{"id":165354,"date":"2026-11-02T13:16:48","date_gmt":"2026-11-02T06:16:48","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&p=165354"},"modified":"2026-11-02T13:24:53","modified_gmt":"2026-11-02T06:24:53","slug":"generative-ai-poc-to-production","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/vi\/knowledge\/generative-ai-poc-to-production\/","title":{"rendered":"T\u1eeb PoC AI t\u1ea1o sinh \u0111\u1ebfn tri\u1ec3n khai th\u1ef1c t\u1ebf: Ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 v\u00e0 l\u1ed9 tr\u00ecnh tri\u1ec3n khai"},"content":{"rendered":"

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GENERATIVE AI \/ IMPLEMENTATION<\/p>\n

T\u1eeb PoC AI t\u1ea1o sinh \u0111\u1ebfn tri\u1ec3n khai th\u1ef1c t\u1ebf<\/p>\n

\n PoC & Ki\u1ec3m ch\u1ee9ng<\/span>
\n \u2192<\/span>
\n \u0110\u00e1nh gi\u00e1<\/span>
\n \u2192<\/span>
\n Tri\u1ec3n khai & V\u1eadn h\u00e0nh<\/span>\n <\/div>\n

Chuy\u1ec3n t\u1eeb ki\u1ec3m ch\u1ee9ng c\u00f4ng ngh\u1ec7 sang t\u1ea1o ra gi\u00e1 tr\u1ecb kinh doanh b\u1ec1n v\u1eefng<\/p>\n<\/p><\/div>

H\u00ecnh 1. Quy tr\u00ecnh t\u1eeb PoC AI t\u1ea1o sinh \u0111\u1ebfn tri\u1ec3n khai v\u00e0 v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf<\/figcaption><\/figure>\n

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GENERATIVE AI \/ KNOWLEDGE<\/p>\n

PoC AI th\u00e0nh c\u00f4ng kh\u00f4ng \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c h\u1ec7 th\u1ed1ng \u0111\u00e3 s\u1eb5n s\u00e0ng tri\u1ec3n khai th\u1ef1c t\u1ebf.<\/p>\n

Nhi\u1ec1u doanh nghi\u1ec7p \u0111\u00e3 th\u1eed nghi\u1ec7m AI t\u1ea1o sinh (Generative AI) v\u00e0 ghi nh\u1eadn k\u1ebft qu\u1ea3 t\u00edch c\u1ef1c trong m\u00f4i tr\u01b0\u1eddng ki\u1ec3m ch\u1ee9ng. Tuy nhi\u00ean, khi \u0111\u01b0a v\u00e0o ho\u1ea1t \u0111\u1ed9ng th\u1ef1c t\u1ebf, nh\u1eefng c\u00e2u h\u1ecfi quan tr\u1ecdng b\u1eaft \u0111\u1ea7u xu\u1ea5t hi\u1ec7n: AI c\u00f3 \u0111\u1ee7 ch\u00ednh x\u00e1c \u0111\u1ec3 s\u1eed d\u1ee5ng h\u1eb1ng ng\u00e0y? D\u1eef li\u1ec7u n\u1ed9i b\u1ed9 c\u00f3 \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7? H\u1ec7 th\u1ed1ng c\u00f3 t\u00edch h\u1ee3p \u0111\u01b0\u1ee3c v\u1edbi ph\u1ea7n m\u1ec1m hi\u1ec7n t\u1ea1i? V\u00e0 hi\u1ec7u qu\u1ea3 \u0111\u1ea7u t\u01b0 c\u00f3 th\u1ef1c s\u1ef1 t\u01b0\u01a1ng x\u1ee9ng v\u1edbi chi ph\u00ed?<\/p>\n

\u0110\u1ec3 chuy\u1ec3n t\u1eeb PoC (Proof of Concept \u2013 ki\u1ec3m ch\u1ee9ng t\u00ednh kh\u1ea3 thi) sang v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c, doanh nghi\u1ec7p c\u1ea7n \u0111\u00e1nh gi\u00e1 \u0111\u1ed3ng th\u1eddi ch\u1ea5t l\u01b0\u1ee3ng AI, hi\u1ec7u qu\u1ea3 nghi\u1ec7p v\u1ee5, b\u1ea3o m\u1eadt, kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh. B\u00e0i vi\u1ebft n\u00e0y ph\u00e2n t\u00edch c\u00e1c ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 PoC, c\u00e1ch ra quy\u1ebft \u0111\u1ecbnh tri\u1ec3n khai v\u00e0 l\u1ed9 tr\u00ecnh th\u1ef1c hi\u1ec7n ph\u00f9 h\u1ee3p v\u1edbi m\u00f4i tr\u01b0\u1eddng doanh nghi\u1ec7p.<\/p>\n<\/p><\/div>\n

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B\u1ea1n s\u1ebd t\u00ecm hi\u1ec3u nh\u1eefng g\u00ec?<\/p>\n

