{"id":4,"date":"2025-11-12T17:29:10","date_gmt":"2025-11-12T17:29:10","guid":{"rendered":"https:\/\/methodtales.growthrowstory.com\/?p=4"},"modified":"2025-11-12T17:29:10","modified_gmt":"2025-11-12T17:29:10","slug":"ung-dung-quet-ma-vach-cong-cu-quyet-dinh-trong-ky-nguyen-so","status":"publish","type":"post","link":"https:\/\/methodtales.growthrowstory.com\/?p=4","title":{"rendered":"\u1ee8ng D\u1ee5ng Qu\u00e9t M\u00e3 V\u1ea1ch: C\u00f4ng C\u1ee5 Quy\u1ebft \u0110\u1ecbnh Trong K\u1ef7 Nguy\u00ean S\u1ed1"},"content":{"rendered":"

\u1ee8ng D\u1ee5ng Qu\u00e9t M\u00e3 V\u1ea1ch: C\u00f4ng C\u1ee5 Quy\u1ebft \u0110\u1ecbnh Trong K\u1ef7 Nguy\u00ean S\u1ed1<\/h1>\n

Trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7 \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a th\u01b0\u01a1ng m\u1ea1i v\u00e0 \u0111\u1eddi s\u1ed1ng, \u1ee9ng d\u1ee5ng qu\u00e9t m\u00e3 v\u1ea1ch (barcode scanner apps) \u0111\u00e3 v\u01b0\u1ee3t ra kh\u1ecfi vai tr\u00f2 \u0111\u01a1n thu\u1ea7n l\u00e0 c\u00f4ng c\u1ee5 ki\u1ec3m k\u00ea. Ch\u00fang tr\u1edf th\u00e0nh m\u1ed9t c\u1ea7u n\u1ed1i th\u00f4ng minh<\/strong> gi\u1eefa s\u1ea3n ph\u1ea9m v\u1eadt l\u00fd v\u00e0 th\u1ebf gi\u1edbi d\u1eef li\u1ec7u s\u1ed1, mang l\u1ea1i gi\u00e1 tr\u1ecb to l\u1edbn cho c\u1ea3 ng\u01b0\u1eddi ti\u00eau d\u00f9ng l\u1eabn c\u00e1c doanh nghi\u1ec7p kh\u1edfi nghi\u1ec7p. \u0110\u1ed1i v\u1edbi c\u00e1c startup, vi\u1ec7c t\u1eadn d\u1ee5ng tri\u1ec7t \u0111\u1ec3 c\u00f4ng ngh\u1ec7 n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh m\u00e0 c\u00f2n m\u1edf ra nh\u1eefng m\u00f4 h\u00ecnh kinh doanh m\u1edbi \u0111\u1ea7y ti\u1ec1m n\u0103ng.<\/p>\n

T\u1eeb Ki\u1ec3m K\u00ea \u0110\u1ebfn Tr\u1ea3i Nghi\u1ec7m Kh\u00e1ch H\u00e0ng<\/h2>\n

Ban \u0111\u1ea7u, m\u00e3 v\u1ea1ch \u0111\u01b0\u1ee3c ph\u00e1t minh \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u1ed9 thanh to\u00e1n v\u00e0 ki\u1ec3m so\u00e1t h\u00e0ng t\u1ed3n kho. Ng\u00e0y nay, m\u1ed9t chi\u1ebfc \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh v\u1edbi \u1ee9ng d\u1ee5ng qu\u00e9t m\u00e3 v\u1ea1ch c\u00f3 th\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c nhi\u1ec1u h\u01a1n th\u1ebf. N\u00f3 cung c\u1ea5p cho ng\u01b0\u1eddi ti\u00eau d\u00f9ng kh\u1ea3 n\u0103ng truy xu\u1ea5t ngu\u1ed3n g\u1ed1c s\u1ea3n ph\u1ea9m<\/strong> (traceability), ki\u1ec3m tra gi\u00e1 c\u1ea3, \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 th\u1eadm ch\u00ed l\u00e0 xem c\u00e1c video h\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng ch\u1ec9 trong t\u00edch t\u1eafc.<\/p>\n

\u0110\u1ed1i v\u1edbi c\u00e1c startup trong l\u0129nh v\u1ef1c b\u00e1n l\u1ebb, th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, ho\u1eb7c logistics, \u1ee9ng d\u1ee5ng qu\u00e9t m\u00e3 v\u1ea1ch l\u00e0 m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu c\u1ee7a h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd. N\u00f3 gi\u00fap:<\/p>\n

