{"id":14949,"date":"2026-09-04T06:17:16","date_gmt":"2026-09-03T23:17:16","guid":{"rendered":"https:\/\/useful.vn\/?p=14949"},"modified":"2026-09-04T06:17:16","modified_gmt":"2026-09-03T23:17:16","slug":"rac-ai-noi-cong-so","status":"publish","type":"post","link":"https:\/\/useful.vn\/?p=14949","title":{"rendered":"‘R\u00e1c AI’ n\u01a1i c\u00f4ng s\u1edf"},"content":{"rendered":"
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\n‘R\u00e1c AI’ n\u01a1i c\u00f4ng s\u1edf <\/h1>\n

AI t\u1ea1o ra s\u1ea3n ph\u1ea9m tr\u00f4ng c\u00f3 v\u1ebb ho\u00e0n thi\u1ec7n nh\u01b0ng ch\u1ea5t l\u01b0\u1ee3ng th\u1ea5p n\u1ebfu doanh nghi\u1ec7p kh\u00f4ng c\u00f3 c\u00e1c quy tr\u00ecnh ki\u1ec3m so\u00e1t ho\u1eb7c h\u01b0\u1edbng d\u1eabn ph\u00f9 h\u1ee3p.<\/p>\n

Nguy\u1ec5n H\u1ea3i, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n c\u1ee7a m\u1ed9t c\u00f4ng ty ph\u1ea7n m\u1ec1m cung c\u1ea5p n\u1ec1n t\u1ea3ng chuy\u1ec3n \u0111\u1ed5i AI cho doanh nghi\u1ec7p t\u1ea1i H\u00e0 N\u1ed9i, cho bi\u1ebft tr\u01b0\u1edbc khi xu h\u01b0\u1edbng vibe coding, hay l\u1eadp tr\u00ecnh b\u1eb1ng c\u00e1ch ra l\u1ec7nh cho AI xu\u1ea5t hi\u1ec7n, k\u1ef9 s\u01b0 ph\u1ea3i g\u00f5 t\u1eebng d\u00f2ng m\u00e3. Tuy m\u1ea5t th\u1eddi gian h\u01a1n, c\u00e1ch n\u00e0y gi\u00fap ki\u1ec3m so\u00e1t \u0111\u01b0\u1ee3c t\u1eeb \u00fd t\u01b0\u1edfng \u0111\u1ebfn tri\u1ec3n khai.<\/p>\n

“Gi\u1edd ch\u00fang t\u00f4i th\u01b0\u1eddng xuy\u00ean g\u1eb7p t\u00ecnh tr\u1ea1ng nh\u00e2n s\u1ef1 junior (m\u1edbi v\u00e0o ngh\u1ec1) d\u00f9ng AI nh\u01b0ng kh\u00f4ng ki\u1ec3m tra l\u1ea1i, kh\u00f4ng hi\u1ec3u trong m\u00e3 c\u1ee7a m\u00ecnh c\u00f3 nh\u1eefng g\u00ec”, anh cho bi\u1ebft. S\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 t\u1ea1m th\u1eddi ch\u1ea1y \u0111\u01b0\u1ee3c, nh\u01b0ng l\u1eadp tr\u00ecnh vi\u00ean kh\u00f4ng n\u1eafm \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng, kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng m\u00f4 t\u1ea3 l\u1ea1i hay ch\u1ec9nh s\u1eeda.<\/p>\n

Theo \u00f4ng T\u00f4 M\u1ea1nh Ho\u00e0ng, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh Datapot – \u0111\u01a1n v\u1ecb chuy\u00ean \u0111\u00e0o t\u1ea1o v\u00e0 cung c\u1ea5p gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u v\u00e0 chuy\u1ec3n \u0111\u1ed5i AI cho doanh nghi\u1ec7p, s\u1ea3n ph\u1ea9m AI ch\u1ea5t l\u01b0\u1ee3ng k\u00e9m nh\u01b0ng \u0111\u00f3ng g\u00f3i ch\u1ec9n chu \u0111ang xu\u1ea5t hi\u1ec7n \u1edf nhi\u1ec1u doanh nghi\u1ec7p, ng\u00e0nh ngh\u1ec1.<\/p>\n