    \n
  • S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa PoC AI v\u00e0 h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf<\/li>\n
  • 5 ti\u00eau ch\u00ed quan tr\u1ecdng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3 PoC<\/li>\n
  • C\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00f3 n\u00ean chuy\u1ec3n sang tri\u1ec3n khai ch\u00ednh th\u1ee9c<\/li>\n
  • Ph\u01b0\u01a1ng ph\u00e1p \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 kinh doanh c\u1ee7a AI<\/li>\n
  • L\u1ed9 tr\u00ecnh 5 b\u01b0\u1edbc t\u1eeb PoC \u0111\u1ebfn tri\u1ec3n khai v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c<\/li>\n<\/ul><\/div>\n

    \"AI<\/p>\n

    \n <\/p>\n

    01. PoC AI t\u1ea1o sinh l\u00e0 g\u00ec? Kh\u00e1c g\u00ec v\u1edbi tri\u1ec3n khai th\u1ef1c t\u1ebf?<\/h2>\n

    PoC (Proof of Concept) l\u00e0 qu\u00e1 tr\u00ecnh ki\u1ec3m ch\u1ee9ng m\u1ed9t c\u00f4ng ngh\u1ec7 ho\u1eb7c gi\u1ea3i ph\u00e1p c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n kinh doanh c\u1ee5 th\u1ec3 hay kh\u00f4ng. Trong l\u0129nh v\u1ef1c AI t\u1ea1o sinh, PoC th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 th\u1eed nghi\u1ec7m chatbot n\u1ed9i b\u1ed9, t\u00ecm ki\u1ebfm t\u00e0i li\u1ec7u, t\u00f3m t\u1eaft cu\u1ed9c h\u1ecdp, x\u1eed l\u00fd ch\u1ee9ng t\u1eeb ho\u1eb7c h\u1ed7 tr\u1ee3 nh\u00e2n vi\u00ean th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p l\u1ea1i.<\/p>\n

    M\u1ee5c ti\u00eau c\u1ee7a PoC l\u00e0 ki\u1ec3m tra t\u00ednh kh\u1ea3 thi v\u1ec1 c\u00f4ng ngh\u1ec7 v\u00e0 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p v\u1edbi nghi\u1ec7p v\u1ee5 tr\u01b0\u1edbc khi doanh nghi\u1ec7p \u0111\u1ea7u t\u01b0 tri\u1ec3n khai tr\u00ean quy m\u00f4 l\u1edbn.<\/p>\n

    Trong khi \u0111\u00f3, h\u1ec7 th\u1ed1ng tri\u1ec3n khai th\u1ef1c t\u1ebf (Production) ph\u1ea3i \u0111\u00e1p \u1ee9ng th\u00eam c\u00e1c y\u00eau c\u1ea7u v\u1ec1 t\u00ednh \u1ed5n \u0111\u1ecbnh, ph\u00e2n quy\u1ec1n ng\u01b0\u1eddi d\u00f9ng, b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u, gi\u00e1m s\u00e1t ho\u1ea1t \u0111\u1ed9ng v\u00e0 x\u1eed l\u00fd s\u1ef1 c\u1ed1.<\/p>\n

    \n\n\n\n\n\n\n\n\n
    Ti\u00eau ch\u00ed<\/th>\nPoC<\/th>\nTri\u1ec3n khai th\u1ef1c t\u1ebf<\/th>\n<\/tr>\n<\/thead>\n
    M\u1ee5c ti\u00eau<\/td>\nKi\u1ec3m ch\u1ee9ng t\u00ednh kh\u1ea3 thi<\/td>\nT\u1ea1o gi\u00e1 tr\u1ecb kinh doanh l\u00e2u d\u00e0i<\/td>\n<\/tr>\n
    Ph\u1ea1m vi<\/td>\nM\u1ed9t s\u1ed1 nghi\u1ec7p v\u1ee5 v\u00e0 ng\u01b0\u1eddi d\u00f9ng<\/td>\nQuy tr\u00ecnh v\u00e0 ng\u01b0\u1eddi d\u00f9ng th\u1ef1c t\u1ebf<\/td>\n<\/tr>\n
    \u0110\u00e1nh gi\u00e1<\/td>\n\u0110\u1ed9 ch\u00ednh x\u00e1c, kh\u1ea3 thi, hi\u1ec7u qu\u1ea3 ti\u1ec1m n\u0103ng<\/td>\nCh\u1ea5t l\u01b0\u1ee3ng, b\u1ea3o m\u1eadt, \u1ed5n \u0111\u1ecbnh, ROI<\/td>\n<\/tr>\n
    Y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng<\/td>\nM\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m c\u01a1 b\u1ea3n<\/td>\nKi\u1ebfn tr\u00fac c\u00f3 gi\u00e1m s\u00e1t v\u00e0 b\u1ea3o tr\u00ec<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n

