{"id":165360,"date":"2026-11-02T14:06:58","date_gmt":"2026-11-02T07:06:58","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&p=165360"},"modified":"2026-11-02T14:11:06","modified_gmt":"2026-11-02T07:11:06","slug":"rag-generative-ai-guide","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/vi\/knowledge\/rag-generative-ai-guide\/","title":{"rendered":"\u1ee8ng d\u1ee5ng AI t\u1ea1o sinh v\u1edbi t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9: RAG l\u00e0 g\u00ec, l\u1ee3i \u00edch v\u00e0 c\u00e1ch tri\u1ec3n khai cho doanh nghi\u1ec7p?"},"content":{"rendered":"

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GENERATIVE AI \u00d7 ENTERPRISE KNOWLEDGE<\/p>\n

Bi\u1ebfn t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9 th\u00e0nh tri th\u1ee9c c\u00f3 th\u1ec3 khai th\u00e1c<\/p>\n

T\u00ecm ki\u1ebfm th\u00f4ng minh v\u00e0 h\u1ed7 tr\u1ee3 nghi\u1ec7p v\u1ee5 b\u1eb1ng AI k\u1ebft h\u1ee3p RAG<\/p>\n

\n PDF \u00b7 Excel \u00b7 T\u00e0i li\u1ec7u n\u1ed9i b\u1ed9<\/span>
\n \u2192<\/span>
\n Truy xu\u1ea5t RAG<\/span>
\n \u2192<\/span>
\n AI tr\u1ea3 l\u1eddi k\u00e8m ngu\u1ed3n<\/span>\n <\/div>\n

Khai th\u00e1c d\u1eef li\u1ec7u s\u1eb5n c\u00f3 \u0111\u1ec3 r\u00fat ng\u1eafn th\u1eddi gian t\u00ecm ki\u1ebfm v\u00e0 x\u1eed l\u00fd th\u00f4ng tin.<\/p>\n<\/p><\/div>

H\u00ecnh 1. M\u00f4 h\u00ecnh \u1ee9ng d\u1ee5ng RAG \u0111\u1ec3 k\u1ebft n\u1ed1i t\u00e0i li\u1ec7u doanh nghi\u1ec7p v\u1edbi AI t\u1ea1o sinh<\/figcaption><\/figure>\n

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

Doanh nghi\u1ec7p c\u00f3 h\u00e0ng ngh\u00ecn t\u00e0i li\u1ec7u nh\u01b0ng nh\u00e2n vi\u00ean v\u1eabn m\u1ea5t nhi\u1ec1u th\u1eddi gian t\u00ecm ki\u1ebfm th\u00f4ng tin? AI t\u1ea1o sinh c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3, n\u1ebfu \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi \u0111\u00fang ngu\u1ed3n d\u1eef li\u1ec7u.<\/p>\n

Trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh, doanh nghi\u1ec7p t\u00edch l\u0169y l\u01b0\u1ee3ng l\u1edbn t\u00e0i li\u1ec7u nh\u01b0 quy tr\u00ecnh l\u00e0m vi\u1ec7c, h\u01b0\u1edbng d\u1eabn k\u1ef9 thu\u1eadt, ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng, ch\u00ednh s\u00e1ch n\u1ed9i b\u1ed9, th\u00f4ng s\u1ed1 s\u1ea3n ph\u1ea9m v\u00e0 c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p. Tuy nhi\u00ean, d\u1eef li\u1ec7u th\u01b0\u1eddng ph\u00e2n t\u00e1n trong c\u00e1c file PDF, Excel, th\u01b0 m\u1ee5c d\u00f9ng chung ho\u1eb7c nhi\u1ec1u h\u1ec7 th\u1ed1ng kh\u00e1c nhau.<\/p>\n

M\u1ed9t h\u01b0\u1edbng ti\u1ebfp c\u1eadn \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y l\u00e0 RAG (Retrieval-Augmented Generation \u2013 T\u1ea1o sinh t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t)<\/strong>. C\u00f4ng ngh\u1ec7 RAG cho ph\u00e9p h\u1ec7 th\u1ed1ng t\u00ecm ki\u1ebfm th\u00f4ng tin li\u00ean quan t\u1eeb ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, sau \u0111\u00f3 cung c\u1ea5p n\u1ed9i dung \u0111\u00f3 cho m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) \u0111\u1ec3 t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n

B\u00e0i vi\u1ebft s\u1ebd gi\u1ea3i th\u00edch RAG l\u00e0 g\u00ec, c\u00e1ch s\u1eed d\u1ee5ng RAG v\u1edbi t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9, nh\u1eefng \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf trong doanh nghi\u1ec7p, c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 b\u1ea3o m\u1eadt, c\u00f9ng l\u1ed9 tr\u00ecnh tri\u1ec3n khai t\u1eeb th\u1eed nghi\u1ec7m PoC \u0111\u1ebfn v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c.<\/p>\n<\/p><\/div>\n

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N\u1ed9i dung ch\u00ednh c\u1ee7a b\u00e0i vi\u1ebft<\/p>\n