\u00d4ng d\u1eabn kh\u1ea3o s\u00e1t c\u1ee7a c\u00f4ng ty nh\u00e2n s\u1ef1 BetterUp v\u00e0 \u0110\u1ea1i h\u1ecdc Stanford, b\u1eaft \u0111\u1ea7u t\u1eeb th\u00e1ng 9\/2025 v\u00e0 hi\u1ec7n v\u1eabn ti\u1ebfp t\u1ee5c thu th\u1eadp, cho th\u1ea5y 40% nh\u00e2n s\u1ef1 t\u1eebng nh\u1eadn \u0111\u01b0\u1ee3c “r\u00e1c AI” – s\u1ea3n ph\u1ea9m hay b\u00e1o c\u00e1o tr\u00f4ng c\u00f3 v\u1ebb ho\u00e0n thi\u1ec7n nh\u01b0ng kh\u00f4ng c\u00f3 gi\u00e1 tr\u1ecb v\u1edbi c\u00f4ng vi\u1ec7c chung.<\/p>\n

\u1ede chi\u1ec1u ng\u01b0\u1ee3c l\u1ea1i, m\u1ed9t n\u1eeda s\u1ed1 ng\u01b0\u1eddi tham gia kh\u1ea3o s\u00e1t th\u1eeba nh\u1eadn t\u1eebng g\u1eedi n\u1ed9i dung ch\u01b0a \u0111\u01b0\u1ee3c xem x\u00e9t k\u1ef9 do AI t\u1ea1o ra cho \u0111\u1ed3ng nghi\u1ec7p. C\u00e1c n\u1ed9i dung n\u00e0y ch\u1ee7 y\u1ebfu xu\u1ea5t hi\u1ec7n trong l\u0129nh v\u1ef1c d\u1ecbch v\u1ee5 chuy\u00ean m\u00f4n nh\u01b0 lu\u1eadt, t\u00e0i ch\u00ednh, nh\u00e2n s\u1ef1, marketing hay c\u00f4ng ngh\u1ec7.<\/p>\n

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Giao di\u1ec7n Claude tr\u00ean \u0111i\u1ec7n tho\u1ea1i. \u1ea2nh: L\u01b0u Qu\u00fd<\/em><\/p>\n<\/figcaption><\/figure>\n

T\u1eeb kinh nghi\u1ec7m \u0111\u00e0o t\u1ea1o v\u00e0 h\u1ed7 tr\u1ee3 chuy\u1ec3n \u0111\u1ed5i cho h\u01a1n 150 doanh nghi\u1ec7p t\u1ea1i Vi\u1ec7t Nam, \u0111\u1ea1i di\u1ec7n Datapot khuy\u1ebfn ngh\u1ecb hai c\u00e1ch \u0111\u1ec3 ki\u1ec3m so\u00e1t “r\u00e1c AI”: kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0 lu\u00f4n ki\u1ec3m ch\u1ee9ng.<\/p>\n

\u00d4ng Ho\u00e0ng \u0111\u00e1nh gi\u00e1, ph\u1ee5 thu\u1ed9c qu\u00e1 m\u1ee9c l\u00e0 v\u1ea5n \u0111\u1ec1 nhi\u1ec1u nh\u00e2n s\u1ef1 c\u1ea5p junior g\u1eb7p ph\u1ea3i. Nh\u00f3m n\u00e0y d\u1ec5 r\u01a1i v\u00e0o t\u00ecnh tr\u1ea1ng ch\u01b0a n\u1eafm r\u00f5 nghi\u1ec7p v\u1ee5, ra l\u1ec7nh cho AI khi ch\u01b0a c\u00f3 \u0111\u1ee7 chuy\u00ean m\u00f4n \u0111\u1ec3 ki\u1ec3m ch\u1ee9ng k\u1ebft qu\u1ea3.<\/p>\n

