{"id":164761,"date":"2026-08-25T13:14:36","date_gmt":"2026-08-25T06:14:36","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&#038;p=164761"},"modified":"2026-08-25T13:21:35","modified_gmt":"2026-08-25T06:21:35","slug":"ai-agent-generative-ai-development","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/vi\/knowledge\/ai-agent-generative-ai-development\/","title":{"rendered":"D\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n Generative AI, RAG v\u00e0 AI Agent cho doanh nghi\u1ec7p Nh\u1eadt B\u1ea3n"},"content":{"rendered":"<p>BAP cung c\u1ea5p d\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n <strong>Generative AI, RAG v\u00e0 AI Agent<\/strong> d\u00e0nh cho doanh nghi\u1ec7p Nh\u1eadt B\u1ea3n, t\u1eeb startup \u0111\u1ebfn c\u00e1c t\u1eadp \u0111o\u00e0n v\u00e0 doanh nghi\u1ec7p quy m\u00f4 l\u1edbn. Ch\u00fang t\u00f4i h\u1ed7 tr\u1ee3 xuy\u00ean su\u1ed1t t\u1eeb l\u00e0m r\u00f5 y\u00eau c\u1ea7u, l\u1ef1a ch\u1ecdn use case, x\u00e2y d\u1ef1ng PoC trong kho\u1ea3ng 2\u20134 tu\u1ea7n \u0111\u1ebfn ph\u00e1t tri\u1ec3n, t\u00edch h\u1ee3p v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng th\u1ef1c t\u1ebf.<\/p>\n<p>D\u1ef1 \u00e1n \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i b\u1edfi \u0111\u1ed9i ng\u0169 PM v\u00e0 BrSE s\u1eed d\u1ee5ng ti\u1ebfng Nh\u1eadt, l\u00e0m vi\u1ec7c t\u1ea1i c\u1ea3 Nh\u1eadt B\u1ea3n v\u00e0 Vi\u1ec7t Nam, k\u1ebft h\u1ee3p v\u1edbi \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 \u0111\u00e3 c\u00f3 nhi\u1ec1u n\u0103m kinh nghi\u1ec7m tri\u1ec3n khai d\u1ef1 \u00e1n cho kh\u00e1ch h\u00e0ng Nh\u1eadt. Nhi\u1ec1u c\u1ea5p qu\u1ea3n l\u00fd c\u1ee7a BAP c\u00f3 n\u1ec1n t\u1ea3ng k\u1ef9 thu\u1eadt, nh\u1edd \u0111\u00f3 c\u00f3 th\u1ec3 hi\u1ec3u y\u00eau c\u1ea7u d\u1ef1 \u00e1n, trao \u0111\u1ed5i tr\u1ef1c ti\u1ebfp v\u1edbi kh\u00e1ch h\u00e0ng v\u00e0 h\u1ed7 tr\u1ee3 x\u1eed l\u00fd c\u00e1c quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai.<\/p>\n<p>M\u00f4 h\u00ecnh Nh\u1eadt\u2013Vi\u1ec7t gi\u00fap BAP c\u00e2n b\u1eb1ng ch\u1ea5t l\u01b0\u1ee3ng, t\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n v\u00e0 chi ph\u00ed, \u0111\u1ed3ng th\u1eddi h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng t\u1eeb giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m \u0111\u1ebfn khi h\u1ec7 th\u1ed1ng t\u1ea1o ra gi\u00e1 tr\u1ecb trong v\u1eadn h\u00e0nh.<\/p>\n<blockquote><p><strong>\u0110\u0103ng k\u00fd AI Discovery Session mi\u1ec5n ph\u00ed 30 ph\u00fat<\/strong> ho\u1eb7c li\u00ean h\u1ec7 tr\u1ef1c ti\u1ebfp qua email <strong>sales@bap.jp<\/strong> \u0111\u1ec3 trao \u0111\u1ed5i v\u1ec1 b\u00e0i to\u00e1n c\u1ee7a doanh nghi\u1ec7p.<\/p><\/blockquote>\n<h2>V\u00ec sao nhi\u1ec1u d\u1ef1 \u00e1n Generative AI ch\u01b0a th\u1ec3 \u0111i v\u00e0o v\u1eadn h\u00e0nh?<\/h2>\n<p>Nhi\u1ec1u doanh nghi\u1ec7p \u0111\u00e3 th\u1eed ChatGPT ho\u1eb7c x\u00e2y d\u1ef1ng AI PoC nh\u01b0ng v\u1eabn ch\u01b0a th\u1ec3 t\u00edch h\u1ee3p AI v\u00e0o quy tr\u00ecnh nghi\u1ec7p v\u1ee5 th\u1ef1c t\u1ebf.<\/p>\n<p>Theo b\u00e1o c\u00e1o DX 2025 c\u1ee7a IPA Nh\u1eadt B\u1ea3n, ch\u1ec9 13,1% doanh nghi\u1ec7p Nh\u1eadt \u0111\u01b0\u1ee3c kh\u1ea3o s\u00e1t \u0111\u00e3 t\u00edch h\u1ee3p Generative AI v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a m\u1ed9t b\u1ed9 ph\u1eadn. Nh\u1eefng tr\u1edf ng\u1ea1i n\u1ed5i b\u1eadt g\u1ed3m thi\u1ebfu hi\u1ec3u bi\u1ebft v\u1ec1 hi\u1ec7u qu\u1ea3 v\u00e0 r\u1ee7i ro, lo ng\u1ea1i c\u00e2u tr\u1ea3 l\u1eddi sai, kh\u00f3 x\u00e2y d\u1ef1ng quy \u0111\u1ecbnh s\u1eed d\u1ee5ng v\u00e0 nguy c\u01a1 r\u00f2 r\u1ec9 th\u00f4ng tin. <a href=\"https:\/\/www.ipa.go.jp\/digital\/chousa\/dx-trend\/dx-trend-2025.html\" target=\"_blank\" rel=\"noopener\">IPA \u2013 DX Trends 2025<\/a><\/p>\n<h3>Kh\u00f4ng x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c use case mang l\u1ea1i ROI<\/h3>\n<p>Doanh nghi\u1ec7p bi\u1ebft AI c\u00f3 ti\u1ec1m n\u0103ng nh\u01b0ng ch\u01b0a x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c n\u00ean b\u1eaft \u0111\u1ea7u t\u1eeb quy tr\u00ecnh n\u00e0o. N\u1ebfu ch\u1ecdn use case ch\u1ec9 v\u00ec c\u00f4ng ngh\u1ec7 m\u1edbi ho\u1eb7c d\u1ec5 l\u00e0m demo, PoC c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0ng kh\u00f4ng t\u1ea1o \u0111\u1ee7 gi\u00e1 tr\u1ecb \u0111\u1ec3 ti\u1ebfp t\u1ee5c \u0111\u1ea7u t\u01b0.<\/p>\n<p>BAP h\u1ed7 tr\u1ee3 \u0111\u00e1nh gi\u00e1 use case d\u1ef1a tr\u00ean:<\/p>\n<ul>\n<li>Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c hi\u1ec7n t\u1ea1i<\/li>\n<li>Th\u1eddi gian v\u00e0 nh\u00e2n l\u1ef1c \u0111ang s\u1eed d\u1ee5ng<\/li>\n<li>Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/li>\n<li>Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/li>\n<li>M\u1ee9c \u0111\u1ed9 r\u1ee7i ro n\u1ebfu AI tr\u1ea3 l\u1eddi sai<\/li>\n<li>Gi\u00e1 tr\u1ecb t\u00e0i ch\u00ednh ho\u1eb7c v\u1eadn h\u00e0nh d\u1ef1 ki\u1ebfn<\/li>\n<li>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng sau PoC<\/li>\n<\/ul>\n<h3>PoC th\u00e0nh c\u00f4ng nh\u01b0ng kh\u00f4ng th\u1ec3 l\u00ean production<\/h3>\n<p>M\u1ed9t b\u1ea3n demo c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng v\u1edbi t\u1eadp d\u1eef li\u1ec7u nh\u1ecf nh\u01b0ng ch\u01b0a ch\u1eafc \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u th\u1ef1c t\u1ebf v\u1ec1 b\u1ea3o m\u1eadt, t\u1ed1c \u0111\u1ed9, \u0111\u1ed9 ch\u00ednh x\u00e1c, ph\u00e2n quy\u1ec1n, gi\u00e1m s\u00e1t v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd l\u1ed7i.