    \n
  1. T\u0103ng t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd \u0111\u01a1n h\u00e0ng:<\/strong> Gi\u1ea3m thi\u1ec3u sai s\u00f3t do nh\u1eadp li\u1ec7u th\u1ee7 c\u00f4ng.<\/li>\n
  2. Qu\u1ea3n l\u00fd kho h\u00e0ng ch\u00ednh x\u00e1c:<\/strong> C\u1eadp nh\u1eadt s\u1ed1 l\u01b0\u1ee3ng t\u1ed3n kho theo th\u1eddi gian th\u1ef1c, h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh mua h\u00e0ng v\u00e0 ph\u00e2n ph\u1ed1i.<\/li>\n
  3. C\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m:<\/strong> D\u1ef1a tr\u00ean s\u1ea3n ph\u1ea9m kh\u00e1ch h\u00e0ng qu\u00e9t, doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c g\u1ee3i \u00fd mua s\u1eafm ho\u1eb7c ch\u01b0\u01a1ng tr\u00ecnh khuy\u1ebfn m\u00e3i ph\u00f9 h\u1ee3p.<\/li>\n<\/ol>\n

    \"Minh<\/p>\n

    So S\u00e1nh C\u00e1c Lo\u1ea1i \u1ee8ng D\u1ee5ng Qu\u00e9t M\u00e3 V\u1ea1ch Ph\u1ed5 Bi\u1ebfn<\/h2>\n

    Th\u1ecb tr\u01b0\u1eddng \u1ee9ng d\u1ee5ng qu\u00e9t m\u00e3 v\u1ea1ch r\u1ea5t \u0111a d\u1ea1ng, t\u1eeb c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ed9c l\u1eadp d\u00e0nh cho ng\u01b0\u1eddi ti\u00eau d\u00f9ng \u0111\u1ebfn c\u00e1c gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p cho doanh nghi\u1ec7p. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ea3ng so s\u00e1nh m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng c\u1ed1t l\u00f5i m\u00e0 c\u00e1c startup n\u00ean c\u00e2n nh\u1eafc khi l\u1ef1a ch\u1ecdn ho\u1eb7c ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng c\u1ee7a ri\u00eang m\u00ecnh:<\/p>\n\n\n\n\n\n\n\n\n\n
    T\u00ednh n\u0103ng<\/th>\n\u1ee8ng d\u1ee5ng ti\u00eau d\u00f9ng (VD: Barcode Scanner)<\/th>\nGi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p B2B (VD: Zint, Scandit)<\/th>\n<\/tr>\n<\/thead>\n
    M\u1ee5c \u0111\u00edch ch\u00ednh<\/strong><\/td>\nSo s\u00e1nh gi\u00e1, \u0111\u1ecdc th\u00f4ng tin c\u01a1 b\u1ea3n<\/td>\nQu\u1ea3n l\u00fd kho, ki\u1ec3m k\u00ea t\u00e0i s\u1ea3n, logistics<\/td>\n<\/tr>\n
    Lo\u1ea1i m\u00e3 h\u1ed7 tr\u1ee3<\/strong><\/td>\nCh\u1ee7 y\u1ebfu l\u00e0 EAN, UPC, QR Code<\/td>\nH\u1ed7 tr\u1ee3 \u0111a d\u1ea1ng: Data Matrix, PDF417, Aztec<\/td>\n<\/tr>\n
    T\u1ed1c \u0111\u1ed9 & \u0110\u1ed9 ch\u00ednh x\u00e1c<\/strong><\/td>\nT\u1ed1t trong \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng l\u00fd t\u01b0\u1edfng<\/td>\nT\u1ed1i \u01b0u h\u00f3a cho t\u1ed1c \u0111\u1ed9 cao, qu\u00e9t trong \u0111i\u1ec1u ki\u1ec7n k\u00e9m<\/td>\n<\/tr>\n
    T\u00edch h\u1ee3p API<\/strong><\/td>\nH\u1ea1n ch\u1ebf ho\u1eb7c kh\u00f4ng c\u00f3<\/td>\nCung c\u1ea5p API m\u1ea1nh m\u1ebd \u0111\u1ec3 t\u00edch h\u1ee3p v\u00e0o ERP\/CRM<\/td>\n<\/tr>\n
    Chi ph\u00ed<\/strong><\/td>\nMi\u1ec5n ph\u00ed ho\u1eb7c ph\u00ed th\u1ea5p<\/td>\nD\u1ef1a tr\u00ean gi\u1ea5y ph\u00e9p (license) v\u00e0 quy m\u00f4 s\u1eed d\u1ee5ng<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    C\u00f4ng Ngh\u1ec7 \u0110\u1eb1ng Sau: T\u01b0\u01a1ng Lai C\u1ee7a Nh\u1eadn D\u1ea1ng H\u00ecnh \u1ea2nh<\/h2>\n

    S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng qu\u00e9t m\u00e3 v\u1ea1ch g\u1eafn li\u1ec1n v\u1edbi ti\u1ebfn b\u1ed9 trong l\u0129nh v\u1ef1c Th\u1ecb gi\u00e1c M\u00e1y t\u00ednh (Computer Vision)<\/strong> v\u00e0 H\u1ecdc s\u00e2u (Deep Learning)<\/strong>. C\u00e1c thu\u1eadt to\u00e1n hi\u1ec7n \u0111\u1ea1i cho ph\u00e9p \u1ee9ng d\u1ee5ng nh\u1eadn di\u1ec7n m\u00e3 v\u1ea1ch ngay c\u1ea3 khi ch\u00fang b\u1ecb nh\u0103n, m\u1edd, ho\u1eb7c ch\u1ec9 hi\u1ec3n th\u1ecb m\u1ed9t ph\u1ea7n.<\/p>\n