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  • RAG l\u00e0 g\u00ec v\u00e0 kh\u00e1c g\u00ec so v\u1edbi AI t\u1ea1o sinh th\u00f4ng th\u01b0\u1eddng?<\/li>\n
  • C\u00e1ch s\u1eed d\u1ee5ng AI \u0111\u1ec3 t\u00ecm ki\u1ebfm th\u00f4ng tin trong PDF, Excel v\u00e0 t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9<\/li>\n
  • \u1ee8ng d\u1ee5ng RAG trong s\u1ea3n xu\u1ea5t, h\u1ed7 tr\u1ee3 n\u1ed9i b\u1ed9 v\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh<\/li>\n
  • Nh\u1eefng l\u01b0u \u00fd v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c, b\u1ea3o m\u1eadt v\u00e0 t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/li>\n
  • Quy tr\u00ecnh 5 b\u01b0\u1edbc tri\u1ec3n khai RAG t\u1eeb PoC \u0111\u1ebfn Production<\/li>\n<\/ul><\/div>\n

    <\/p>\n

    01. RAG l\u00e0 g\u00ec? C\u00e1ch k\u1ebft n\u1ed1i AI t\u1ea1o sinh v\u1edbi d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 doanh nghi\u1ec7p<\/h2>\n

    RAG (Retrieval-Augmented Generation)<\/strong> l\u00e0 ph\u01b0\u01a1ng ph\u00e1p k\u1ebft h\u1ee3p truy xu\u1ea5t th\u00f4ng tin v\u1edbi kh\u1ea3 n\u0103ng t\u1ea1o n\u1ed9i dung c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM). Khi ng\u01b0\u1eddi d\u00f9ng \u0111\u1eb7t c\u00e2u h\u1ecfi, h\u1ec7 th\u1ed1ng t\u00ecm ki\u1ebfm d\u1eef li\u1ec7u li\u00ean quan r\u1ed3i cung c\u1ea5p k\u1ebft qu\u1ea3 cho AI \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n

    AI t\u1ea1o sinh th\u00f4ng th\u01b0\u1eddng ch\u1ee7 y\u1ebfu d\u1ef1a tr\u00ean ki\u1ebfn th\u1ee9c \u0111\u00e3 h\u1ecdc v\u00e0 th\u00f4ng tin \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o cu\u1ed9c h\u1ed9i tho\u1ea1i. V\u00ec v\u1eady, m\u00f4 h\u00ecnh kh\u00f4ng t\u1ef1 \u0111\u1ed9ng bi\u1ebft c\u00e1c quy \u0111\u1ecbnh m\u1edbi nh\u1ea5t, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt ho\u1eb7c quy tr\u00ecnh ri\u00eang c\u1ee7a t\u1eebng doanh nghi\u1ec7p.<\/p>\n

    RAG gi\u00fap AI tham kh\u1ea3o c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 ph\u00f9 h\u1ee3p, t\u1eeb \u0111\u00f3 h\u1ed7 tr\u1ee3 x\u00e2y d\u1ef1ng chatbot doanh nghi\u1ec7p, h\u1ec7 th\u1ed1ng h\u1ecfi \u0111\u00e1p t\u00e0i li\u1ec7u v\u00e0 c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm tri th\u1ee9c b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n

    \n\n\n\n\n\n\n\n\n
    Ti\u00eau ch\u00ed<\/th>\nAI t\u1ea1o sinh th\u00f4ng th\u01b0\u1eddng<\/th>\nAI t\u00edch h\u1ee3p RAG<\/th>\n<\/tr>\n<\/thead>\n
    Ngu\u1ed3n th\u00f4ng tin<\/td>\nKi\u1ebfn th\u1ee9c c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng cung c\u1ea5p<\/td>\nC\u00f3 th\u1ec3 tham kh\u1ea3o th\u00eam d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c truy xu\u1ea5t<\/td>\n<\/tr>\n
    D\u1eef li\u1ec7u n\u1ed9i b\u1ed9<\/td>\nC\u1ea7n cung c\u1ea5p th\u00f4ng tin ri\u00eang<\/td>\nC\u00f3 th\u1ec3 k\u1ebft n\u1ed1i qua h\u1ec7 th\u1ed1ng truy xu\u1ea5t<\/td>\n<\/tr>\n
    C\u1eadp nh\u1eadt th\u00f4ng tin<\/td>\nKh\u00f4ng d\u1ec5 c\u1eadp nh\u1eadt ki\u1ebfn th\u1ee9c b\u00ean trong m\u00f4 h\u00ecnh<\/td>\nC\u00f3 th\u1ec3 c\u1eadp nh\u1eadt ngu\u1ed3n d\u1eef li\u1ec7u v\u00e0 ch\u1ec9 m\u1ee5c t\u00ecm ki\u1ebfm<\/td>\n<\/tr>\n
    Ki\u1ec3m ch\u1ee9ng c\u00e2u tr\u1ea3 l\u1eddi<\/td>\nC\u00f3 th\u1ec3 kh\u00f3 x\u00e1c \u0111\u1ecbnh ngu\u1ed3n<\/td>\nC\u00f3 th\u1ec3 hi\u1ec3n th\u1ecb t\u00e0i li\u1ec7u v\u00e0 \u0111o\u1ea1n tr\u00edch tham chi\u1ebfu<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n