<\/p>\n<p>\u0110\u1ec3 chuy\u1ec3n t\u1eeb PoC sang production, doanh nghi\u1ec7p c\u1ea7n gi\u1ea3i quy\u1ebft th\u00eam:<\/p>\n<ul>\n<li>Ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u v\u00e0 t\u00edch h\u1ee3p<\/li>\n<li>Quy\u1ec1n truy c\u1eadp theo ng\u01b0\u1eddi d\u00f9ng<\/li>\n<li>Ki\u1ec3m th\u1eed \u0111\u1ed9 ch\u00ednh x\u00e1c<\/li>\n<li>Theo d\u00f5i chi ph\u00ed s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh<\/li>\n<li>C\u01a1 ch\u1ebf x\u1eed l\u00fd khi AI kh\u00f4ng ch\u1eafc ch\u1eafn<\/li>\n<li>Human approval cho quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng<\/li>\n<li>Logging, monitoring v\u00e0 x\u1eed l\u00fd s\u1ef1 c\u1ed1<\/li>\n<li>Quy tr\u00ecnh c\u1eadp nh\u1eadt d\u1eef li\u1ec7u v\u00e0 prompt<\/li>\n<\/ul>\n<h3>D\u1eef li\u1ec7u n\u1ed9i b\u1ed9 ph\u00e2n t\u00e1n<\/h3>\n<p>T\u00e0i li\u1ec7u c\u1ee7a doanh nghi\u1ec7p th\u01b0\u1eddng n\u1eb1m trong nhi\u1ec1u h\u1ec7 th\u1ed1ng: file server, SharePoint, CRM, ERP, email, PDF, b\u1ea3ng t\u00ednh ho\u1eb7c c\u00e1c \u1ee9ng d\u1ee5ng nghi\u1ec7p v\u1ee5 ri\u00eang.<\/p>\n<p>N\u1ebfu kh\u00f4ng c\u00f3 chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u, AI kh\u00f3 t\u00ecm \u0111\u01b0\u1ee3c th\u00f4ng tin \u0111\u00fang, m\u1edbi nh\u1ea5t v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi quy\u1ec1n truy c\u1eadp c\u1ee7a t\u1eebng ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<h3>Lo ng\u1ea1i r\u00f2 r\u1ec9 th\u00f4ng tin<\/h3>\n<p>Doanh nghi\u1ec7p Nh\u1eadt \u0111\u1eb7c bi\u1ec7t quan t\u00e2m \u0111\u1ebfn vi\u1ec7c d\u1eef li\u1ec7u nh\u1eadp v\u00e0o AI c\u00f3 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef ho\u1eb7c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh hay kh\u00f4ng.<\/p>\n<p>V\u1ea5n \u0111\u1ec1 n\u00e0y c\u1ea7n \u0111\u01b0\u1ee3c x\u1eed l\u00fd t\u1eeb c\u1ea5p \u0111\u1ed9 ki\u1ebfn tr\u00fac, h\u1ee3p \u0111\u1ed3ng v\u00e0 c\u1ea5u h\u00ecnh d\u1ecbch v\u1ee5, kh\u00f4ng th\u1ec3 ch\u1ec9 d\u1ef1a v\u00e0o m\u1ed9t cam k\u1ebft chung r\u1eb1ng \u201cAI an to\u00e0n\u201d.<\/p>\n<h3>Hallucination v\u00e0 c\u00e2u tr\u1ea3 l\u1eddi kh\u00f4ng c\u00f3 c\u0103n c\u1ee9<\/h3>\n<p>LLM c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi nghe h\u1ee3p l\u00fd nh\u01b0ng kh\u00f4ng ch\u00ednh x\u00e1c. V\u1edbi c\u00e1c nghi\u1ec7p v\u1ee5 ph\u00e1p l\u00fd, t\u00e0i ch\u00ednh, s\u1ea3n xu\u1ea5t ho\u1eb7c ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng, m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi sai c\u00f3 th\u1ec3 g\u00e2y r\u1ee7i ro \u0111\u00e1ng k\u1ec3.<\/p>\n<p>BAP c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p RAG, tr\u00edch d\u1eabn ngu\u1ed3n, ki\u1ec3m tra quy t\u1eafc, confidence threshold v\u00e0 human review \u0111\u1ec3 gi\u1ea3m r\u1ee7i ro n\u00e0y.<\/p>\n<h3>Thi\u1ebfu nh\u00e2n s\u1ef1 AI<\/h3>\n<p>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 thi\u1ebfu ng\u01b0\u1eddi \u0111\u1ed3ng th\u1eddi hi\u1ec3u nghi\u1ec7p v\u1ee5, d\u1eef li\u1ec7u v\u00e0 c\u00f4ng ngh\u1ec7 AI. B\u00e1o c\u00e1o c\u1ee7a IPA cho th\u1ea5y h\u01a1n 70% doanh nghi\u1ec7p Nh\u1eadt \u0111\u01b0\u1ee3c kh\u1ea3o s\u00e1t thi\u1ebfu nh\u00e2n s\u1ef1 c\u00f3 kh\u1ea3 n\u0103ng k\u1ebft h\u1ee3p ki\u1ebfn th\u1ee9c d\u1eef li\u1ec7u, hi\u1ec3u bi\u1ebft nghi\u1ec7p v\u1ee5 v\u00e0 n\u0103ng l\u1ef1c \u1ee9ng d\u1ee5ng AI. <a href=\"https:\/\/www.ipa.go.jp\/event\/2025\/tbl5kb0000001rzs-att\/dx-trend-2025-Webinar-Handouts.pdf\" target=\"_blank\" rel=\"noopener\">IPA \u2013 DX Trends 2025<\/a><\/p>\n<h3>Chi ph\u00ed ph\u00e1t tri\u1ec3n trong n\u01b0\u1edbc cao<\/h3>\n<p>Vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t \u0111\u1ed9i AI \u0111\u1ea7y \u0111\u1ee7 t\u1ea1i Nh\u1eadt c\u00f3 th\u1ec3 \u0111\u00f2i h\u1ecfi AI engineer, data engineer, solution architect, backend developer, DevOps, QA v\u00e0 chuy\u00ean gia b\u1ea3o m\u1eadt.<\/p>\n<p>M\u00f4 h\u00ecnh PM\/BrSE t\u1ea1i Nh\u1eadt k\u1ebft h\u1ee3p v\u1edbi \u0111\u1ed9i ph\u00e1t tri\u1ec3n t\u1ea1i Vi\u1ec7t Nam gi\u00fap doanh nghi\u1ec7p ti\u1ebfp c\u1eadn ngu\u1ed3n l\u1ef1c k\u1ef9 thu\u1eadt linh ho\u1ea1t h\u01a1n m\u00e0 v\u1eabn duy tr\u00ec giao ti\u1ebfp ti\u1ebfng Nh\u1eadt.<\/p>\n<h3>Kh\u00f3 t\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i<\/h3>\n<p>AI ch\u1ec9 t\u1ea1o ra gi\u00e1 tr\u1ecb b\u1ec1n v\u1eefng khi \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi quy tr\u00ecnh v\u00e0 h\u1ec7 th\u1ed1ng doanh nghi\u1ec7p. Vi\u1ec7c t\u00edch h\u1ee3p c\u00f3 th\u1ec3 li\u00ean quan \u0111\u1ebfn CRM, ERP, DMS, h\u1ec7 th\u1ed1ng k\u1ebf to\u00e1n, call center, h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd s\u1ea3n xu\u1ea5t ho\u1eb7c \u1ee9ng d\u1ee5ng legacy.