    M\u1ed9t PoC c\u00f3 th\u1ec3 \u0111\u1ea1t m\u1ee5c ti\u00eau k\u1ef9 thu\u1eadt nh\u01b0ng ch\u01b0a \u0111\u00e1p \u1ee9ng c\u00e1c \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c. Do \u0111\u00f3, doanh nghi\u1ec7p c\u1ea7n x\u00e1c \u0111\u1ecbnh r\u00f5 ti\u00eau ch\u00ed nghi\u1ec7m thu ngay t\u1eeb giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m, thay v\u00ec xem m\u1ed9t b\u1ea3n demo ho\u1ea1t \u0111\u1ed9ng t\u1ed1t l\u00e0 h\u1ec7 th\u1ed1ng \u0111\u00e3 ho\u00e0n thi\u1ec7n.<\/p>\n

    <\/p>\n

    02. 5 ti\u00eau ch\u00ed quan tr\u1ecdng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 PoC AI t\u1ea1o sinh<\/h2>\n

    \u0110\u00e1nh gi\u00e1 PoC kh\u00f4ng n\u00ean ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c AI tr\u1ea3 l\u1eddi c\u00f3 t\u1ef1 nhi\u00ean hay kh\u00f4ng. Doanh nghi\u1ec7p c\u1ea7n \u0111o l\u01b0\u1eddng ch\u1ea5t l\u01b0\u1ee3ng, t\u00ednh h\u1eefu \u00edch v\u00e0 kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh c\u1ee7a gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean y\u00eau c\u1ea7u nghi\u1ec7p v\u1ee5 c\u1ee5 th\u1ec3.<\/p>\n

    \n

    1. \u0110\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh t\u00e1c v\u1ee5<\/p>\n

    \u0110o l\u01b0\u1eddng kh\u1ea3 n\u0103ng tr\u1ea3 l\u1eddi \u0111\u00fang, th\u1ef1c hi\u1ec7n ch\u00ednh x\u00e1c y\u00eau c\u1ea7u v\u00e0 x\u1eed l\u00fd c\u00e1c t\u00ecnh hu\u1ed1ng nghi\u1ec7p v\u1ee5. C\u1ea7n chu\u1ea9n b\u1ecb b\u1ed9 d\u1eef li\u1ec7u ki\u1ec3m th\u1eed \u0111\u1ea1i di\u1ec7n v\u00e0 ph\u00e2n lo\u1ea1i l\u1ed7i nh\u01b0 tr\u1ea3 l\u1eddi sai, thi\u1ebfu th\u00f4ng tin ho\u1eb7c kh\u00f4ng ho\u00e0n th\u00e0nh t\u00e1c v\u1ee5.<\/p>\n

    2. Kh\u1ea3 n\u0103ng ti\u1ebft ki\u1ec7m th\u1eddi gian<\/p>\n

    So s\u00e1nh th\u1eddi gian th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c tr\u01b0\u1edbc v\u00e0 sau khi \u1ee9ng d\u1ee5ng AI. K\u1ebft qu\u1ea3 c\u1ea7n bao g\u1ed3m c\u1ea3 th\u1eddi gian nh\u00e2n vi\u00ean ki\u1ec3m tra, ch\u1ec9nh s\u1eeda ho\u1eb7c ph\u00ea duy\u1ec7t n\u1ed9i dung do AI t\u1ea1o ra.<\/p>\n

    3. Tr\u1ea3i nghi\u1ec7m v\u00e0 m\u1ee9c \u0111\u1ed9 ch\u1ea5p nh\u1eadn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng<\/p>\n

    \u0110\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 d\u1ec5 s\u1eed d\u1ee5ng, kh\u1ea3 n\u0103ng ki\u1ec3m ch\u1ee9ng th\u00f4ng tin v\u00e0 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p c\u1ee7a h\u1ec7 th\u1ed1ng v\u1edbi quy tr\u00ecnh l\u00e0m vi\u1ec7c hi\u1ec7n t\u1ea1i.<\/p>\n

    4. B\u1ea3o m\u1eadt v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u<\/p>\n

    Ki\u1ec3m tra c\u01a1 ch\u1ebf ph\u00e2n quy\u1ec1n, x\u1eed l\u00fd d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m, ph\u1ea1m vi g\u1eedi d\u1eef li\u1ec7u \u0111\u1ebfn d\u1ecbch v\u1ee5 AI b\u00ean ngo\u00e0i, ch\u00ednh s\u00e1ch l\u01b0u nh\u1eadt k\u00fd v\u00e0 c\u00e1c y\u00eau c\u1ea7u b\u1ea3o m\u1eadt c\u1ee7a doanh nghi\u1ec7p.<\/p>\n

    5. Chi ph\u00ed v\u00e0 ngu\u1ed3n l\u1ef1c v\u1eadn h\u00e0nh<\/p>\n

    \u01af\u1edbc t\u00ednh chi ph\u00ed s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh ho\u1eb7c API, h\u1ea1 t\u1ea7ng, b\u1ea3o tr\u00ec v\u00e0 ngu\u1ed3n l\u1ef1c con ng\u01b0\u1eddi c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u00e1m s\u00e1t, ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng h\u1ec7 th\u1ed1ng.<\/p>\n<\/p><\/div>\n