    Tuy nhi\u00ean, RAG kh\u00f4ng b\u1ea3o \u0111\u1ea3m AI lu\u00f4n tr\u1ea3 l\u1eddi \u0111\u00fang ho\u1eb7c lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n hi\u1ec7n t\u01b0\u1ee3ng hallucination (AI t\u1ea1o ra th\u00f4ng tin kh\u00f4ng c\u00f3 c\u0103n c\u1ee9). Ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi v\u1eabn ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u ngu\u1ed3n, kh\u1ea3 n\u0103ng truy xu\u1ea5t v\u00e0 c\u00e1ch m\u00f4 h\u00ecnh s\u1eed d\u1ee5ng th\u00f4ng tin \u0111\u01b0\u1ee3c cung c\u1ea5p.<\/p>\n

    <\/p>\n

    02. RAG ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o v\u1edbi PDF, Excel v\u00e0 t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9?<\/h2>\n

    M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch c\u1ee7a RAG l\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng ngu\u1ed3n t\u00e0i li\u1ec7u \u0111\u00e3 c\u00f3 \u0111\u1ec3 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng t\u00ecm ki\u1ebfm th\u00f4ng minh m\u00e0 kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i thay th\u1ebf to\u00e0n b\u1ed9 ph\u1ea7n m\u1ec1m hi\u1ec7n t\u1ea1i.<\/p>\n

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    • PDF:<\/strong> T\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt, th\u00f4ng s\u1ed1 s\u1ea3n ph\u1ea9m, quy tr\u00ecnh v\u1eadn h\u00e0nh, ch\u00ednh s\u00e1ch c\u00f4ng ty<\/li>\n
    • Word:<\/strong> H\u01b0\u1edbng d\u1eabn nghi\u1ec7p v\u1ee5, bi\u00ean b\u1ea3n h\u1ecdp, quy \u0111\u1ecbnh n\u1ed9i b\u1ed9<\/li>\n
    • Excel:<\/strong> Danh m\u1ee5c s\u1ea3n ph\u1ea9m, b\u1ea3ng th\u00f4ng tin, d\u1eef li\u1ec7u tham chi\u1ebfu, danh s\u00e1ch FAQ<\/li>\n
    • Wiki n\u1ed9i b\u1ed9:<\/strong> H\u01b0\u1edbng d\u1eabn thao t\u00e1c, ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n, l\u1ecbch s\u1eed x\u1eed l\u00fd s\u1ef1 c\u1ed1<\/li>\n
    • H\u1ec7 th\u1ed1ng doanh nghi\u1ec7p:<\/strong> Th\u00f4ng tin c\u00f3 th\u1ec3 truy xu\u1ea5t t\u1eeb CRM, ERP ho\u1eb7c c\u00e1c \u1ee9ng d\u1ee5ng nghi\u1ec7p v\u1ee5<\/li>\n<\/ul>\n

      Vi\u1ec7c \u0111\u01b0a d\u1eef li\u1ec7u v\u00e0o RAG c\u1ea7n \u0111\u01b0\u1ee3c x\u1eed l\u00fd ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng \u0111\u1ecbnh d\u1ea1ng. Ch\u1eb3ng h\u1ea1n, PDF d\u1ea1ng \u1ea3nh c\u00f3 th\u1ec3 c\u1ea7n OCR \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n; b\u1ea3ng Excel ph\u1ee9c t\u1ea1p c\u1ea7n b\u1ea3o to\u00e0n m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c c\u1ed9t, h\u00e0ng v\u00e0 gi\u00e1 tr\u1ecb.<\/p>\n

      Quy tr\u00ecnh RAG th\u01b0\u1eddng bao g\u1ed3m 5 b\u01b0\u1edbc ch\u00ednh:<\/p>\n

      \"Th\u00f4ng<\/p>\n

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      RAG WORKFLOW<\/p>\n

      T\u1eeb t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9 \u0111\u1ebfn c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a AI<\/p>\n

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      B\u01af\u1edaC 1 | Thu th\u1eadp ngu\u1ed3n d\u1eef li\u1ec7u<\/p>\n

      PDF \u00b7 Excel \u00b7 T\u00e0i li\u1ec7u h\u01b0\u1edbng d\u1eabn \u00b7 Wiki<\/p>\n<\/p><\/div>\n

      \u2193<\/p>\n

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      B\u01af\u1edaC 2 | X\u1eed l\u00fd v\u00e0 l\u1eadp ch\u1ec9 m\u1ee5c<\/p>\n

      Tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n \u00b7 Chia \u0111o\u1ea1n \u00b7 L\u1eadp ch\u1ec9 m\u1ee5c t\u00ecm ki\u1ebfm<\/p>\n<\/p><\/div>\n

      \u2193<\/p>\n

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      B\u01af\u1edaC 3 | Truy xu\u1ea5t th\u00f4ng tin li\u00ean quan<\/p>\n

      T\u00ecm ki\u1ebfm t\u1eeb kh\u00f3a \u00b7 Vector Search \u00b7 Hybrid Search<\/p>\n<\/p><\/div>\n

      \u2193<\/p>\n

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      B\u01af\u1edaC 4 | AI t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi<\/p>\n

      K\u1ebft h\u1ee3p c\u00e2u h\u1ecfi v\u1edbi n\u1ed9i dung \u0111\u00e3 truy xu\u1ea5t<\/p>\n<\/p><\/div>\n

      \u2193<\/p>\n

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      B\u01af\u1edaC 5 | Hi\u1ec3n th\u1ecb c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 ngu\u1ed3n tham chi\u1ebfu<\/p>\n<\/p><\/div>\n<\/p><\/div>