<\/p>\n<p>BAP thi\u1ebft k\u1ebf AI nh\u01b0 m\u1ed9t th\u00e0nh ph\u1ea7n trong ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3, thay v\u00ec x\u00e2y m\u1ed9t chatbot t\u00e1ch bi\u1ec7t kh\u1ecfi ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<h2>BAP h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n<p>BAP chia qu\u00e1 tr\u00ecnh tri\u1ec3n khai th\u00e0nh b\u1ed1n g\u00f3i, ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng m\u1ee9c \u0111\u1ed9 s\u1eb5n s\u00e0ng c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<table border=\"1\" cellspacing=\"0\" cellpadding=\"8\">\n<thead>\n<tr>\n<th>G\u00f3i d\u1ecbch v\u1ee5<\/th>\n<th>Ph\u00f9 h\u1ee3p v\u1edbi<\/th>\n<th>\u0110\u1ea7u ra ch\u00ednh<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>AI Discovery<\/td>\n<td>Ch\u01b0a x\u00e1c \u0111\u1ecbnh use case ho\u1eb7c ch\u01b0a c\u00f3 roadmap<\/td>\n<td>Danh s\u00e1ch use case, \u0111\u00e1nh gi\u00e1 kh\u1ea3 thi v\u00e0 roadmap<\/td>\n<\/tr>\n<tr>\n<td>AI PoC<\/td>\n<td>C\u1ea7n ki\u1ec3m ch\u1ee9ng nhanh c\u00f4ng ngh\u1ec7 v\u00e0 gi\u00e1 tr\u1ecb<\/td>\n<td>Prototype trong kho\u1ea3ng 2\u20134 tu\u1ea7n c\u00f9ng b\u00e1o c\u00e1o \u0111\u00e1nh gi\u00e1<\/td>\n<\/tr>\n<tr>\n<td>Production Development<\/td>\n<td>PoC \u0111\u00e3 \u0111\u1ea1t ti\u00eau ch\u00ed ho\u1eb7c y\u00eau c\u1ea7u \u0111\u00e3 r\u00f5<\/td>\n<td>H\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p, ki\u1ec3m th\u1eed v\u00e0 s\u1eb5n s\u00e0ng v\u1eadn h\u00e0nh<\/td>\n<\/tr>\n<tr>\n<td>AI Managed Service<\/td>\n<td>\u0110\u00e3 c\u00f3 h\u1ec7 th\u1ed1ng AI<\/td>\n<td>Gi\u00e1m s\u00e1t, b\u1ea3o tr\u00ec, \u0111\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>AI Discovery<\/h3>\n<p>BAP c\u00f9ng kh\u00e1ch h\u00e0ng ph\u00e2n t\u00edch quy tr\u00ecnh hi\u1ec7n t\u1ea1i, d\u1eef li\u1ec7u, h\u1ec7 th\u1ed1ng v\u00e0 v\u1ea5n \u0111\u1ec1 c\u1ea7n gi\u1ea3i quy\u1ebft. Nh\u1eefng use case ti\u1ec1m n\u0103ng \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 d\u1ef1a tr\u00ean gi\u00e1 tr\u1ecb kinh doanh, t\u00ednh kh\u1ea3 thi v\u00e0 m\u1ee9c \u0111\u1ed9 r\u1ee7i ro.<\/p>\n<p>\u0110\u1ea7u ra c\u00f3 th\u1ec3 g\u1ed3m:<\/p>\n<ul>\n<li>Danh s\u00e1ch use case \u01b0u ti\u00ean<\/li>\n<li>S\u01a1 \u0111\u1ed3 quy tr\u00ecnh hi\u1ec7n t\u1ea1i<\/li>\n<li>Y\u00eau c\u1ea7u d\u1eef li\u1ec7u<\/li>\n<li>Ki\u1ebfn tr\u00fac s\u01a1 b\u1ed9<\/li>\n<li>Ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1<\/li>\n<li>K\u1ebf ho\u1ea1ch PoC<\/li>\n<li>Roadmap tri\u1ec3n khai<\/li>\n<\/ul>\n<h3>AI PoC<\/h3>\n<p>G\u00f3i PoC ph\u00f9 h\u1ee3p v\u1edbi doanh nghi\u1ec7p mu\u1ed1n ki\u1ec3m tra nhanh:<\/p>\n<ul>\n<li>Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/li>\n<li>Kh\u1ea3 n\u0103ng tr\u1ea3 l\u1eddi c\u1ee7a RAG<\/li>\n<li>\u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a OCR ho\u1eb7c document processing<\/li>\n<li>Kh\u1ea3 n\u0103ng g\u1ecdi API v\u00e0 c\u00f4ng c\u1ee5 c\u1ee7a AI Agent<\/li>\n<li>Tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng<\/li>\n<li>Chi ph\u00ed s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh<\/li>\n<li>M\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p v\u1edbi quy tr\u00ecnh nghi\u1ec7p v\u1ee5<\/li>\n<\/ul>\n<p>Th\u1eddi gian PoC d\u1ef1 ki\u1ebfn kho\u1ea3ng 2\u20134 tu\u1ea7n, t\u00f9y theo \u0111\u1ed9 ph\u1ee9c t\u1ea1p, kh\u1ea3 n\u0103ng cung c\u1ea5p d\u1eef li\u1ec7u v\u00e0 y\u00eau c\u1ea7u t\u00edch h\u1ee3p.<\/p>\n<p>V\u1edbi nh\u1eefng use case c\u00f3 d\u1eef li\u1ec7u v\u00e0 ph\u1ea1m vi \u0111\u1ee7 r\u00f5, BAP c\u00f3 th\u1ec3 chu\u1ea9n b\u1ecb demo s\u1edbm \u0111\u1ec3 kh\u00e1ch h\u00e0ng \u0111\u00e1nh gi\u00e1 h\u01b0\u1edbng ti\u1ebfp c\u1eadn ngay t\u1eeb giai \u0111o\u1ea1n t\u01b0 v\u1ea5n.<\/p>\n<h3>Production Development<\/h3>\n<p>Sau khi PoC \u0111\u1ea1t ti\u00eau ch\u00ed, BAP ph\u00e1t tri\u1ec3n phi\u00ean b\u1ea3n production v\u1edbi c\u00e1c th\u00e0nh ph\u1ea7n c\u1ea7n thi\u1ebft:<\/p>\n<ul>\n<li>Ph\u00e2n quy\u1ec1n ng\u01b0\u1eddi d\u00f9ng<\/li>\n<li>T\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 h\u1ec7 th\u1ed1ng<\/li>\n<li>B\u1ea3o m\u1eadt<\/li>\n<li>Logging v\u00e0 monitoring<\/li>\n<li>Ki\u1ec3m th\u1eed<\/li>\n<li>C\u01a1 ch\u1ebf human approval<\/li>\n<li>Ki\u1ec3m so\u00e1t chi ph\u00ed<\/li>\n<li>K\u1ebf ho\u1ea1ch v\u1eadn h\u00e0nh<\/li>\n<li>Quy tr\u00ecnh c\u1eadp nh\u1eadt v\u00e0 c\u1ea3i ti\u1ebfn<\/li>\n<\/ul>\n<h3>AI Managed Service<\/h3>\n<p>Sau khi tri\u1ec3n khai, ch\u1ea5t l\u01b0\u1ee3ng h\u1ec7 th\u1ed1ng AI v\u1eabn c\u1ea7n \u0111\u01b0\u1ee3c theo d\u00f5i v\u00ec d\u1eef li\u1ec7u, nghi\u1ec7p v\u1ee5 v\u00e0 m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 thay \u0111\u1ed5i.<\/p>\n<p>BAP c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3:<\/p>\n<ul>\n<li>Gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra<\/li>\n<li>Ph\u00e2n t\u00edch c\u00e2u tr\u1ea3 l\u1eddi sai<\/li>\n<li>C\u1eadp nh\u1eadt knowledge base<\/li>\n<li>C\u1ea3i ti\u1ebfn prompt v\u00e0 retrieval<\/li>\n<li>Theo d\u00f5i chi ph\u00ed token v\u00e0 h\u1ea1 t\u1ea7ng<\/li>\n<li>Qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh<\/li>\n<li>X\u1eed l\u00fd s\u1ef1 c\u1ed1<\/li>\n<li>B\u1ea3o tr\u00ec t\u00edch h\u1ee3p API<\/li>\n<li>B\u00e1o c\u00e1o v\u1eadn h\u00e0nh \u0111\u1ecbnh k\u1ef3<\/li>\n<\/ul>\n<h2>Chi ph\u00ed ph\u00e1t tri\u1ec3n ph\u1ee5 thu\u1ed9c v\u00e0o nh\u1eefng y\u1ebfu t\u1ed1 n\u00e0o?