    \"AI<\/p>\n

    \n
    \n

    POC EVALUATION<\/p>\n

    5 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3 PoC AI<\/p>\n

    \n 01 \u0110\u1ed9 ch\u00ednh x\u00e1c<\/span>
    \n 02 N\u0103ng su\u1ea5t<\/span>
    \n 03 Tr\u1ea3i nghi\u1ec7m<\/span>
    \n 04 B\u1ea3o m\u1eadt<\/span>
    \n 05 Chi ph\u00ed<\/span>\n <\/div>\n<\/p><\/div>
    H\u00ecnh 2. N\u0103m nh\u00f3m ti\u00eau ch\u00ed c\u1ea7n \u0111\u00e1nh gi\u00e1 trong PoC AI t\u1ea1o sinh<\/figcaption><\/figure>\n
    \n

    L\u01b0u \u00fd: Ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 ph\u1ea3i ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng b\u00e0i to\u00e1n<\/p>\n

    V\u1edbi chatbot tra c\u1ee9u t\u00e0i li\u1ec7u, \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 kh\u1ea3 n\u0103ng tr\u00edch d\u1eabn ngu\u1ed3n l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng. V\u1edbi AI t\u00f3m t\u1eaft cu\u1ed9c h\u1ecdp, doanh nghi\u1ec7p c\u1ea7n ch\u00fa tr\u1ecdng kh\u1ea3 n\u0103ng ghi nh\u1eadn \u0111\u1ea7y \u0111\u1ee7 quy\u1ebft \u0111\u1ecbnh, c\u00f4ng vi\u1ec7c c\u1ea7n th\u1ef1c hi\u1ec7n v\u00e0 th\u1eddi gian ch\u1ec9nh s\u1eeda c\u1ee7a nh\u00e2n vi\u00ean.<\/p>\n<\/p><\/div>\n

    <\/p>\n

    03. Khi n\u00e0o doanh nghi\u1ec7p n\u00ean \u0111\u01b0a AI v\u00e0o v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c?<\/h2>\n

    Sau khi k\u1ebft th\u00fac PoC, doanh nghi\u1ec7p c\u1ea7n \u0111\u1ed1i chi\u1ebfu k\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf v\u1edbi c\u00e1c ti\u00eau ch\u00ed th\u00e0nh c\u00f4ng \u0111\u00e3 th\u1ed1ng nh\u1ea5t t\u1eeb tr\u01b0\u1edbc. Quy\u1ebft \u0111\u1ecbnh kh\u00f4ng nh\u1ea5t thi\u1ebft ch\u1ec9 g\u1ed3m tri\u1ec3n khai ho\u1eb7c d\u1eebng d\u1ef1 \u00e1n; doanh nghi\u1ec7p c\u0169ng c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00f3 \u0111i\u1ec1u ki\u1ec7n n\u1ebfu nh\u1eefng v\u1ea5n \u0111\u1ec1 c\u00f2n l\u1ea1i c\u00f3 kh\u1ea3 n\u0103ng kh\u1eafc ph\u1ee5c.<\/p>\n

    \n\n\n\n\n\n\n\n
    Quy\u1ebft \u0111\u1ecbnh<\/th>\nT\u00ecnh hu\u1ed1ng<\/th>\nH\u01b0\u1edbng x\u1eed l\u00fd<\/th>\n<\/tr>\n<\/thead>\n
    Go<\/strong><\/td>\n\u0110\u00e1p \u1ee9ng ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 hi\u1ec7u qu\u1ea3 y\u00eau c\u1ea7u<\/td>\nThi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai theo giai \u0111o\u1ea1n<\/td>\n<\/tr>\n
    Conditional Go<\/strong><\/td>\nC\u00f2n m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n<\/td>\nKh\u1eafc ph\u1ee5c v\u00e0 \u0111\u00e1nh gi\u00e1 l\u1ea1i<\/td>\n<\/tr>\n
    No-Go<\/strong><\/td>\nHi\u1ec7u qu\u1ea3 ch\u01b0a \u0111\u1ee7 ho\u1eb7c r\u1ee7i ro qu\u00e1 cao<\/td>\nXem x\u00e9t l\u1ea1i y\u00eau c\u1ea7u v\u00e0 b\u00e0i to\u00e1n \u1ee9ng d\u1ee5ng<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n

    V\u00ed d\u1ee5, m\u1ed9t chatbot c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c cao nh\u01b0ng v\u1eabn ch\u01b0a \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n tri\u1ec3n khai n\u1ebfu kh\u00f4ng \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u n\u1ed9i b\u1ed9. Ng\u01b0\u1ee3c l\u1ea1i, m\u1ed9t gi\u1ea3i ph\u00e1p v\u1eadn h\u00e0nh \u0111\u00fang v\u1ec1 k\u1ef9 thu\u1eadt nh\u01b0ng khi\u1ebfn nh\u00e2n vi\u00ean m\u1ea5t nhi\u1ec1u th\u1eddi gian ki\u1ec3m tra h\u01a1n th\u1eddi gian ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c c\u0169ng c\u1ea7n \u0111\u00e1nh gi\u00e1 l\u1ea1i hi\u1ec7u qu\u1ea3 \u0111\u1ea7u t\u01b0.<\/p>\n