      H\u00ecnh 2. Quy tr\u00ecnh x\u1eed l\u00fd t\u00e0i li\u1ec7u, truy xu\u1ea5t th\u00f4ng tin v\u00e0 t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi b\u1eb1ng RAG<\/figcaption><\/figure>\n

      \u0110\u1ed1i v\u1edbi c\u00e1c nghi\u1ec7p v\u1ee5 c\u1ea7n t\u00ednh to\u00e1n ch\u00ednh x\u00e1c, ki\u1ec3m tra t\u1ed3n kho theo th\u1eddi gian th\u1ef1c ho\u1eb7c truy v\u1ea5n giao d\u1ecbch, ch\u1ec9 s\u1eed d\u1ee5ng RAG \u0111\u1ec3 t\u00ecm ki\u1ebfm v\u0103n b\u1ea3n c\u00f3 th\u1ec3 ch\u01b0a ph\u00f9 h\u1ee3p. Khi \u0111\u00f3, doanh nghi\u1ec7p n\u00ean c\u00e2n nh\u1eafc t\u00edch h\u1ee3p th\u00eam c\u01a1 s\u1edf d\u1eef li\u1ec7u, API ho\u1eb7c c\u00e1c c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac.<\/p>\n

      <\/p>\n

      03. Ba l\u1ee3i \u00edch c\u1ee7a RAG \u0111\u1ed1i v\u1edbi qu\u1ea3n l\u00fd tri th\u1ee9c doanh nghi\u1ec7p<\/h2>\n

      1. R\u00fat ng\u1eafn th\u1eddi gian t\u00ecm ki\u1ebfm th\u00f4ng tin<\/strong>
      \n Thay v\u00ec m\u1edf nhi\u1ec1u th\u01b0 m\u1ee5c ho\u1eb7c tra c\u1ee9u t\u1eebng h\u1ec7 th\u1ed1ng, nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 \u0111\u1eb7t c\u00e2u h\u1ecfi b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c c\u00e2u tr\u1ea3 l\u1eddi k\u00e8m t\u00e0i li\u1ec7u tham kh\u1ea3o. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m thao t\u00e1c t\u00ecm ki\u1ebfm th\u1ee7 c\u00f4ng.<\/p>\n

      2. N\u00e2ng cao hi\u1ec7u qu\u1ea3 h\u1ed7 tr\u1ee3 n\u1ed9i b\u1ed9<\/strong>
      \n C\u00e1c b\u1ed9 ph\u1eadn nh\u00e2n s\u1ef1, h\u00e0nh ch\u00ednh v\u00e0 IT th\u01b0\u1eddng xuy\u00ean ti\u1ebfp nh\u1eadn nh\u1eefng c\u00e2u h\u1ecfi l\u1eb7p l\u1ea1i. Chatbot RAG c\u00f3 th\u1ec3 tham kh\u1ea3o ch\u00ednh s\u00e1ch v\u00e0 FAQ \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e2u tr\u1ea3 l\u1eddi, h\u1ed7 tr\u1ee3 gi\u1ea3m t\u1ea3i c\u00f4ng vi\u1ec7c v\u00e0 t\u0103ng t\u00ednh nh\u1ea5t qu\u00e1n.<\/p>\n

      3. Khai th\u00e1c ki\u1ebfn th\u1ee9c v\u00e0 gi\u1ea3m ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1 nh\u00e2n<\/strong>
      \n Khi quy tr\u00ecnh l\u00e0m vi\u1ec7c, kinh nghi\u1ec7m x\u1eed l\u00fd v\u00e0 t\u00e0i li\u1ec7u chuy\u00ean m\u00f4n \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a, RAG gi\u00fap nh\u00e2n vi\u00ean m\u1edbi ho\u1eb7c c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c ti\u1ebfp c\u1eadn ki\u1ebfn th\u1ee9c thu\u1eadn ti\u1ec7n h\u01a1n.<\/p>\n

      \n

      \u0110o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 RAG b\u1eb1ng c\u00e1ch n\u00e0o?<\/p>\n

      Kh\u00f4ng n\u00ean ch\u1ec9 \u0111\u00e1nh gi\u00e1 h\u1ec7 th\u1ed1ng qua kh\u1ea3 n\u0103ng t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi. Doanh nghi\u1ec7p c\u1ea7n theo d\u00f5i c\u00e1c KPI th\u1ef1c t\u1ebf nh\u01b0 th\u1eddi gian t\u00ecm ki\u1ebfm t\u00e0i li\u1ec7u, th\u1eddi gian x\u1eed l\u00fd y\u00eau c\u1ea7u, t\u1ef7 l\u1ec7 c\u00e2u tr\u1ea3 l\u1eddi c\u1ea7n ch\u1ec9nh s\u1eeda v\u00e0 m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng c\u1ee7a nh\u00e2n vi\u00ean.<\/p>\n<\/p><\/div>\n

      <\/p>\n

      04. \u1ee8ng d\u1ee5ng RAG trong doanh nghi\u1ec7p: S\u1ea3n xu\u1ea5t, h\u1ed7 tr\u1ee3 n\u1ed9i b\u1ed9 v\u00e0 kinh doanh<\/h2>\n

      RAG ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng c\u00f4ng vi\u1ec7c \u0111\u00f2i h\u1ecfi nh\u00e2n vi\u00ean th\u01b0\u1eddng xuy\u00ean tra c\u1ee9u nhi\u1ec1u t\u00e0i li\u1ec7u ho\u1eb7c ki\u1ec3m tra th\u00f4ng tin t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau.<\/p>\n