<\/h2>\n<p>Chi ph\u00ed kh\u00f4ng ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh LLM n\u00e0o. C\u00e1c y\u1ebfu t\u1ed1 ch\u00ednh g\u1ed3m:<\/p>\n<ul>\n<li>Ph\u1ea1m vi use case<\/li>\n<li>S\u1ed1 l\u01b0\u1ee3ng h\u1ec7 th\u1ed1ng c\u1ea7n t\u00edch h\u1ee3p<\/li>\n<li>Kh\u1ed1i l\u01b0\u1ee3ng v\u00e0 \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u<\/li>\n<li>Y\u00eau c\u1ea7u x\u1eed l\u00fd ti\u1ebfng Nh\u1eadt<\/li>\n<li>M\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ea7n \u0111\u1ea1t<\/li>\n<li>Y\u00eau c\u1ea7u b\u1ea3o m\u1eadt<\/li>\n<li>S\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi d\u00f9ng<\/li>\n<li>Cloud, private cloud hay on-premise<\/li>\n<li>M\u1ee9c \u0111\u1ed9 t\u1ef1 \u0111\u1ed9ng c\u1ee7a AI Agent<\/li>\n<li>Y\u00eau c\u1ea7u monitoring v\u00e0 h\u1ed7 tr\u1ee3 v\u1eadn h\u00e0nh<\/li>\n<\/ul>\n<p>V\u1edbi m\u1ed9t PoC nh\u1ecf, ph\u1ea1m vi v\u00e0 d\u1eef li\u1ec7u \u0111\u00e3 r\u00f5, ng\u00e2n s\u00e1ch c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u t\u1eeb kho\u1ea3ng <strong>100\u4e07\u5186<\/strong>. BAP s\u1ebd x\u00e1c nh\u1eadn b\u00e1o gi\u00e1 ch\u00ednh th\u1ee9c sau khi l\u00e0m r\u00f5 y\u00eau c\u1ea7u, \u0111\u1ea7u ra v\u00e0 \u0111i\u1ec1u ki\u1ec7n nghi\u1ec7m thu.<\/p>\n<h2>C\u00e1c gi\u1ea3i ph\u00e1p AI BAP c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n<\/h2>\n<h3>Enterprise RAG t\u00ecm ki\u1ebfm t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9<\/h3>\n<p>RAG gi\u00fap AI t\u00ecm ki\u1ebfm th\u00f4ng tin t\u1eeb t\u00e0i li\u1ec7u v\u00e0 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c doanh nghi\u1ec7p cho ph\u00e9p tr\u01b0\u1edbc khi t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n<p>Gi\u1ea3i ph\u00e1p c\u00f3 th\u1ec3 k\u1ebft n\u1ed1i v\u1edbi:<\/p>\n<ul>\n<li>PDF v\u00e0 t\u00e0i li\u1ec7u Office<\/li>\n<li>DMS ho\u1eb7c file server<\/li>\n<li>SharePoint<\/li>\n<li>Knowledge base<\/li>\n<li>CRM v\u00e0 ERP<\/li>\n<li>C\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed9i b\u1ed9<\/li>\n<li>Quy tr\u00ecnh v\u00e0 h\u01b0\u1edbng d\u1eabn v\u1eadn h\u00e0nh<\/li>\n<\/ul>\n<p>C\u00e2u tr\u1ea3 l\u1eddi c\u00f3 th\u1ec3 k\u00e8m tr\u00edch d\u1eabn ngu\u1ed3n, ng\u00e0y c\u1eadp nh\u1eadt v\u00e0 \u0111\u01b0\u1eddng d\u1eabn t\u00e0i li\u1ec7u, gi\u00fap ng\u01b0\u1eddi d\u00f9ng ki\u1ec3m ch\u1ee9ng th\u00f4ng tin.<\/p>\n<h3>AI Agent h\u1ed7 tr\u1ee3 nh\u00e2n vi\u00ean<\/h3>\n<p>AI Agent c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n chu\u1ed7i t\u00e1c v\u1ee5 thay v\u00ec ch\u1ec9 tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi, ch\u1eb3ng h\u1ea1n:<\/p>\n<ul>\n<li>T\u00ecm th\u00f4ng tin<\/li>\n<li>Ki\u1ec3m tra d\u1eef li\u1ec7u<\/li>\n<li>T\u1ea1o b\u00e1o c\u00e1o<\/li>\n<li>G\u1eedi y\u00eau c\u1ea7u ph\u00ea duy\u1ec7t<\/li>\n<li>C\u1eadp nh\u1eadt CRM<\/li>\n<li>T\u1ea1o ticket<\/li>\n<li>G\u1eedi email<\/li>\n<li>Theo d\u00f5i tr\u1ea1ng th\u00e1i c\u00f4ng vi\u1ec7c<\/li>\n<\/ul>\n<p>V\u1edbi nghi\u1ec7p v\u1ee5 quan tr\u1ecdng, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 y\u00eau c\u1ea7u con ng\u01b0\u1eddi ph\u00ea duy\u1ec7t tr\u01b0\u1edbc khi th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng.<\/p>\n<h3>Customer Support Agent<\/h3>\n<p>Customer Support Agent h\u1ed7 tr\u1ee3:<\/p>\n<ul>\n<li>Tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/li>\n<li>Tra c\u1ee9u \u0111\u01a1n h\u00e0ng ho\u1eb7c h\u1ee3p \u0111\u1ed3ng<\/li>\n<li>Ph\u00e2n lo\u1ea1i y\u00eau c\u1ea7u<\/li>\n<li>T\u00f3m t\u1eaft l\u1ecbch s\u1eed trao \u0111\u1ed5i<\/li>\n<li>\u0110\u1ec1 xu\u1ea5t c\u00e2u tr\u1ea3 l\u1eddi cho nh\u00e2n vi\u00ean<\/li>\n<li>Chuy\u1ec3n ti\u1ebfp tr\u01b0\u1eddng h\u1ee3p ph\u1ee9c t\u1ea1p<\/li>\n<li>T\u1ea1o ticket v\u00e0 c\u1eadp nh\u1eadt CRM<\/li>\n<\/ul>\n<p>Gi\u1ea3i ph\u00e1p gi\u00fap gi\u1ea3m kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c l\u1eb7p l\u1ea1i m\u00e0 kh\u00f4ng lo\u1ea1i b\u1ecf vai tr\u00f2 c\u1ee7a nh\u00e2n vi\u00ean trong nh\u1eefng t\u00ecnh hu\u1ed1ng c\u1ea7n \u0111\u00e1nh gi\u00e1 ho\u1eb7c \u0111\u1ed3ng c\u1ea3m.<\/p>\n<h3>Intelligent Document Processing<\/h3>\n<p>BAP c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p OCR, LLM v\u00e0 business rules \u0111\u1ec3 x\u1eed l\u00fd:<\/p>\n<ul>\n<li>H\u1ee3p \u0111\u1ed3ng<\/li>\n<li>H\u00f3a \u0111\u01a1n<\/li>\n<li>H\u1ed3 s\u01a1 KYC<\/li>\n<li>Bi\u1ec3u m\u1eabu<\/li>\n<li>B\u00e1o c\u00e1o<\/li>\n<li>T\u00e0i li\u1ec7u ph\u00e1p l\u00fd<\/li>\n<li>T\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt<\/li>\n<\/ul>\n<p>H\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u, \u0111\u1ed1i chi\u1ebfu quy t\u1eafc, ph\u00e1t hi\u1ec7n thi\u1ebfu s\u00f3t v\u00e0 chuy\u1ec3n tr\u01b0\u1eddng h\u1ee3p b\u1ea5t th\u01b0\u1eddng cho ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch.<\/p>\n<h3>AI t\u00edch h\u1ee3p v\u1edbi CRM, ERP v\u00e0 h\u1ec7 th\u1ed1ng nghi\u1ec7p v\u1ee5<\/h3>\n<p>AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i thay v\u00ec y\u00eau c\u1ea7u ng\u01b0\u1eddi d\u00f9ng chuy\u1ec3n sang m\u1ed9t c\u00f4ng c\u1ee5 ri\u00eang.<\/p>\n<p>C\u00e1c tr\u01b0\u1eddng h\u1ee3p \u1ee9ng d\u1ee5ng g\u1ed3m:<\/p>\n<ul>\n<li>T\u00f3m t\u1eaft th\u00f4ng tin kh\u00e1ch h\u00e0ng trong CRM<\/li>\n<li>T\u1ea1o b\u00e1o c\u00e1o t\u1eeb d\u1eef li\u1ec7u ERP<\/li>\n<li>H\u1ed7 tr\u1ee3 tra c\u1ee9u ch\u00ednh s\u00e1ch<\/li>\n<li>Ki\u1ec3m tra d\u1eef li\u1ec7u giao d\u1ecbch<\/li>\n<li>T\u1ef1 \u0111\u1ed9ng t\u1ea1o ticket<\/li>\n<li>\u0110\u1ec1 xu\u1ea5t h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo<\/li>\n<li>H\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch t\u00e0i li\u1ec7u v\u00e0 giao d\u1ecbch<\/li>\n<\/ul>\n<h3>Workflow Automation v\u1edbi AI Agent<\/h3>\n<p>AI Agent c\u00f3 th\u1ec3 ph\u1ed1i h\u1ee3p nhi\u1ec1u h\u1ec7 th\u1ed1ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh nhi\u1ec1u b\u01b0\u1edbc. V\u00ed