    Tr\u01b0\u1edbc khi ph\u00ea duy\u1ec7t tri\u1ec3n khai, doanh nghi\u1ec7p n\u00ean x\u00e1c \u0111\u1ecbnh ng\u01b0\u1ee1ng ch\u1ea5p nh\u1eadn cho t\u1eebng ti\u00eau ch\u00ed, \u0111\u1ed3ng th\u1eddi x\u00e2y d\u1ef1ng ph\u01b0\u01a1ng \u00e1n x\u1eed l\u00fd n\u1ebfu k\u1ebft qu\u1ea3 ch\u01b0a \u0111\u1ea1t y\u00eau c\u1ea7u.<\/p>\n

    <\/p>\n

    04. C\u00e1ch \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 kinh doanh c\u1ee7a PoC AI<\/h2>\n

    \u0110\u1ec3 thuy\u1ebft ph\u1ee5c ban l\u00e3nh \u0111\u1ea1o v\u00e0 c\u00e1c ph\u00f2ng ban li\u00ean quan, doanh nghi\u1ec7p c\u1ea7n chuy\u1ec3n k\u1ebft qu\u1ea3 ki\u1ec3m ch\u1ee9ng k\u1ef9 thu\u1eadt th\u00e0nh nh\u1eefng ch\u1ec9 s\u1ed1 c\u00f3 \u00fd ngh\u0129a \u0111\u1ed1i v\u1edbi ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/p>\n

    V\u00ed d\u1ee5, khi th\u1eed nghi\u1ec7m AI h\u1ed7 tr\u1ee3 tr\u1ea3 l\u1eddi y\u00eau c\u1ea7u n\u1ed9i b\u1ed9, ngo\u00e0i \u0111\u1ed9 ch\u00ednh x\u00e1c, doanh nghi\u1ec7p n\u00ean \u0111o th\u1eddi gian x\u1eed l\u00fd m\u1ed7i y\u00eau c\u1ea7u, bao g\u1ed3m c\u1ea3 c\u00f4ng \u0111o\u1ea1n ki\u1ec3m tra v\u00e0 ch\u1ec9nh s\u1eeda c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n

    \n

    V\u00ed d\u1ee5 minh h\u1ecda: T\u1ed1i \u01b0u x\u1eed l\u00fd y\u00eau c\u1ea7u n\u1ed9i b\u1ed9<\/p>\n

    Gi\u1ea3 s\u1eed tr\u01b0\u1edbc \u0111\u00e2y nh\u00e2n vi\u00ean c\u1ea7n 10 ph\u00fat \u0111\u1ec3 x\u1eed l\u00fd m\u1ed9t y\u00eau c\u1ea7u. Sau khi \u1ee9ng d\u1ee5ng AI, t\u1ed5ng th\u1eddi gian gi\u1ea3m xu\u1ed1ng c\u00f2n 6 ph\u00fat, \u0111\u00e3 bao g\u1ed3m b\u01b0\u1edbc ki\u1ec3m tra c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n

    M\u1ed7i y\u00eau c\u1ea7u ti\u1ebft ki\u1ec7m 4 ph\u00fat. V\u1edbi 1.000 y\u00eau c\u1ea7u m\u1ed7i th\u00e1ng, t\u1ed5ng th\u1eddi gian ti\u1ebft ki\u1ec7m theo t\u00ednh to\u00e1n v\u00e0o kho\u1ea3ng 67 gi\u1edd l\u00e0m vi\u1ec7c\/th\u00e1ng.<\/p>\n

    L\u01b0u \u00fd: \u0110\u00e2y l\u00e0 s\u1ed1 li\u1ec7u gi\u1ea3 \u0111\u1ecbnh nh\u1eb1m minh h\u1ecda ph\u01b0\u01a1ng ph\u00e1p t\u00ednh, kh\u00f4ng ph\u1ea3i k\u1ebft qu\u1ea3 tri\u1ec3n khai th\u1ef1c t\u1ebf c\u1ee7a kh\u00e1ch h\u00e0ng BAP.<\/p>\n<\/p><\/div>\n

    Tuy nhi\u00ean, th\u1eddi gian ti\u1ebft ki\u1ec7m kh\u00f4ng t\u1ef1 \u0111\u1ed9ng chuy\u1ec3n th\u00e0nh l\u1ee3i nhu\u1eadn t\u00e0i ch\u00ednh. Khi \u0111\u00e1nh gi\u00e1 ROI (Return on Investment \u2013 t\u1ef7 su\u1ea5t ho\u00e0n v\u1ed1n), doanh nghi\u1ec7p c\u1ea7n xem x\u00e9t th\u00eam chi ph\u00ed ph\u00e1t tri\u1ec3n, s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 AI, h\u1ea1 t\u1ea7ng, b\u1ea3o tr\u00ec v\u00e0 ngu\u1ed3n l\u1ef1c gi\u00e1m s\u00e1t.<\/p>\n