      \n\n\n\n\n\n\n\n\n
      L\u0129nh v\u1ef1c<\/th>\nNgu\u1ed3n d\u1eef li\u1ec7u<\/th>\nL\u1ee3i \u00edch k\u1ef3 v\u1ecdng<\/th>\n<\/tr>\n<\/thead>\n
      S\u1ea3n xu\u1ea5t<\/strong><\/td>\nH\u01b0\u1edbng d\u1eabn thi\u1ebft b\u1ecb, ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng, quy tr\u00ecnh thao t\u00e1c<\/td>\nH\u1ed7 tr\u1ee3 t\u00ecm ki\u1ebfm t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt v\u00e0 quy tr\u00ecnh<\/td>\n<\/tr>\n
      H\u1ed7 tr\u1ee3 n\u1ed9i b\u1ed9<\/strong><\/td>\nCh\u00ednh s\u00e1ch c\u00f4ng ty, h\u01b0\u1edbng d\u1eabn IT, FAQ<\/td>\nT\u0103ng hi\u1ec7u qu\u1ea3 x\u1eed l\u00fd c\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/td>\n<\/tr>\n
      Kinh doanh<\/strong><\/td>\nTh\u00f4ng s\u1ed1 s\u1ea3n ph\u1ea9m, h\u1ed3 s\u01a1 \u0111\u1ec1 xu\u1ea5t, t\u00e0i li\u1ec7u b\u00e1n h\u00e0ng<\/td>\nR\u00fat ng\u1eafn th\u1eddi gian chu\u1ea9n b\u1ecb v\u00e0 t\u00ecm ki\u1ebfm th\u00f4ng tin<\/td>\n<\/tr>\n
      Ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng<\/strong><\/td>\nFAQ, l\u1ecbch s\u1eed h\u1ed7 tr\u1ee3, t\u00e0i li\u1ec7u x\u1eed l\u00fd s\u1ef1 c\u1ed1<\/td>\n\u0110\u1ec1 xu\u1ea5t c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 h\u1ed7 tr\u1ee3 chu\u1ea9n h\u00f3a quy tr\u00ecnh<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n

      V\u00ed d\u1ee5, t\u1ea1i m\u1ed9t nh\u00e0 m\u00e1y, nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 nh\u1eadp m\u00e3 l\u1ed7i thi\u1ebft b\u1ecb \u0111\u1ec3 t\u00ecm c\u00e1c ph\u1ea7n li\u00ean quan trong t\u00e0i li\u1ec7u v\u1eadn h\u00e0nh, h\u01b0\u1edbng d\u1eabn b\u1ea3o tr\u00ec ho\u1eb7c quy tr\u00ecnh ki\u1ec3m tra. H\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 gi\u00fap h\u1ecd ti\u1ebfp c\u1eadn t\u00e0i li\u1ec7u nhanh h\u01a1n m\u00e0 kh\u00f4ng ph\u1ea3i tra c\u1ee9u th\u1ee7 c\u00f4ng qua nhi\u1ec1u file.<\/p>\n

      \u0110\u1ed1i v\u1edbi c\u00e1c ho\u1ea1t \u0111\u1ed9ng li\u00ean quan \u0111\u1ebfn an to\u00e0n m\u00e1y m\u00f3c, AI ch\u1ec9 n\u00ean \u0111\u00f3ng vai tr\u00f2 h\u1ed7 tr\u1ee3 tham kh\u1ea3o. Quy\u1ebft \u0111\u1ecbnh v\u1eadn h\u00e0nh v\u00e0 x\u1eed l\u00fd s\u1ef1 c\u1ed1 ph\u1ea3i tu\u00e2n th\u1ee7 quy tr\u00ecnh \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t v\u00e0 c\u00f3 s\u1ef1 ki\u1ec3m tra c\u1ee7a nh\u00e2n s\u1ef1 c\u00f3 chuy\u00ean m\u00f4n.<\/p>\n

      L\u01b0u \u00fd: C\u00e1c t\u00ecnh hu\u1ed1ng tr\u00ean l\u00e0 v\u00ed d\u1ee5 \u1ee9ng d\u1ee5ng RAG, kh\u00f4ng ph\u1ea3i s\u1ed1 li\u1ec7u ho\u1eb7c k\u1ebft qu\u1ea3 tri\u1ec3n khai \u0111\u01b0\u1ee3c x\u00e1c nh\u1eadn t\u1eeb m\u1ed9t kh\u00e1ch h\u00e0ng c\u1ee5 th\u1ec3.<\/p>\n

      <\/p>\n

      05. Nh\u1eefng th\u00e1ch th\u1ee9c khi tri\u1ec3n khai RAG: \u0110\u1ed9 ch\u00ednh x\u00e1c, b\u1ea3o m\u1eadt v\u00e0 t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/h2>\n

      \u0110\u1ec3 tri\u1ec3n khai RAG trong m\u00f4i tr\u01b0\u1eddng doanh nghi\u1ec7p, vi\u1ec7c k\u1ebft n\u1ed1i m\u00f4 h\u00ecnh AI v\u1edbi kho t\u00e0i li\u1ec7u m\u1edbi ch\u1ec9 l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u. H\u1ec7 th\u1ed1ng c\u00f2n ph\u1ea3i \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng th\u00f4ng tin, ph\u00e2n quy\u1ec1n v\u00e0 v\u1eadn h\u00e0nh.<\/p>\n