d\u1ee5:<\/p>\n<ol>\n<li>Nh\u1eadn t\u00e0i li\u1ec7u t\u1eeb email<\/li>\n<li>Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u<\/li>\n<li>Ki\u1ec3m tra th\u00f4ng tin<\/li>\n<li>\u0110\u1ed1i chi\u1ebfu quy \u0111\u1ecbnh<\/li>\n<li>C\u1eadp nh\u1eadt h\u1ec7 th\u1ed1ng<\/li>\n<li>G\u1eedi y\u00eau c\u1ea7u ph\u00ea duy\u1ec7t<\/li>\n<li>L\u01b0u b\u00e1o c\u00e1o v\u00e0 th\u00f4ng b\u00e1o k\u1ebft qu\u1ea3<\/li>\n<\/ol>\n<h3>AIOps v\u00e0 gi\u00e1m s\u00e1t h\u1ec7 th\u1ed1ng<\/h3>\n<p>AIOps s\u1eed d\u1ee5ng AI \u0111\u1ec3 ph\u00e2n t\u00edch log, s\u1ef1 ki\u1ec7n v\u00e0 thay \u0111\u1ed5i h\u1ec7 th\u1ed1ng nh\u1eb1m:<\/p>\n<ul>\n<li>Ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng<\/li>\n<li>D\u1ef1 \u0111o\u00e1n r\u1ee7i ro<\/li>\n<li>\u01afu ti\u00ean s\u1ef1 c\u1ed1<\/li>\n<li>H\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch nguy\u00ean nh\u00e2n<\/li>\n<li>\u0110\u1ec1 xu\u1ea5t ho\u1eb7c t\u1ef1 \u0111\u1ed9ng th\u1ef1c hi\u1ec7n ph\u01b0\u01a1ng \u00e1n ph\u1ee5c h\u1ed3i<\/li>\n<li>Gi\u1ea3m th\u1eddi gian x\u1eed l\u00fd s\u1ef1 c\u1ed1<\/li>\n<\/ul>\n<h3>AI h\u1ed7 tr\u1ee3 ph\u00e1t tri\u1ec3n v\u00e0 ki\u1ec3m th\u1eed ph\u1ea7n m\u1ec1m<\/h3>\n<p>AI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 \u0111\u1ed9i k\u1ef9 thu\u1eadt:<\/p>\n<ul>\n<li>Ph\u00e2n t\u00edch y\u00eau c\u1ea7u<\/li>\n<li>T\u1ea1o t\u00e0i li\u1ec7u \u0111\u1eb7c t\u1ea3<\/li>\n<li>Sinh test case<\/li>\n<li>H\u1ed7 tr\u1ee3 code review<\/li>\n<li>T\u00f3m t\u1eaft l\u1ed7i<\/li>\n<li>Ph\u00e2n t\u00edch log<\/li>\n<li>T\u1ea1o t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt<\/li>\n<li>H\u1ed7 tr\u1ee3 migration h\u1ec7 th\u1ed1ng c\u0169<\/li>\n<\/ul>\n<p>AI \u0111\u00f3ng vai tr\u00f2 h\u1ed7 tr\u1ee3; m\u00e3 ngu\u1ed3n v\u00e0 k\u1ebft qu\u1ea3 ki\u1ec3m th\u1eed v\u1eabn c\u1ea7n \u0111\u01b0\u1ee3c k\u1ef9 s\u01b0 ki\u1ec3m tra tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o production.<\/p>\n<h2>Quy tr\u00ecnh tri\u1ec3n khai AI t\u1ea1i BAP<\/h2>\n<h3>B\u01b0\u1edbc 1: Kh\u1ea3o s\u00e1t v\u1ea5n \u0111\u1ec1 v\u00e0 d\u1eef li\u1ec7u<\/h3>\n<p>BAP l\u00e0m r\u00f5:<\/p>\n<ul>\n<li>V\u1ea5n \u0111\u1ec1 c\u1ea7n gi\u1ea3i quy\u1ebft<\/li>\n<li>Ng\u01b0\u1eddi s\u1eed d\u1ee5ng<\/li>\n<li>Quy tr\u00ecnh hi\u1ec7n t\u1ea1i<\/li>\n<li>D\u1eef li\u1ec7u hi\u1ec7n c\u00f3<\/li>\n<li>H\u1ec7 th\u1ed1ng c\u1ea7n t\u00edch h\u1ee3p<\/li>\n<li>R\u1ee7i ro nghi\u1ec7p v\u1ee5<\/li>\n<li>M\u1ee5c ti\u00eau t\u00e0i ch\u00ednh v\u00e0 v\u1eadn h\u00e0nh<\/li>\n<\/ul>\n<h3>B\u01b0\u1edbc 2: Ch\u1ecdn use case<\/h3>\n<p>C\u00e1c use case \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 theo b\u1ed1n ti\u00eau ch\u00ed:<\/p>\n<ul>\n<li>Gi\u00e1 tr\u1ecb kinh doanh<\/li>\n<li>T\u00ednh kh\u1ea3 thi k\u1ef9 thu\u1eadt<\/li>\n<li>Kh\u1ea3 n\u0103ng cung c\u1ea5p d\u1eef li\u1ec7u<\/li>\n<li>M\u1ee9c \u0111\u1ed9 r\u1ee7i ro<\/li>\n<\/ul>\n<p>BAP \u01b0u ti\u00ean use case c\u00f3 th\u1ec3 ki\u1ec3m ch\u1ee9ng nhanh v\u00e0 c\u00f3 \u0111\u01b0\u1eddng ph\u00e1t tri\u1ec3n r\u00f5 r\u00e0ng sau PoC.<\/p>\n<h3>B\u01b0\u1edbc 3: Thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac v\u00e0 ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1<\/h3>\n<p>Tr\u01b0\u1edbc khi ph\u00e1t tri\u1ec3n, hai b\u00ean th\u1ed1ng nh\u1ea5t:<\/p>\n<ul>\n<li>M\u00f4 h\u00ecnh LLM<\/li>\n<li>Ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u<\/li>\n<li>Ph\u01b0\u01a1ng \u00e1n t\u00edch h\u1ee3p<\/li>\n<li>Ph\u00e2n quy\u1ec1n<\/li>\n<li>Ti\u00eau ch\u00ed \u0111\u1ed9 ch\u00ednh x\u00e1c<\/li>\n<li>T\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i<\/li>\n<li>Chi ph\u00ed v\u1eadn h\u00e0nh d\u1ef1 ki\u1ebfn<\/li>\n<li>C\u00e1c tr\u01b0\u1eddng h\u1ee3p ph\u1ea3i chuy\u1ec3n cho con ng\u01b0\u1eddi<\/li>\n<li>\u0110i\u1ec1u ki\u1ec7n nghi\u1ec7m thu PoC<\/li>\n<\/ul>\n<h3>B\u01b0\u1edbc 4: X\u00e2y d\u1ef1ng PoC<\/h3>\n<p>BAP x\u00e2y d\u1ef1ng phi\u00ean b\u1ea3n th\u1eed nghi\u1ec7m v\u1edbi ph\u1ea1m vi c\u00f3 ki\u1ec3m so\u00e1t. Kh\u00e1ch h\u00e0ng \u0111\u01b0\u1ee3c tham gia \u0111\u00e1nh gi\u00e1 t\u1eeb s\u1edbm thay v\u00ec ch\u1edd \u0111\u1ebfn cu\u1ed1i d\u1ef1 \u00e1n.<\/p>\n<p>N\u1ebfu d\u1eef li\u1ec7u v\u00e0 y\u00eau c\u1ea7u ban \u0111\u1ea7u \u0111\u1ee7 r\u00f5, BAP c\u00f3 th\u1ec3 chu\u1ea9n b\u1ecb demo s\u1edbm \u0111\u1ec3 hai b\u00ean c\u00f9ng \u0111\u00e1nh gi\u00e1 h\u01b0\u1edbng ti\u1ebfp c\u1eadn.<\/p>\n<h3>B\u01b0\u1edbc 5: Ph\u00e1t tri\u1ec3n v\u00e0 t\u00edch h\u1ee3p production<\/h3>\n<p>PoC ch\u1ec9 \u0111\u01b0\u1ee3c chuy\u1ec3n sang production khi \u0111\u00e1p \u1ee9ng c\u00e1c \u0111i\u1ec1u ki\u1ec7n \u0111\u00e3 th\u1ed1ng nh\u1ea5t, ch\u1eb3ng h\u1ea1n:<\/p>\n<ul>\n<li>\u0110\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ea1t ng\u01b0\u1ee1ng<\/li>\n<li>C\u00e1c use case quan tr\u1ecdng \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m th\u1eed<\/li>\n<li>D\u1eef li\u1ec7u c\u00f3 ngu\u1ed3n v\u00e0 quy\u1ec1n s\u1eed d\u1ee5ng r\u00f5 r\u00e0ng<\/li>\n<li>Ph\u00e2n quy\u1ec1n \u0111\u00e3 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf<\/li>\n<li>R\u1ee7i ro b\u1ea3o m\u1eadt \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1<\/li>\n<li>Chi ph\u00ed v\u1eadn h\u00e0nh c\u00f3 th\u1ec3 ch\u1ea5p nh\u1eadn<\/li>\n<li>C\u00f3 ph\u01b0\u01a1ng \u00e1n x\u1eed l\u00fd l\u1ed7i<\/li>\n<li>C\u00f3 ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m