    Ngo\u00e0i ra, t\u00f9y m\u1ee5c ti\u00eau tri\u1ec3n khai, c\u00e1c ch\u1ec9 s\u1ed1 nh\u01b0 ch\u1ea5t l\u01b0\u1ee3ng ph\u1ea3n h\u1ed3i, s\u1ef1 nh\u1ea5t qu\u00e1n trong x\u1eed l\u00fd c\u00f4ng vi\u1ec7c, tr\u1ea3i nghi\u1ec7m nh\u00e2n vi\u00ean v\u00e0 kh\u1ea3 n\u0103ng t\u00ecm ki\u1ebfm th\u00f4ng tin c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o \u0111\u00e1nh gi\u00e1.<\/p>\n

    <\/p>\n

    05. L\u1ed9 tr\u00ecnh 5 b\u01b0\u1edbc t\u1eeb PoC AI \u0111\u1ebfn tri\u1ec3n khai th\u1ef1c t\u1ebf<\/h2>\n

    Sau khi \u0111\u00e1nh gi\u00e1 PoC, doanh nghi\u1ec7p c\u1ea7n x\u00e2y d\u1ef1ng k\u1ebf ho\u1ea1ch chuy\u1ec3n \u0111\u1ed5i ph\u00f9 h\u1ee3p, bao g\u1ed3m ki\u1ebfn tr\u00fac k\u1ef9 thu\u1eadt, quy tr\u00ecnh nghi\u1ec7p v\u1ee5 v\u00e0 m\u00f4 h\u00ecnh v\u1eadn h\u00e0nh l\u00e2u d\u00e0i.<\/p>\n

    \n

    B\u01af\u1edaC 01 | T\u1ed5ng h\u1ee3p k\u1ebft qu\u1ea3 PoC v\u00e0 c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f2n t\u1ed3n t\u1ea1i<\/p>\n

    \u0110\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 \u0111\u1ea1t ch\u1ec9 ti\u00eau, ph\u00e2n t\u00edch l\u1ed7i, thu th\u1eadp ph\u1ea3n h\u1ed3i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c r\u1ee7i ro k\u1ef9 thu\u1eadt ho\u1eb7c nghi\u1ec7p v\u1ee5 ch\u01b0a \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft.<\/p>\n

    B\u01af\u1edaC 02 | X\u00e1c \u0111\u1ecbnh y\u00eau c\u1ea7u v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c<\/p>\n

    L\u00e0m r\u00f5 s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi d\u00f9ng, t\u1ea7n su\u1ea5t s\u1eed d\u1ee5ng, t\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i, ph\u00e2n quy\u1ec1n, qu\u1ea3n l\u00fd d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh x\u1eed l\u00fd s\u1ef1 c\u1ed1.<\/p>\n

    B\u01af\u1edaC 03 | Thi\u1ebft k\u1ebf t\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng doanh nghi\u1ec7p<\/p>\n

    L\u00ean ph\u01b0\u01a1ng \u00e1n k\u1ebft n\u1ed1i CRM, ERP, c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng nghi\u1ec7p v\u1ee5 th\u00f4ng qua API, c\u01a1 ch\u1ebf x\u00e1c th\u1ef1c v\u00e0 quy tr\u00ecnh \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p.<\/p>\n

    B\u01af\u1edaC 04 | Tri\u1ec3n khai th\u1ef1c t\u1ebf tr\u00ean ph\u1ea1m vi gi\u1edbi h\u1ea1n<\/p>\n

    B\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t nh\u00f3m ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c ph\u00f2ng ban, theo d\u00f5i hi\u1ec7u qu\u1ea3 s\u1eed d\u1ee5ng, ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c v\u1eadn h\u00e0nh tr\u01b0\u1edbc khi m\u1edf r\u1ed9ng.<\/p>\n

    B\u01af\u1edaC 05 | Gi\u00e1m s\u00e1t v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c<\/p>\n

    Theo d\u00f5i ch\u1ea5t l\u01b0\u1ee3ng ph\u1ea3n h\u1ed3i, m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng, chi ph\u00ed v\u00e0 s\u1ef1 c\u1ed1. C\u1eadp nh\u1eadt h\u1ec7 th\u1ed1ng khi y\u00eau c\u1ea7u nghi\u1ec7p v\u1ee5, d\u1eef li\u1ec7u tham chi\u1ebfu ho\u1eb7c c\u00f4ng ngh\u1ec7 AI thay \u0111\u1ed5i.<\/p>\n<\/p><\/div>\n

    \"custom<\/p>\n

    \n
    \n

    IMPLEMENTATION ROADMAP<\/p>\n

    5 b\u01b0\u1edbc \u0111\u01b0a AI v\u00e0o v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf<\/p>\n

    \n \u0110\u00e1nh gi\u00e1 PoC<\/span>
    \n \u2192<\/span>
    \n X\u00e1c \u0111\u1ecbnh y\u00eau c\u1ea7u<\/span>
    \n \u2192<\/span>
    \n T\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/span>
    \n \u2192<\/span>
    \n Tri\u1ec3n khai<\/span>
    \n \u2192<\/span>
    \n C\u1ea3i ti\u1ebfn<\/span>\n <\/div>\n<\/p><\/div>
    H\u00ecnh 3. L\u1ed9 tr\u00ecnh 5 b\u01b0\u1edbc t\u1eeb ki\u1ec3m ch\u1ee9ng PoC \u0111\u1ebfn v\u1eadn h\u00e0nh v\u00e0 t\u1ed1i \u01b0u h\u1ec7 th\u1ed1ng AI<\/figcaption><\/figure>\n