      \n

      1. \u0110\u1ed9 ch\u00ednh x\u00e1c truy xu\u1ea5t v\u00e0 hi\u1ec7n t\u01b0\u1ee3ng hallucination<\/p>\n

      D\u00f9 t\u00e0i li\u1ec7u \u0111\u00fang \u0111\u00e3 t\u1ed3n t\u1ea1i trong h\u1ec7 th\u1ed1ng, b\u1ed9 m\u00e1y t\u00ecm ki\u1ebfm v\u1eabn c\u00f3 th\u1ec3 kh\u00f4ng truy xu\u1ea5t \u0111\u01b0\u1ee3c. AI c\u0169ng c\u00f3 th\u1ec3 hi\u1ec3u sai n\u1ed9i dung ho\u1eb7c b\u1ed5 sung th\u00f4ng tin kh\u00f4ng c\u00f3 c\u0103n c\u1ee9. V\u00ec v\u1eady, c\u1ea7n \u0111\u00e1nh gi\u00e1 ri\u00eang ch\u1ea5t l\u01b0\u1ee3ng truy xu\u1ea5t v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n

      2. B\u1ea3o m\u1eadt th\u00f4ng tin v\u00e0 ph\u00e2n quy\u1ec1n truy c\u1eadp<\/p>\n

      D\u1eef li\u1ec7u doanh nghi\u1ec7p c\u00f3 th\u1ec3 ch\u1ee9a th\u00f4ng tin c\u00e1 nh\u00e2n, h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng ho\u1eb7c t\u00e0i li\u1ec7u m\u1eadt. H\u1ec7 th\u1ed1ng ph\u1ea3i b\u1ea3o \u0111\u1ea3m ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 nh\u1eadn \u0111\u01b0\u1ee3c th\u00f4ng tin m\u00e0 h\u1ecd \u0111\u01b0\u1ee3c ph\u00e9p truy c\u1eadp, \u0111\u1ed3ng th\u1eddi ki\u1ec3m so\u00e1t n\u01a1i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u00e0 truy\u1ec1n \u0111i.<\/p>\n

      3. K\u1ebft n\u1ed1i v\u1edbi h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3<\/p>\n

      RAG c\u00f3 th\u1ec3 c\u1ea7n t\u00edch h\u1ee3p v\u1edbi c\u1ed5ng th\u00f4ng tin n\u1ed9i b\u1ed9, ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u, CRM, ERP ho\u1eb7c c\u00e1c \u1ee9ng d\u1ee5ng nghi\u1ec7p v\u1ee5 kh\u00e1c. Doanh nghi\u1ec7p n\u00ean xem x\u00e9t API, kh\u1ea3 n\u0103ng \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh v\u1eadn h\u00e0nh tr\u01b0\u1edbc khi quy\u1ebft \u0111\u1ecbnh ki\u1ebfn tr\u00fac.<\/p>\n

      4. C\u1eadp nh\u1eadt d\u1eef li\u1ec7u v\u00e0 b\u1ea3o tr\u00ec<\/p>\n

      Khi t\u00e0i li\u1ec7u ho\u1eb7c quy \u0111\u1ecbnh thay \u0111\u1ed5i, ch\u1ec9 m\u1ee5c t\u00ecm ki\u1ebfm c\u1ea7n \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt t\u01b0\u01a1ng \u1ee9ng. Vi\u1ec7c theo d\u00f5i ch\u1ea5t l\u01b0\u1ee3ng, qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n t\u00e0i li\u1ec7u v\u00e0 \u0111\u00e1nh gi\u00e1 \u0111\u1ecbnh k\u1ef3 gi\u00fap h\u1ec7 th\u1ed1ng duy tr\u00ec \u0111\u1ed9 tin c\u1eady.<\/p>\n<\/p><\/div>\n

      C\u1ea7n l\u01b0u \u00fd r\u1eb1ng RAG kh\u00f4ng t\u1ef1 \u0111\u1ed9ng b\u1ea3o \u0111\u1ea3m an to\u00e0n d\u1eef li\u1ec7u. D\u00f9 tri\u1ec3n khai tr\u00ean cloud, h\u1ea1 t\u1ea7ng ri\u00eang hay on-premises, doanh nghi\u1ec7p v\u1eabn ph\u1ea3i thi\u1ebft k\u1ebf c\u01a1 ch\u1ebf x\u00e1c th\u1ef1c, ph\u00e2n quy\u1ec1n, ghi log, l\u01b0u tr\u1eef v\u00e0 ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u theo y\u00eau c\u1ea7u b\u1ea3o m\u1eadt.<\/p>\n

      <\/p>\n

      06. Quy tr\u00ecnh tri\u1ec3n khai RAG: 5 b\u01b0\u1edbc t\u1eeb PoC \u0111\u1ebfn v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf<\/h2>\n

      Thay v\u00ec tri\u1ec3n khai RAG tr\u00ean to\u00e0n doanh nghi\u1ec7p ngay t\u1eeb \u0111\u1ea7u, n\u00ean l\u1ef1a ch\u1ecdn m\u1ed9t b\u00e0i to\u00e1n c\u1ee5 th\u1ec3, ki\u1ec3m ch\u1ee9ng hi\u1ec7u qu\u1ea3 v\u00e0 m\u1edf r\u1ed9ng t\u1eebng giai \u0111o\u1ea1n.<\/p>\n