“Ph\u1ee5 thu\u1ed9c d\u1eabn \u0111\u1ebfn suy gi\u1ea3m k\u1ef9 n\u0103ng, \u2018chuy\u1ec3n giao\u2019 vi\u1ec7c suy lu\u1eadn, nh\u1eadn th\u1ee9c sang c\u00e1c m\u00f4 h\u00ecnh AI”, \u00f4ng cho hay. Do \u0111\u00f3, nh\u00e2n s\u1ef1 trong giai \u0111o\u1ea1n m\u1edbi v\u00e0o ngh\u1ec1 c\u1ea7n t\u1ef1 h\u1ecdc m\u1ed9t c\u00e1ch \u0111\u1ed9c l\u1eadp, t\u00e1ch bi\u1ec7t v\u1edbi AI \u0111\u1ec3 ph\u00e1t tri\u1ec3n n\u0103ng l\u1ef1c tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3.<\/p>\n

Chuy\u00ean gia c\u0169ng khuy\u1ebfn ngh\u1ecb t\u1ea5t c\u1ea3 \u0111\u1ea7u ra c\u1ee7a AI c\u1ea7n \u0111\u01b0\u1ee3c “m\u1eb7c \u0111\u1ecbnh c\u00f3 sai s\u00f3t” v\u00e0 c\u1ea7n \u0111i\u1ec1u ch\u1ec9nh. Theo kh\u1ea3o s\u00e1t th\u01b0\u1eddng ni\u00ean Developer Survey \u0111\u01b0\u1ee3c c\u1ed9ng \u0111\u1ed3ng Stack Overflow c\u00f4ng b\u1ed1 th\u00e1ng 7\/2025, th\u1ef1c hi\u1ec7n tr\u00ean h\u01a1n 49.000 l\u1eadp tr\u00ecnh vi\u00ean, 66% \u0111\u00e1nh gi\u00e1 \u0111i\u1ec1u g\u00e2y b\u1ee9c x\u00fac nh\u1ea5t khi s\u1eed d\u1ee5ng AI l\u00e0 “k\u1ebft qu\u1ea3 g\u1ea7n \u0111\u00fang, nh\u01b0ng kh\u00f4ng ch\u00ednh x\u00e1c”. N\u1ebfu kh\u00f4ng \u0111\u01b0\u1ee3c r\u00e0 so\u00e1t, nh\u1eefng sai s\u00f3t \u0111\u00f3 c\u00f3 th\u1ec3 t\u00edch l\u0169y th\u00e0nh n\u1ee3 k\u1ef9 thu\u1eadt (v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh do gi\u1ea3i ph\u00e1p l\u1eadp tr\u00ecnh ch\u01b0a t\u1ed1i \u01b0u v\u00e0 s\u1ebd ph\u1ea3i s\u1eeda ch\u1eefa n\u00e2ng c\u1ea5p v\u1ec1 sau), \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5.<\/p>\n

T\u1eeb g\u00f3c \u0111\u1ed9 qu\u1ea3n l\u00fd, doanh nghi\u1ec7p c\u1ea7n c\u00f3 quy \u0111\u1ecbnh v\u1ec1 AI, ngay c\u1ea3 khi ch\u01b0a c\u00f3 k\u1ebf ho\u1ea1ch chuy\u1ec3n \u0111\u1ed5i di\u1ec7n r\u1ed9ng. “T\u1ed1i thi\u1ec3u c\u1ea7n h\u01b0\u1edbng d\u1eabn cho nh\u00e2n s\u1ef1 v\u1ec1 ph\u1ea1m vi c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c ph\u00e9p s\u1eed d\u1ee5ng AI v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng”, \u00f4ng Ho\u00e0ng n\u00f3i.<\/p>\n

\u00d4ng l\u01b0u \u00fd th\u00eam, s\u1ed1 doanh nghi\u1ec7p c\u00f3 quy tr\u00ecnh, quy \u0111\u1ecbnh v\u1ec1 AI ch\u01b0a t\u01b0\u01a1ng x\u1ee9ng v\u1edbi t\u1ef7 l\u1ec7 66% ng\u01b0\u1eddi \u0111i l\u00e0m t\u1ea1i Vi\u1ec7t Nam \u0111ang s\u1eed d\u1ee5ng AI trong c\u00f4ng vi\u1ec7c, theo s\u1ed1 li\u1ec7u t\u1eeb B\u00e1o c\u00e1o th\u01b0\u1eddng ni\u00ean v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1i Vi\u1ec7t Nam do \u0110\u1ea1i h\u1ecdc Qu\u1ed1c gia H\u00e0 N\u1ed9i c\u00f4ng b\u1ed1 th\u00e1ng 12\/2025.<\/p>\n