    \u0110\u1ed1i v\u1edbi AI t\u1ea1o sinh, k\u1ebft qu\u1ea3 \u0111\u1ea7u ra c\u00f3 th\u1ec3 thay \u0111\u1ed5i khi m\u00f4 h\u00ecnh, prompt ho\u1eb7c d\u1eef li\u1ec7u tham chi\u1ebfu \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt. V\u00ec v\u1eady, sau khi tri\u1ec3n khai, doanh nghi\u1ec7p c\u1ea7n duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng ki\u1ec3m th\u1eed \u0111\u1ecbnh k\u1ef3 v\u1edbi b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1 ph\u00f9 h\u1ee3p.<\/p>\n

    <\/p>\n

    06. 3 l\u01b0u \u00fd gi\u00fap doanh nghi\u1ec7p tr\u00e1nh th\u1ea5t b\u1ea1i khi tri\u1ec3n khai AI<\/h2>\n

    1. X\u00e1c \u0111\u1ecbnh ti\u00eau ch\u00ed th\u00e0nh c\u00f4ng tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u PoC<\/strong>
    \n N\u1ebfu ch\u1ec9 x\u00e2y d\u1ef1ng ti\u00eau ch\u00ed sau khi th\u1eed nghi\u1ec7m, c\u00e1c b\u00ean li\u00ean quan c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3 theo nh\u1eefng c\u00e1ch kh\u00e1c nhau. Doanh nghi\u1ec7p n\u00ean th\u1ed1ng nh\u1ea5t c\u00e1c ch\u1ec9 ti\u00eau v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng, hi\u1ec7u qu\u1ea3 v\u00e0 b\u1ea3o m\u1eadt ngay t\u1eeb \u0111\u1ea7u.<\/p>\n

    2. \u0110\u01b0a ng\u01b0\u1eddi d\u00f9ng nghi\u1ec7p v\u1ee5 tham gia \u0111\u00e1nh gi\u00e1<\/strong>
    \n M\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt ch\u01b0a ch\u1eafc ph\u00f9 h\u1ee3p v\u1edbi ho\u1ea1t \u0111\u1ed9ng th\u1ef1c t\u1ebf. Nh\u00e2n vi\u00ean tr\u1ef1c ti\u1ebfp s\u1eed d\u1ee5ng c\u1ea7n tham gia ki\u1ec3m th\u1eed quy tr\u00ecnh, \u0111\u00e1nh gi\u00e1 t\u00ednh thu\u1eadn ti\u1ec7n v\u00e0 ph\u1ea3n h\u1ed3i v\u1ec1 c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh.<\/p>\n

    3. X\u00e1c \u0111\u1ecbnh r\u00f5 vai tr\u00f2 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi<\/strong>
    \n AI t\u1ea1o sinh v\u1eabn c\u00f3 nguy c\u01a1 \u0111\u01b0a ra th\u00f4ng tin sai ho\u1eb7c thi\u1ebfu c\u0103n c\u1ee9. V\u1edbi nh\u1eefng quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng ho\u1eb7c thao t\u00e1c c\u1eadp nh\u1eadt d\u1eef li\u1ec7u nghi\u1ec7p v\u1ee5, c\u1ea7n thi\u1ebft k\u1ebf b\u01b0\u1edbc ki\u1ec3m tra, ph\u00ea duy\u1ec7t ho\u1eb7c chuy\u1ec3n x\u1eed l\u00fd cho ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch khi ph\u00f9 h\u1ee3p.<\/p>\n

    \n

    Tri\u1ec3n khai ch\u00ednh th\u1ee9c kh\u00f4ng ph\u1ea3i \u0111i\u1ec3m k\u1ebft th\u00fac<\/p>\n

    Gi\u00e1 tr\u1ecb l\u00e2u d\u00e0i c\u1ee7a AI ph\u1ee5 thu\u1ed9c v\u00e0o kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t, ph\u00e2n t\u00edch l\u1ed7i, c\u1eadp nh\u1eadt d\u1eef li\u1ec7u, b\u1ea3o m\u1eadt v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c. Doanh nghi\u1ec7p n\u00ean chu\u1ea9n b\u1ecb m\u00f4 h\u00ecnh v\u1eadn h\u00e0nh ngay t\u1eeb giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m t\u00ednh b\u1ec1n v\u1eefng c\u1ee7a gi\u1ea3i ph\u00e1p.<\/p>\n<\/p><\/div>\n

    <\/p>\n

    07. BAP \u0111\u1ed3ng h\u00e0nh t\u1eeb PoC AI \u0111\u1ebfn tri\u1ec3n khai v\u00e0 v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf<\/h2>\n