      \n

      B\u01af\u1edaC 01 | X\u00e1c \u0111\u1ecbnh b\u00e0i to\u00e1n v\u00e0 KPI<\/p>\n

      Ch\u1ecdn nghi\u1ec7p v\u1ee5 c\u1ea7n c\u1ea3i thi\u1ec7n nh\u01b0 tra c\u1ee9u t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt ho\u1eb7c h\u1ed7 tr\u1ee3 nh\u00e2n vi\u00ean. Thi\u1ebft l\u1eadp ch\u1ec9 s\u1ed1 v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c, th\u1eddi gian ph\u1ea3n h\u1ed3i v\u00e0 hi\u1ec7u qu\u1ea3 c\u00f4ng vi\u1ec7c.<\/p>\n

      B\u01af\u1edaC 02 | Kh\u1ea3o s\u00e1t v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u<\/p>\n

      \u0110\u00e1nh gi\u00e1 \u0111\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u, m\u1ee9c \u0111\u1ed9 \u0111\u1ea7y \u0111\u1ee7, t\u1ea7n su\u1ea5t c\u1eadp nh\u1eadt, quy\u1ec1n truy c\u1eadp v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u. Chu\u1ea9n b\u1ecb n\u1ed9i dung ph\u00f9 h\u1ee3p cho h\u1ec7 th\u1ed1ng truy xu\u1ea5t.<\/p>\n

      B\u01af\u1edaC 03 | Ph\u00e1t tri\u1ec3n PoC v\u00e0 ki\u1ec3m ch\u1ee9ng \u0111\u1ed9 ch\u00ednh x\u00e1c<\/p>\n

      X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng RAG th\u1eed nghi\u1ec7m, s\u1eed d\u1ee5ng b\u1ed9 c\u00e2u h\u1ecfi v\u00e0 t\u00e0i li\u1ec7u chu\u1ea9n \u0111\u1ec3 ki\u1ec3m tra kh\u1ea3 n\u0103ng truy xu\u1ea5t, ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p v\u1edbi nghi\u1ec7p v\u1ee5.<\/p>\n

      B\u01af\u1edaC 04 | T\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng v\u00e0 thi\u1ebft k\u1ebf v\u1eadn h\u00e0nh<\/p>\n

      K\u1ebft n\u1ed1i v\u1edbi \u1ee9ng d\u1ee5ng li\u00ean quan, thi\u1ebft l\u1eadp x\u00e1c th\u1ef1c, ph\u00e2n quy\u1ec1n, ghi log, x\u1eed l\u00fd l\u1ed7i v\u00e0 quy tr\u00ecnh c\u1eadp nh\u1eadt d\u1eef li\u1ec7u.<\/p>\n

      B\u01af\u1edaC 05 | Tri\u1ec3n khai ch\u00ednh th\u1ee9c v\u00e0 c\u1ea3i ti\u1ebfn<\/p>\n

      B\u1eaft \u0111\u1ea7u v\u1edbi nh\u00f3m ng\u01b0\u1eddi d\u00f9ng gi\u1edbi h\u1ea1n, theo d\u00f5i ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi, chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 ph\u1ea3n h\u1ed3i th\u1ef1c t\u1ebf tr\u01b0\u1edbc khi m\u1edf r\u1ed9ng.<\/p>\n<\/p><\/div>\n

      \"Super<\/p>\n

      \n
      \n

      RAG IMPLEMENTATION ROADMAP<\/p>\n

      5 b\u01b0\u1edbc tri\u1ec3n khai RAG cho doanh nghi\u1ec7p<\/p>\n

      \n B\u00e0i to\u00e1n & KPI<\/span>
      \n \u2192<\/span>
      \n Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u<\/span>
      \n \u2192<\/span>
      \n PoC & \u0110\u00e1nh gi\u00e1<\/span>
      \n \u2192<\/span>
      \n T\u00edch h\u1ee3p<\/span>
      \n \u2192<\/span>
      \n V\u1eadn h\u00e0nh<\/span>\n <\/div>\n

      Ki\u1ec3m ch\u1ee9ng hi\u1ec7u qu\u1ea3 \u1edf quy m\u00f4 nh\u1ecf tr\u01b0\u1edbc khi m\u1edf r\u1ed9ng tri\u1ec3n khai.<\/p>\n<\/p><\/div>

      H\u00ecnh 3. L\u1ed9 tr\u00ecnh 5 b\u01b0\u1edbc tri\u1ec3n khai h\u1ec7 th\u1ed1ng RAG t\u1eeb PoC \u0111\u1ebfn Production<\/figcaption><\/figure>\n

      Trong giai \u0111o\u1ea1n PoC, doanh nghi\u1ec7p n\u00ean chu\u1ea9n b\u1ecb b\u1ed9 c\u00e2u h\u1ecfi \u0111\u1ea1i di\u1ec7n v\u00e0 t\u00e0i li\u1ec7u \u0111\u1ed1i chi\u1ebfu \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c minh. Vi\u1ec7c \u0111o l\u01b0\u1eddng ri\u00eang kh\u1ea3 n\u0103ng t\u00ecm \u0111\u00fang t\u00e0i li\u1ec7u, ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 hi\u1ec7u qu\u1ea3 \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng s\u1ebd gi\u00fap \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh tri\u1ec3n khai c\u00f3 c\u01a1 s\u1edf h\u01a1n.<\/p>\n

