed7 tr\u1ee3 t\u1ea1o c\u00e1c agent AI t\u00f9y ch\u1ec9nh, trong khi Power Platform<\/strong> (Power Apps, Power Automate) cho ph\u00e9p t\u1ea1o giao di\u1ec7n v\u00e0 lu\u1ed3ng c\u00f4ng vi\u1ec7c t\u00f9y ch\u1ec9nh.<\/li>\n
    • L\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u:<\/strong> Microsoft Dataverse<\/strong> l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u kinh doanh m\u1ed9t c\u00e1ch an to\u00e0n. Microsoft Fabric<\/strong> l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch v\u00e0 d\u1eef li\u1ec7u end-to-end, v\u1edbi OneLake<\/strong> l\u00e0 m\u1ed9t data lake h\u1ee3p nh\u1ea5t, gi\u00fap x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh k\u1ecbp th\u1eddi.<\/li>\n
    • T\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng:<\/strong> C\u00e1c d\u1ecbch v\u1ee5 nh\u1eafn tin tr\u00ean Azure nh\u01b0 Azure Event Grid<\/strong> v\u00e0 Azure Event Hubs<\/strong> cho ph\u00e9p k\u1ebft n\u1ed1i v\u1edbi c\u00e1c t\u00e0i s\u1ea3n v\u00e0 thi\u1ebft b\u1ecb hi\u1ec7n c\u00f3, \u0111\u1ea3m b\u1ea3o t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch.<\/li>\n<\/ul>\n

      Doanh nghi\u1ec7p c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c tr\u1ef1c ti\u1ebfp v\u1edbi \u0111\u1ed9i ng\u0169 Microsoft Industry Solutions<\/strong> ho\u1eb7c c\u00e1c \u0111\u1ed1i t\u00e1c c\u1ee7a Microsoft \u0111\u1ec3 tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p, t\u1eeb c\u00e1c s\u1ea3n ph\u1ea9m s\u1eb5n c\u00f3 \u0111\u1ebfn c\u00e1c d\u1ef1 \u00e1n t\u00f9y ch\u1ec9nh, nh\u1eb1m \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong ng\u00e0nh logistics.<\/p>\n

      \"Th\u00e0nh<\/figure>","protected":false},"excerpt":{"rendered":"

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