    \u0110\u1ec3 \u1ee9ng d\u1ee5ng AI t\u1ea1o sinh hi\u1ec7u qu\u1ea3 trong doanh nghi\u1ec7p, n\u0103ng l\u1ef1c v\u1ec1 AI c\u1ea7n \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi hi\u1ec3u bi\u1ebft v\u1ec1 quy tr\u00ecnh nghi\u1ec7p v\u1ee5, ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng, b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 v\u1eadn h\u00e0nh l\u00e2u d\u00e0i.<\/p>\n

    BAP k\u1ebft h\u1ee3p n\u0103ng l\u1ef1c ph\u00e1t tri\u1ec3n Generative AI, RAG (Retrieval-Augmented Generation), AI Agent v\u1edbi kinh nghi\u1ec7m x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng Web, ph\u1ea7n m\u1ec1m doanh nghi\u1ec7p v\u00e0 h\u1ec7 th\u1ed1ng Cloud, nh\u1eb1m h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p AI g\u1eafn v\u1edbi nhu c\u1ea7u th\u1ef1c t\u1ebf.<\/p>\n

    V\u1edbi \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n t\u1ea1i Nh\u1eadt B\u1ea3n v\u00e0 Vi\u1ec7t Nam, BAP c\u00f3 th\u1ec3 \u0111\u1ed3ng h\u00e0nh t\u1eeb ph\u00e2n t\u00edch y\u00eau c\u1ea7u, x\u00e2y d\u1ef1ng PoC, \u0111\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i ti\u1ebfn, \u0111\u1ebfn ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng ch\u00ednh th\u1ee9c, t\u00edch h\u1ee3p v\u00e0 b\u1ea3o tr\u00ec theo ph\u1ea1m vi t\u1eebng d\u1ef1 \u00e1n.<\/p>\n

    <\/p>\n

    \n

    BAP SOFTWARE<\/p>\n

    Doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u0111ang g\u1eb7p kh\u00f3 kh\u0103n khi chuy\u1ec3n t\u1eeb PoC AI sang tri\u1ec3n khai th\u1ef1c t\u1ebf?<\/p>\n

    D\u00f9 \u0111ang c\u1ea7n x\u00e2y d\u1ef1ng ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 PoC, ho\u00e0n thi\u1ec7n b\u1ea3n th\u1eed nghi\u1ec7m \u0111\u1ec3 \u0111\u01b0a v\u00e0o s\u1eed d\u1ee5ng hay t\u00edch h\u1ee3p AI v\u1edbi h\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i, BAP c\u00f3 th\u1ec3 c\u00f9ng doanh nghi\u1ec7p x\u00e1c \u0111\u1ecbnh ph\u01b0\u01a1ng \u00e1n tri\u1ec3n khai ph\u00f9 h\u1ee3p.<\/p>\n

    Li\u00ean h\u1ec7 BAP \u0111\u1ec3 trao \u0111\u1ed5i v\u1ec1 nhu c\u1ea7u ph\u00e1t tri\u1ec3n PoC, tri\u1ec3n khai AI t\u1ea1o sinh v\u00e0 t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng doanh nghi\u1ec7p.<\/p>\n<\/p><\/div>\n

    <\/p>\n

    K\u1ebft lu\u1eadn:<\/strong> Chuy\u1ec3n t\u1eeb PoC AI t\u1ea1o sinh sang tri\u1ec3n khai th\u1ef1c t\u1ebf \u0111\u00f2i h\u1ecfi doanh nghi\u1ec7p \u0111\u00e1nh gi\u00e1 t\u1ed5ng th\u1ec3 ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra, hi\u1ec7u qu\u1ea3 kinh doanh, b\u1ea3o m\u1eadt, kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh v\u00e0 chi ph\u00ed. Khi c\u00f3 ti\u00eau ch\u00ed nghi\u1ec7m thu r\u00f5 r\u00e0ng, l\u1ed9 tr\u00ecnh tri\u1ec3n khai theo t\u1eebng giai \u0111o\u1ea1n v\u00e0 c\u01a1 ch\u1ebf c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c, doanh nghi\u1ec7p s\u1ebd c\u00f3 n\u1ec1n t\u1ea3ng t\u1ed1t h\u01a1n \u0111\u1ec3 bi\u1ebfn th\u1eed nghi\u1ec7m AI th\u00e0nh gi\u00e1 tr\u1ecb kinh doanh th\u1ef1c t\u1ebf.<\/p>\n<\/article>\n

    <\/p>","protected":false},"author":46,"featured_media":105801,"template":"","meta":{"_acf_changed":false},"tags":[],"blog-cat":[2058],"class_list":["post-165354","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","blog-cat-technology"],"acf":[],"yoast_head":"\nPoC AI t\u1ea1o sinh: 5 ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 v\u00e0 l\u1ed9 tr\u00ecnh tri\u1ec3n khai<\/title>\n<meta name=\"description\" content=\"PoC AI t\u1ea1o sinh th\u00e0nh c\u00f4ng c\u00f3 \u0111\u1ee7 \u0111\u1ec3 tri\u1ec3n khai th\u1ef1c t\u1ebf? 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