ph\u00ea duy\u1ec7t v\u00e0 v\u1eadn h\u00e0nh<\/li>\n<\/ul>\n<h3>B\u01b0\u1edbc 6: Gi\u00e1m s\u00e1t, \u0111\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i ti\u1ebfn<\/h3>\n<p>Sau khi tri\u1ec3n khai, BAP ti\u1ebfp t\u1ee5c theo d\u00f5i:<\/p>\n<ul>\n<li>Ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi<\/li>\n<li>T\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh t\u00e1c v\u1ee5<\/li>\n<li>T\u1ef7 l\u1ec7 ph\u1ea3i chuy\u1ec3n cho con ng\u01b0\u1eddi<\/li>\n<li>Ph\u1ea3n h\u1ed3i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng<\/li>\n<li>Chi ph\u00ed m\u00f4 h\u00ecnh v\u00e0 h\u1ea1 t\u1ea7ng<\/li>\n<li>L\u1ed7i t\u00edch h\u1ee3p<\/li>\n<li>Thay \u0111\u1ed5i d\u1eef li\u1ec7u v\u00e0 nghi\u1ec7p v\u1ee5<\/li>\n<\/ul>\n<h2>Case study: C\u00f4ng c\u1ee5 AI t\u1ef1 \u0111\u1ed9ng review h\u1ee3p \u0111\u1ed3ng<\/h2>\n<h3>B\u1ed1i c\u1ea3nh<\/h3>\n<p>Kh\u00e1ch h\u00e0ng mu\u1ed1n ph\u00e1t tri\u1ec3n m\u1ed9t n\u1ec1n t\u1ea3ng review h\u1ee3p \u0111\u1ed3ng b\u1eb1ng AI nh\u1eb1m ph\u00e2n t\u00edch r\u1ee7i ro v\u00e0 cung c\u1ea5p th\u00f4ng tin h\u1ed7 tr\u1ee3 lu\u1eadt s\u01b0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. Do h\u1ea1n ch\u1ebf v\u1ec1 ngu\u1ed3n l\u1ef1c ph\u00e1t tri\u1ec3n n\u1ed9i b\u1ed9 v\u00e0 ch\u01b0a c\u00f3 kinh nghi\u1ec7m offshore, kh\u00e1ch h\u00e0ng c\u1ea7n m\u1ed9t \u0111\u1ed9i c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u nh\u1ecf v\u00e0 m\u1edf r\u1ed9ng theo ti\u1ebfn \u0111\u1ed9.<\/p>\n<h3>Gi\u1ea3i ph\u00e1p c\u1ee7a BAP<\/h3>\n<p>BAP b\u1eaft \u0111\u1ea7u v\u1edbi \u0111\u1ed9i th\u1eed nghi\u1ec7m n\u0103m ng\u01b0\u1eddi v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c ch\u1ee9c n\u0103ng:<\/p>\n<ul>\n<li>T\u1ef1 \u0111\u1ed9ng review h\u1ee3p \u0111\u1ed3ng<\/li>\n<li>Ph\u00e1t hi\u1ec7n r\u1ee7i ro ti\u1ec1m \u1ea9n<\/li>\n<li>G\u1ee3i \u00fd \u0111i\u1ec1u kho\u1ea3n ph\u00f9 h\u1ee3p<\/li>\n<li>T\u00f9y ch\u1ec9nh quy t\u1eafc theo ch\u00ednh s\u00e1ch doanh nghi\u1ec7p<\/li>\n<\/ul>\n<h3>Quy m\u00f4 v\u00e0 th\u1eddi gian<\/h3>\n<p>D\u1ef1 \u00e1n \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng l\u00ean t\u1ed1i \u0111a 25 ng\u01b0\u1eddi\/th\u00e1ng, g\u1ed3m:<\/p>\n<ul>\n<li>M\u1ed9t Project Manager<\/li>\n<li>Hai BrSE<\/li>\n<li>M\u1ed9t Tech Lead<\/li>\n<li>16 developer<\/li>\n<li>N\u0103m tester<\/li>\n<\/ul>\n<p>D\u1ef1 \u00e1n k\u00e9o d\u00e0i h\u01a1n m\u1ed9t n\u0103m v\u00e0 ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng.<\/p>\n<h3>K\u1ebft qu\u1ea3<\/h3>\n<p>H\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o v\u1eadn h\u00e0nh \u1ed5n \u0111\u1ecbnh. Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 d\u00e0nh ngu\u1ed3n l\u1ef1c k\u1ef9 thu\u1eadt n\u1ed9i b\u1ed9 cho c\u00e1c d\u1ef1 \u00e1n chi\u1ebfn l\u01b0\u1ee3c kh\u00e1c, trong khi \u0111\u1ed9i offshore t\u0103ng t\u1eeb n\u0103m l\u00ean 25 ng\u01b0\u1eddi.<\/p>\n<p><a href=\"https:\/\/bap-software.net\/vi\/case-study\/ai-powered-contract-review\/\" target=\"_blank\" rel=\"noopener\">Xem case study c\u00f4ng c\u1ee5 AI review h\u1ee3p \u0111\u1ed3ng<\/a><\/p>\n<h2>Case study: AI t\u0103ng t\u1ed1c quy tr\u00ecnh KYC<\/h2>\n<h3>B\u1ed1i c\u1ea3nh<\/h3>\n<p>M\u1ed9t doanh nghi\u1ec7p t\u00e0i ch\u00ednh c\u1ea7n t\u1ef1 \u0111\u1ed9ng ki\u1ec3m tra t\u00e0i li\u1ec7u trong quy tr\u00ecnh KYC, \u0111\u1ed3ng th\u1eddi duy tr\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 y\u00eau c\u1ea7u tu\u00e2n th\u1ee7.<\/p>\n<h3>Gi\u1ea3i ph\u00e1p c\u1ee7a BAP<\/h3>\n<p>BAP x\u00e2y d\u1ef1ng pipeline k\u1ebft h\u1ee3p:<\/p>\n<ul>\n<li>OCR<\/li>\n<li>LLM<\/li>\n<li>Azure AI Document Intelligence<\/li>\n<li>FastDoc<\/li>\n<li>GPT<\/li>\n<\/ul>\n<h3>Th\u1eddi gian v\u00e0 k\u1ebft qu\u1ea3<\/h3>\n<p>PoC \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong kho\u1ea3ng 2\u20133 tu\u1ea7n. Theo d\u1eef li\u1ec7u BAP c\u00f4ng b\u1ed1, gi\u1ea3i ph\u00e1p gi\u00fap gi\u1ea3m 60% th\u1eddi gian ki\u1ec3m tra.<\/p>\n<p><a href=\"https:\/\/bap-software.net\/case-study\/accelerated-kyc-with-ai\/\" target=\"_blank\" rel=\"noopener\">Xem case study AI KYC<\/a><\/p>\n<h2>V\u00ec sao doanh nghi\u1ec7p Nh\u1eadt ch\u1ecdn BAP?<\/h2>\n<h3>Quy m\u00f4 tri\u1ec3n khai<\/h3>\n<p>BAP c\u00f4ng b\u1ed1 \u0111\u00e3 ho\u00e0n th\u00e0nh h\u01a1n 220 d\u1ef1 \u00e1n cho h\u01a1n 100 kh\u00e1ch h\u00e0ng. <a href=\"https:\/\/bap-software.net\/vi\/case-study\/\" target=\"_blank\" rel=\"noopener\">D\u1ef1 \u00e1n th\u1ef1c t\u1ebf c\u1ee7a BAP<\/a><\/p>\n<h3>\u0110\u1ed9i ng\u0169 h\u01a1n 500 k\u1ef9 s\u01b0<\/h3>\n<p>BAP c\u00f3 ngu\u1ed3n l\u1ef1c \u0111\u1ec3 tri\u1ec3n khai t\u1eeb PoC nh\u1ecf \u0111\u1ebfn \u0111\u1ed9i ph\u00e1t tri\u1ec3n d\u00e0i h\u1ea1n, \u0111\u1ed3ng th\u1eddi c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng nh\u00e2n s\u1ef1 theo t\u1eebng giai \u0111o\u1ea1n.<\/p>\n<h3>Kinh nghi\u1ec7m ph\u1ee5c v\u1ee5 doanh nghi\u1ec7p Nh\u1eadt<\/h3>\n<p>Ph\u1ea7n l\u1edbn ho\u1ea1t \u0111\u1ed9ng ph\u00e1t tri\u1ec3n c\u1ee7a BAP h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng Nh\u1eadt B\u1ea3n. \u0110\u1ed9i PM v\u00e0 BrSE s\u1eed d\u1ee5ng ti\u1ebfng Nh\u1eadt gi\u00fap kh\u00e1ch h\u00e0ng trao \u0111\u1ed5i y\u00eau c\u1ea7u, ti\u1ebfn \u0111\u1ed9 v\u00e0 r\u1ee7i ro trong su\u1ed1t d\u1ef1 \u00e1n.