    M\u1ed9t xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 n\u1ed5i b\u1eadt l\u00e0 kh\u1ea3 n\u0103ng qu\u00e9t m\u00e3 v\u1ea1ch li\u00ean t\u1ee5c<\/strong> (continuous scanning) v\u00e0 qu\u00e9t nhi\u1ec1u m\u00e3 v\u1ea1ch c\u00f9ng l\u00fac<\/strong> (multi-barcode scanning). \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong m\u00f4i tr\u01b0\u1eddng kho b\u00e3i ho\u1eb7c d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t, n\u01a1i hi\u1ec7u su\u1ea5t l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t.<\/p>\n

    \"Bi\u1ec3u<\/p>\n

    C\u01a1 H\u1ed9i Kh\u1edfi Nghi\u1ec7p T\u1eeb M\u00e3 V\u1ea1ch<\/h2>\n

    \u0110\u1ed1i v\u1edbi c\u00e1c startup, m\u00e3 v\u1ea1ch kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u00e0 c\u00f2n l\u00e0 m\u1ed9t ngu\u1ed3n d\u1eef li\u1ec7u qu\u00fd gi\u00e1<\/strong>. C\u00e1c \u00fd t\u01b0\u1edfng kh\u1edfi nghi\u1ec7p c\u00f3 th\u1ec3 xoay quanh vi\u1ec7c:<\/p>\n

      \n
    • Ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00e3 v\u1ea1ch:<\/strong> X\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch h\u00e0nh vi mua s\u1eafm d\u1ef1a tr\u00ean d\u1eef li\u1ec7u qu\u00e9t m\u00e3 v\u1ea1ch c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li>\n
    • Gi\u1ea3i ph\u00e1p ch\u1ed1ng h\u00e0ng gi\u1ea3:<\/strong> S\u1eed d\u1ee5ng m\u00e3 v\u1ea1ch b\u1ea3o m\u1eadt (v\u00ed d\u1ee5: m\u00e3 v\u1ea1ch v\u00f4 h\u00ecnh ho\u1eb7c m\u00e3 v\u1ea1ch 2D ph\u1ee9c t\u1ea1p) k\u1ebft h\u1ee3p v\u1edbi c\u00f4ng ngh\u1ec7 blockchain \u0111\u1ec3 x\u00e1c th\u1ef1c s\u1ea3n ph\u1ea9m.<\/li>\n
    • T\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng:<\/strong> Ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p qu\u00e9t m\u00e3 v\u1ea1ch t\u00edch h\u1ee3p AI \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u v\u00e0 t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh v\u1eadn chuy\u1ec3n.<\/li>\n<\/ul>\n

      T\u00f3m l\u1ea1i, \u1ee9ng d\u1ee5ng qu\u00e9t m\u00e3 v\u1ea1ch l\u00e0 m\u1ed9t minh ch\u1ee9ng r\u00f5 r\u00e0ng cho vi\u1ec7c m\u1ed9t c\u00f4ng ngh\u1ec7 t\u01b0\u1edfng ch\u1eebng \u0111\u01a1n gi\u1ea3n l\u1ea1i c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng t\u00e1c \u0111\u1ed9ng l\u1edbn lao \u0111\u1ebfn hi\u1ec7u qu\u1ea3 kinh doanh v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng. Vi\u1ec7c n\u1eafm b\u1eaft v\u00e0 t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 n\u00e0y m\u1ed9t c\u00e1ch s\u00e1ng t\u1ea1o s\u1ebd l\u00e0 ch\u00eca kh\u00f3a th\u00e0nh c\u00f4ng cho b\u1ea5t k\u1ef3 doanh nghi\u1ec7p n\u00e0o trong k\u1ef7 nguy\u00ean s\u1ed1.<\/p>","protected":false},"excerpt":{"rendered":"

      \u1ee8ng D\u1ee5ng Qu\u00e9t M\u00e3 V\u1ea1ch: C\u00f4ng C\u1ee5 Quy\u1ebft \u0110\u1ecbnh Trong K\u1ef7 Nguy\u00ean S\u1ed1 Trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7 \u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a th\u01b0\u01a1ng m\u1ea1i v\u00e0 \u0111\u1eddi s\u1ed1ng, \u1ee9ng d\u1ee5ng qu\u00e9t m\u00e3 v\u1ea1ch (barcode scanner apps) \u0111\u00e3 v\u01b0\u1ee3t ra kh\u1ecfi vai tr\u00f2 \u0111\u01a1n thu\u1ea7n l\u00e0 c\u00f4ng c\u1ee5 ki\u1ec3m k\u00ea. Ch\u00fang tr\u1edf th\u00e0nh […]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/4","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4"}],"version-history":[{"count":0,"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=\/wp\/v2\/posts\/4\/revisions"}],"wp:attachment":[{"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/methodtales.growthrowstory.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}