C\u00f9ng quan \u0111i\u1ec3m, b\u00e0 Ph\u1ea1m Di\u1ec7u Linh, Gi\u00e1m \u0111\u1ed1c Thu h\u00fat v\u00e0 Ph\u00e1t tri\u1ec3n Nh\u00e2n t\u00e0i Synnex FPT, cho r\u1eb1ng c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n m\u1edf r\u1ed9ng ph\u1ea1m vi qu\u1ea3n l\u00fd kh\u00f4ng ch\u1ec9 \u1edf con ng\u01b0\u1eddi m\u00e0 c\u1ea3 c\u00e1c AI h\u1ecd s\u1eed d\u1ee5ng trong c\u00f4ng vi\u1ec7c.<\/p>\n

\u0110\u1ea7u ti\u00ean, c\u1ea7n x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ea7u vi\u1ec7c v\u00e0 t\u00e1c v\u1ee5 trong t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng AI. T\u1eeb \u0111\u00f3 x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh, c\u00e1c kh\u00e2u m\u00e0 nh\u00e2n s\u1ef1 c\u00f3 th\u1ec3 ph\u1ed1i h\u1ee3p v\u1edbi AI hay ph\u1ea3i tr\u1ef1c ti\u1ebfp th\u1ef1c hi\u1ec7n, ch\u00ednh s\u00e1ch v\u00e0 ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 li\u00ean quan.<\/p>\n

“Khi doanh nghi\u1ec7p mong mu\u1ed1n d\u00f9ng AI \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u su\u1ea5t, c\u1ea7n x\u00e1c \u0111\u1ecbnh b\u1eaft \u0111\u1ea7u t\u1eeb quy tr\u00ecnh n\u00e0o, tr\u00e1ch nhi\u1ec7m c\u1ee7a con ng\u01b0\u1eddi trong quy tr\u00ecnh v\u00e0 m\u1ee9c \u0111\u1ed9 c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 \u0111\u1ea7u ra”, b\u00e0 Linh nh\u1ea5n m\u1ea1nh. B\u1eb1ng c\u00e1ch \u0111\u00f3, vi\u1ec7c s\u1eed d\u1ee5ng AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t v\u00e0 nh\u00e2n r\u1ed9ng b\u1ec1n v\u1eefng trong t\u1ed5 ch\u1ee9c thay v\u00ec d\u1eebng \u1edf vi\u1ec7c c\u00e1c c\u00e1 nh\u00e2n s\u1eed d\u1ee5ng ri\u00eang l\u1ebb, t\u1ef1 ph\u00e1t.<\/p>\n

B\u00e1o c\u00e1o c\u1ee7a n\u1ec1n t\u1ea3ng tuy\u1ec3n d\u1ee5ng TopCV th\u00e1ng 12\/2025 c\u0169ng cho th\u1ea5y, h\u01a1n 59% doanh nghi\u1ec7p cho bi\u1ebft trong n\u0103m 2026 s\u1ebd \u0111\u1ea7u t\u01b0 v\u00e0o h\u01b0\u1edbng d\u1eabn k\u1ef9 n\u0103ng AI cho nh\u00e2n s\u1ef1. Trong khi \u0111\u00f3, ch\u1ec9 38% s\u1ebd x\u00e2y d\u1ef1ng quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u00edch h\u1ee3p AI v\u00e0 7% d\u1ef1 \u0111\u1ecbnh x\u00e2y d\u1ef1ng quy tr\u00ecnh b\u1ea3o m\u1eadt v\u00e0 tu\u00e2n th\u1ee7.<\/p>\n