<\/p>\n<h3>\u0110\u1ea7u m\u1ed1i t\u1ea1i Nh\u1eadt v\u00e0 \u0111\u1ed9i ph\u00e1t tri\u1ec3n t\u1ea1i Vi\u1ec7t Nam<\/h3>\n<p>BAP k\u1ebft h\u1ee3p giao ti\u1ebfp v\u00e0 qu\u1ea3n l\u00fd g\u1ea7n kh\u00e1ch h\u00e0ng v\u1edbi n\u0103ng l\u1ef1c ph\u00e1t tri\u1ec3n t\u1ea1i Vi\u1ec7t Nam. M\u00f4 h\u00ecnh n\u00e0y gi\u00fap duy tr\u00ec t\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i v\u00e0 t\u1ed1i \u01b0u ngu\u1ed3n l\u1ef1c.<\/p>\n<h3>L\u00e3nh \u0111\u1ea1o c\u00f3 n\u1ec1n t\u1ea3ng k\u1ef9 thu\u1eadt<\/h3>\n<p>Nhi\u1ec1u c\u1ea5p qu\u1ea3n l\u00fd c\u1ee7a BAP xu\u1ea5t ph\u00e1t t\u1eeb k\u1ef9 s\u01b0, gi\u00fap vi\u1ec7c trao \u0111\u1ed5i y\u00eau c\u1ea7u v\u00e0 x\u1eed l\u00fd quy\u1ebft \u0111\u1ecbnh k\u1ef9 thu\u1eadt \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u1ef1c ti\u1ebfp h\u01a1n.<\/p>\n<h3>ISO 9001 v\u00e0 ISO 27001<\/h3>\n<p>BAP \u00e1p d\u1ee5ng h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 an to\u00e0n th\u00f4ng tin d\u1ef1a tr\u00ean c\u00e1c ti\u00eau chu\u1ea9n ISO \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c.<\/p>\n<h3>Ba m\u00f4 h\u00ecnh tri\u1ec3n khai<\/h3>\n<p>Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn:<\/p>\n<ul>\n<li><strong>Offshore:<\/strong> PM\/BrSE ti\u1ebfng Nh\u1eadt k\u1ebft h\u1ee3p \u0111\u1ed9i k\u1ef9 s\u01b0 Vi\u1ec7t Nam<\/li>\n<li><strong>Hybrid:<\/strong> \u0111\u1ea7u m\u1ed1i ho\u1eb7c nh\u00e2n s\u1ef1 t\u1ea1i Nh\u1eadt ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i Vi\u1ec7t Nam<\/li>\n<li><strong>Onsite:<\/strong> \u0111\u1ed9i d\u1ef1 \u00e1n l\u00e0m vi\u1ec7c g\u1ea7n ho\u1eb7c t\u1ea1i v\u0103n ph\u00f2ng kh\u00e1ch h\u00e0ng<\/li>\n<\/ul>\n<h2>B\u1ea3o m\u1eadt v\u00e0 qu\u1ea3n tr\u1ecb AI<\/h2>\n<h3>D\u1eef li\u1ec7u c\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh kh\u00f4ng?<\/h3>\n<p>BAP thi\u1ebft k\u1ebf ph\u01b0\u01a1ng \u00e1n x\u1eed l\u00fd d\u1eef li\u1ec7u theo y\u00eau c\u1ea7u c\u1ee7a t\u1eebng d\u1ef1 \u00e1n v\u00e0 ch\u00ednh s\u00e1ch c\u1ee7a nh\u00e0 cung c\u1ea5p m\u00f4 h\u00ecnh. D\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng kh\u00f4ng \u0111\u01b0\u1ee3c t\u1ef1 \u00fd s\u1eed d\u1ee5ng cho m\u1ee5c \u0111\u00edch hu\u1ea5n luy\u1ec7n ngo\u00e0i ph\u1ea1m vi \u0111\u00e3 th\u1ecfa thu\u1eadn.<\/p>\n<p>Tr\u01b0\u1edbc khi tri\u1ec3n khai, BAP v\u00e0 kh\u00e1ch h\u00e0ng c\u1ea7n th\u1ed1ng nh\u1ea5t:<\/p>\n<ul>\n<li>Lo\u1ea1i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e9p x\u1eed l\u00fd<\/li>\n<li>Khu v\u1ef1c l\u01b0u tr\u1eef<\/li>\n<li>Th\u1eddi gian l\u01b0u d\u1eef li\u1ec7u<\/li>\n<li>Ch\u00ednh s\u00e1ch c\u1ee7a API ho\u1eb7c m\u00f4 h\u00ecnh<\/li>\n<li>Quy\u1ec1n s\u1eed d\u1ee5ng d\u1eef li\u1ec7u<\/li>\n<li>\u0110i\u1ec1u ki\u1ec7n x\u00f3a d\u1eef li\u1ec7u<\/li>\n<\/ul>\n<h3>BAP ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp th\u1ebf n\u00e0o?<\/h3>\n<p>T\u00f9y h\u1ec7 th\u1ed1ng, BAP c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng:<\/p>\n<ul>\n<li>Role-based access control<\/li>\n<li>Single sign-on<\/li>\n<li>Multi-factor authentication<\/li>\n<li>Ph\u00e2n quy\u1ec1n theo ph\u00f2ng ban ho\u1eb7c t\u00e0i li\u1ec7u<\/li>\n<li>M\u00e3 h\u00f3a khi truy\u1ec1n v\u00e0 l\u01b0u tr\u1eef<\/li>\n<li>Audit log<\/li>\n<li>T\u00e1ch m\u00f4i tr\u01b0\u1eddng development, staging v\u00e0 production<\/li>\n<li>Nguy\u00ean t\u1eafc quy\u1ec1n t\u1ed1i thi\u1ec3u<\/li>\n<\/ul>\n<p>Thi\u1ebft k\u1ebf c\u1ee5 th\u1ec3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh sau khi \u0111\u00e1nh gi\u00e1 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<h3>C\u00f3 l\u01b0u prompt v\u00e0 d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng?<\/h3>\n<p>Vi\u1ec7c l\u01b0u prompt ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ee5c \u0111\u00edch gi\u00e1m s\u00e1t, y\u00eau c\u1ea7u ki\u1ec3m to\u00e1n v\u00e0 ch\u00ednh s\u00e1ch d\u1eef li\u1ec7u c\u1ee7a d\u1ef1 \u00e1n.<\/p>\n<p>BAP c\u00f3 th\u1ec3 c\u1ea5u h\u00ecnh:<\/p>\n<ul>\n<li>Kh\u00f4ng l\u01b0u n\u1ed9i dung nh\u1ea1y c\u1ea3m<\/li>\n<li>Che ho\u1eb7c lo\u1ea1i b\u1ecf d\u1eef li\u1ec7u c\u00e1 nh\u00e2n<\/li>\n<li>Ch\u1ec9 l\u01b0u metadata<\/li>\n<li>Gi\u1edbi h\u1ea1n th\u1eddi gian l\u01b0u<\/li>\n<li>Ph\u00e2n quy\u1ec1n truy c\u1eadp log<\/li>\n<li>X\u00f3a d\u1eef li\u1ec7u theo l\u1ecbch<\/li>\n<li>L\u01b0u trong m\u00f4i tr\u01b0\u1eddng do kh\u00e1ch h\u00e0ng ki\u1ec3m so\u00e1t<\/li>\n<\/ul>\n<h3>L\u00e0m sao gi\u1ea3m hallucination?<\/h3>\n<p>BAP k\u1ebft h\u1ee3p nhi\u1ec1u bi\u1ec7n ph\u00e1p:<\/p>\n<ul>\n<li>RAG t\u1eeb ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t<\/li>\n<li>Y\u00eau c\u1ea7u tr\u00edch d\u1eabn ngu\u1ed3n<\/li>\n<li>Gi\u1edbi h\u1ea1n ph\u1ea1m vi tr\u1ea3 l\u1eddi<\/li>\n<li>Business rules<\/li>\n<li>Ki\u1ec3m tra \u0111\u1ecbnh d\u1ea1ng v\u00e0 d\u1eef ki\u1ec7n<\/li>\n<li>Confidence threshold<\/li>\n<li>T\u1eeb ch\u1ed1i tr\u1ea3 l\u1eddi khi thi\u1ebfu c\u0103n c\u1ee9<\/li>\n<li>Human review<\/li>\n<li>B\u1ed9 c\u00e2u h\u1ecfi ki\u1ec3m th\u1eed th\u1ef1c t\u1ebf<\/li>\n<li>Theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch c\u00e2u tr\u1ea3 l\u1eddi sai<\/li>\n<\/ul>\n<p>Kh\u00f4ng c\u00f3 gi\u1ea3i ph\u00e1p n\u00e0o lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n hallucination. V\u00ec v\u1eady, h\u1ec7 th\u1ed1ng ph\u1ea3i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf theo m\u1ee9c \u0111\u1ed9 r\u1ee7i ro c\u1ee7a t\u1eebng nghi\u1ec7p v\u1ee5.<\/p>\n<h3>C\u00f3 human approval kh\u00f4ng?