      <\/p>\n

      07. BAP \u0111\u1ed3ng h\u00e0nh tri\u1ec3n khai RAG v\u00e0 AI t\u1ea1o sinh cho doanh nghi\u1ec7p<\/h2>\n

      \u0110\u1ec3 \u0111\u01b0a RAG v\u00e0o ho\u1ea1t \u0111\u1ed9ng th\u1ef1c t\u1ebf, doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 c\u1ea7n l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh AI ph\u00f9 h\u1ee3p m\u00e0 c\u00f2n ph\u1ea3i gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 d\u1eef li\u1ec7u, ki\u1ebfn tr\u00fac t\u00ecm ki\u1ebfm, t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng, b\u1ea3o m\u1eadt v\u00e0 v\u1eadn h\u00e0nh l\u00e2u d\u00e0i.<\/p>\n

      BAP cung c\u1ea5p d\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n gi\u1ea3i ph\u00e1p AI t\u1ea1o sinh, RAG, AI Agent, \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p v\u00e0 n\u1ec1n t\u1ea3ng cloud. Vi\u1ec7c k\u1ebft h\u1ee3p n\u0103ng l\u1ef1c AI v\u1edbi ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng nghi\u1ec7p v\u1ee5 gi\u00fap BAP h\u1ed7 tr\u1ee3 x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p v\u1edbi y\u00eau c\u1ea7u v\u1eadn h\u00e0nh c\u1ee7a t\u1eebng kh\u00e1ch h\u00e0ng.<\/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 kh\u1ea3o s\u00e1t y\u00eau c\u1ea7u, \u0111\u00e1nh gi\u00e1 d\u1eef li\u1ec7u, ph\u00e1t tri\u1ec3n PoC, ki\u1ec3m ch\u1ee9ng \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ebfn t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng, tri\u1ec3n khai ch\u00ednh th\u1ee9c v\u00e0 b\u1ea3o tr\u00ec, t\u00f9y theo ph\u1ea1m vi d\u1ef1 \u00e1n.<\/p>\n

      <\/p>\n

      \n

      BAP SOLUTION JAPAN<\/p>\n

      Doanh nghi\u1ec7p c\u1ee7a b\u1ea1n mu\u1ed1n \u1ee9ng d\u1ee5ng AI \u0111\u1ec3 khai th\u00e1c t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9?<\/p>\n

      D\u00f9 m\u1ee5c ti\u00eau l\u00e0 t\u00ecm ki\u1ebfm th\u00f4ng tin trong PDF v\u00e0 Excel, t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ed7 tr\u1ee3 nh\u00e2n vi\u00ean hay k\u1ebft n\u1ed1i AI v\u1edbi h\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i, BAP c\u00f3 th\u1ec3 c\u00f9ng doanh nghi\u1ec7p \u0111\u00e1nh gi\u00e1 y\u00eau c\u1ea7u v\u00e0 l\u1ef1a ch\u1ecdn ph\u01b0\u01a1ng \u00e1n tri\u1ec3n khai ph\u00f9 h\u1ee3p.<\/p>\n

      B\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t PoC RAG c\u00f3 ph\u1ea1m vi r\u00f5 r\u00e0ng \u0111\u1ec3 ki\u1ec3m ch\u1ee9ng hi\u1ec7u qu\u1ea3 tr\u01b0\u1edbc khi \u0111\u1ea7u t\u01b0 m\u1edf r\u1ed9ng. Li\u00ean h\u1ec7 BAP \u0111\u1ec3 trao \u0111\u1ed5i v\u1ec1 b\u00e0i to\u00e1n c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<\/p><\/div>\n

      <\/p>\n

      K\u1ebft lu\u1eadn:<\/strong> RAG l\u00e0 m\u1ed9t h\u01b0\u1edbng ti\u1ebfp c\u1eadn h\u1eefu \u00edch \u0111\u1ec3 k\u1ebft n\u1ed1i AI t\u1ea1o sinh v\u1edbi t\u00e0i li\u1ec7u v\u00e0 tri th\u1ee9c n\u1ed9i b\u1ed9 doanh nghi\u1ec7p. C\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 t\u00ecm ki\u1ebfm th\u00f4ng tin v\u00e0 x\u1eed l\u00fd y\u00eau c\u1ea7u hi\u1ec7u qu\u1ea3 h\u01a1n, nh\u01b0ng k\u1ebft qu\u1ea3 tri\u1ec3n khai ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, kh\u1ea3 n\u0103ng truy xu\u1ea5t, b\u1ea3o m\u1eadt, t\u00edch h\u1ee3p v\u00e0 v\u1eadn h\u00e0nh. B\u1eaft \u0111\u1ea7u b\u1eb1ng m\u1ed9t PoC t\u1eadp trung v\u00e0o b\u00e0i to\u00e1n c\u1ee5 th\u1ec3 s\u1ebd gi\u00fap doanh nghi\u1ec7p \u0111\u00e1nh gi\u00e1 gi\u00e1 tr\u1ecb th\u1ef1c t\u1ebf tr\u01b0\u1edbc khi m\u1edf r\u1ed9ng h\u1ec7 th\u1ed1ng.<\/p>\n<\/article>\n

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