“\u0110a ph\u1ea7n doanh nghi\u1ec7p \u0111ang \u0111\u1ea7u t\u01b0 v\u00e0o vi\u1ec7c \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean s\u1eed d\u1ee5ng \u1edf c\u1ea5p \u0111\u1ed9 c\u00e1 nh\u00e2n nhi\u1ec1u h\u01a1n l\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng”, b\u00e0 Linh nh\u00ecn nh\u1eadn.<\/p>\n

Trong khi \u0111\u00f3, anh Nguy\u1ec5n H\u1ea3i, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n t\u1ea1i H\u00e0 N\u1ed9i, cho bi\u1ebft c\u00f4ng ty \u0111\u00e3 ph\u1ea3i nhanh ch\u00f3ng x\u00e2y d\u1ef1ng quy \u0111\u1ecbnh m\u1edbi, cho ph\u00e9p k\u1ef9 s\u01b0 s\u1eed d\u1ee5ng AI nh\u01b0ng ph\u1ea3i \u0111\u00e1nh gi\u00e1 l\u1ea1i k\u1ebft qu\u1ea3 \u0111\u1ea7u ra \u0111\u1ebfn t\u1eebng d\u00f2ng l\u1ec7nh.<\/p>\n

“N\u1ebfu \u0111\u1ec3 \u0111\u1ebfn khi n\u1ee3 k\u1ef9 thu\u1eadt l\u1edbn, AI c\u0169ng kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n t\u00e1c v\u1ee5 m\u1edbi m\u00e0 k\u1ef9 s\u01b0 c\u0169ng kh\u00f4ng th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c h\u1ec7 th\u1ed1ng \u0111\u1ec3 can thi\u1ec7p”, anh cho bi\u1ebft.<\/p>\n

Nam Nguy\u1ec5n<\/strong><\/p>\n

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  • Lo\u1ea1t AI ‘n\u1ed5i lo\u1ea1n’<\/li>\n
  • Chatbot g\u00e2y s\u1ed1t v\u00ec ng\u01b0\u1eddi th\u1eadt tr\u1ea3 l\u1eddi thay AI<\/li>\n<\/ul>\n<\/div>\n
      \n
    • Lo\u1ea1t AI ‘n\u1ed5i lo\u1ea1n’<\/li>\n
    • Chatbot g\u00e2y s\u1ed1t v\u00ec ng\u01b0\u1eddi th\u1eadt tr\u1ea3 l\u1eddi thay AI<\/li>\n<\/ul>\n<\/article>\n
      \n

      https:\/\/vnexpress.net\/rac-ai-noi-cong-so-5107718.html<\/p>\n","protected":false},"excerpt":{"rendered":"

      ‘R\u00e1c AI’ n\u01a1i c\u00f4ng s\u1edf AI t\u1ea1o ra s\u1ea3n ph\u1ea9m tr\u00f4ng c\u00f3 v\u1ebb ho\u00e0n thi\u1ec7n nh\u01b0ng ch\u1ea5t l\u01b0\u1ee3ng th\u1ea5p n\u1ebfu doanh nghi\u1ec7p kh\u00f4ng c\u00f3 c\u00e1c quy tr\u00ecnh ki\u1ec3m so\u00e1t ho\u1eb7c h\u01b0\u1edbng d\u1eabn ph\u00f9 h\u1ee3p. Nguy\u1ec5n H\u1ea3i, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n c\u1ee7a m\u1ed9t c\u00f4ng ty ph\u1ea7n m\u1ec1m cung c\u1ea5p n\u1ec1n t\u1ea3ng chuy\u1ec3n \u0111\u1ed5i AI cho doanh<\/p>\n","protected":false},"author":1,"featured_media":14950,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-14949","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-nghe"],"_links":{"self":[{"href":"https:\/\/useful.vn\/index.php?rest_route=\/wp\/v2\/posts\/14949","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/useful.vn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/useful.vn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/useful.vn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/useful.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14949"}],"version-history":[{"count":0,"href":"https:\/\/useful.vn\/index.php?rest_route=\/wp\/v2\/posts\/14949\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/useful.vn\/index.php?rest_route=\/wp\/v2\/media\/14950"}],"wp:attachment":[{"href":"https:\/\/useful.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14949"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/useful.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14949"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/useful.vn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14949"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}