<\/h3>\n<p>C\u00f3 th\u1ec3 thi\u1ebft k\u1ebf human-in-the-loop cho nh\u1eefng h\u00e0nh \u0111\u1ed9ng quan tr\u1ecdng.<\/p>\n<p>AI c\u00f3 th\u1ec3 chu\u1ea9n b\u1ecb \u0111\u1ec1 xu\u1ea5t, nh\u01b0ng con ng\u01b0\u1eddi ph\u1ea3i ph\u00ea duy\u1ec7t tr\u01b0\u1edbc khi:<\/p>\n<ul>\n<li>G\u1eedi th\u00f4ng tin ra b\u00ean ngo\u00e0i<\/li>\n<li>Th\u1ef1c hi\u1ec7n giao d\u1ecbch<\/li>\n<li>Thay \u0111\u1ed5i d\u1eef li\u1ec7u quan tr\u1ecdng<\/li>\n<li>\u0110\u01b0a ra quy\u1ebft \u0111\u1ecbnh ph\u00e1p l\u00fd ho\u1eb7c t\u00e0i ch\u00ednh<\/li>\n<li>X\u00f3a ho\u1eb7c c\u1eadp nh\u1eadt d\u1eef li\u1ec7u<\/li>\n<li>Th\u1ef1c thi h\u00e0nh \u0111\u1ed9ng c\u00f3 r\u1ee7i ro<\/li>\n<\/ul>\n<h3>BAP ki\u1ec3m th\u1eed ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n<p>BAP c\u00f9ng kh\u00e1ch h\u00e0ng x\u00e2y b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1 d\u1ef1a tr\u00ean t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf v\u00e0 \u0111o:<\/p>\n<ul>\n<li>\u0110\u1ed9 ch\u00ednh x\u00e1c<\/li>\n<li>T\u00ednh li\u00ean quan<\/li>\n<li>M\u1ee9c \u0111\u1ed9 \u0111\u1ea7y \u0111\u1ee7<\/li>\n<li>T\u00ednh c\u00f3 c\u0103n c\u1ee9<\/li>\n<li>Kh\u1ea3 n\u0103ng tr\u00edch d\u1eabn \u0111\u00fang ngu\u1ed3n<\/li>\n<li>T\u1ef7 l\u1ec7 t\u1eeb ch\u1ed1i h\u1ee3p l\u00fd<\/li>\n<li>T\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh t\u00e1c v\u1ee5<\/li>\n<li>T\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i<\/li>\n<li>Chi ph\u00ed tr\u00ean m\u1ed7i t\u00e1c v\u1ee5<\/li>\n<\/ul>\n<p>C\u00e1c tr\u01b0\u1eddng h\u1ee3p sai \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh d\u1eef li\u1ec7u, retrieval, prompt, business rules ho\u1eb7c m\u00f4 h\u00ecnh.<\/p>\n<h3>H\u1ec7 th\u1ed1ng ch\u1ea1y tr\u00ean cloud hay private environment?<\/h3>\n<p>BAP c\u00f3 th\u1ec3 thi\u1ebft k\u1ebf ph\u01b0\u01a1ng \u00e1n cloud, private cloud, m\u00f4i tr\u01b0\u1eddng do kh\u00e1ch h\u00e0ng qu\u1ea3n l\u00fd ho\u1eb7c ki\u1ebfn tr\u00fac hybrid, t\u00f9y theo:<\/p>\n<ul>\n<li>M\u1ee9c \u0111\u1ed9 nh\u1ea1y c\u1ea3m c\u1ee7a d\u1eef li\u1ec7u<\/li>\n<li>H\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i<\/li>\n<li>Y\u00eau c\u1ea7u tu\u00e2n th\u1ee7<\/li>\n<li>Kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh<\/li>\n<li>Ng\u00e2n s\u00e1ch<\/li>\n<li>M\u00f4 h\u00ecnh LLM \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn<\/li>\n<\/ul>\n<h3>Ai s\u1edf h\u1eefu m\u00e3 ngu\u1ed3n v\u00e0 d\u1eef li\u1ec7u?<\/h3>\n<p>Quy\u1ec1n s\u1edf h\u1eefu m\u00e3 ngu\u1ed3n, d\u1eef li\u1ec7u, t\u00e0i li\u1ec7u v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n t\u00f9y ch\u1ec9nh \u0111\u01b0\u1ee3c quy \u0111\u1ecbnh trong h\u1ee3p \u0111\u1ed3ng.<\/p>\n<p>V\u1ec1 nguy\u00ean t\u1eafc:<\/p>\n<ul>\n<li>Kh\u00e1ch h\u00e0ng gi\u1eef quy\u1ec1n \u0111\u1ed1i v\u1edbi d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh<\/li>\n<li>BAP kh\u00f4ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u ngo\u00e0i ph\u1ea1m vi h\u1ee3p \u0111\u1ed3ng<\/li>\n<li>Quy\u1ec1n \u0111\u1ed1i v\u1edbi m\u00e3 ngu\u1ed3n ph\u00e1t tri\u1ec3n ri\u00eang \u0111\u01b0\u1ee3c th\u1ecfa thu\u1eadn r\u00f5<\/li>\n<li>Th\u01b0 vi\u1ec7n m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 d\u1ecbch v\u1ee5 b\u00ean th\u1ee9 ba tu\u00e2n theo gi\u1ea5y ph\u00e9p t\u01b0\u01a1ng \u1ee9ng<\/li>\n<li>Th\u00e0nh ph\u1ea7n ho\u1eb7c framework c\u00f3 s\u1eb5n c\u1ee7a BAP c\u1ea7n \u0111\u01b0\u1ee3c li\u1ec7t k\u00ea ri\u00eang n\u1ebfu \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng<\/li>\n<\/ul>\n<h2>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n<h3>Chi ph\u00ed ph\u00e1t tri\u1ec3n AI Agent l\u00e0 bao nhi\u00eau?<\/h3>\n<p>M\u1ed9t PoC nh\u1ecf, c\u00f3 ph\u1ea1m vi v\u00e0 d\u1eef li\u1ec7u r\u00f5 r\u00e0ng, c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u t\u1eeb kho\u1ea3ng <strong>100\u4e07\u5186<\/strong>. Chi ph\u00ed ch\u00ednh th\u1ee9c ph\u1ee5 thu\u1ed9c v\u00e0o use case, t\u00edch h\u1ee3p, d\u1eef li\u1ec7u, y\u00eau c\u1ea7u b\u1ea3o m\u1eadt v\u00e0 \u0111i\u1ec1u ki\u1ec7n nghi\u1ec7m thu.<\/p>\n<h3>PoC m\u1ea5t bao l\u00e2u?<\/h3>\n<p>Th\u00f4ng th\u01b0\u1eddng kho\u1ea3ng <strong>2\u20134 tu\u1ea7n<\/strong>. Tr\u01b0\u1eddng h\u1ee3p d\u1eef li\u1ec7u ch\u01b0a s\u1eb5n s\u00e0ng ho\u1eb7c c\u1ea7n t\u00edch h\u1ee3p nhi\u1ec1u h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 c\u1ea7n th\u00eam th\u1eddi gian.<\/p>\n<h3>BAP c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u00e0i li\u1ec7u ti\u1ebfng Nh\u1eadt kh\u00f4ng?<\/h3>\n<p>C\u00f3. BAP c\u00f3 th\u1ec3 x\u00e2y gi\u1ea3i ph\u00e1p s\u1eed d\u1ee5ng t\u00e0i li\u1ec7u ti\u1ebfng Nh\u1eadt, ti\u1ebfng Anh, ti\u1ebfng Vi\u1ec7t ho\u1eb7c ti\u1ebfng H\u00e0n. Ch\u1ea5t l\u01b0\u1ee3ng th\u1ef1c t\u1ebf c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 b\u1eb1ng t\u1eadp d\u1eef li\u1ec7u \u0111\u1ea1i di\u1ec7n c\u1ee7a kh\u00e1ch h\u00e0ng trong giai \u0111o\u1ea1n PoC.<\/p>\n<h3>BAP h\u1ed7 tr\u1ee3 nh\u1eefng m\u00f4 h\u00ecnh LLM n\u00e0o?<\/h3>\n<p>BAP c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh th\u01b0\u01a1ng m\u1ea1i ho\u1eb7c m\u00e3 ngu\u1ed3n m\u1edf ph\u00f9 h\u1ee3p v\u1edbi y\u00eau c\u1ea7u d\u1ef1 \u00e1n. Vi\u1ec7c l\u1ef1a ch\u1ecdn d\u1ef1a tr\u00ean \u0111\u1ed9 ch\u00ednh x\u00e1c, b\u1ea3o m\u1eadt, chi ph\u00ed, t\u1ed1c \u0111\u1ed9, ng\u00f4n ng\u1eef v\u00e0 m\u00f4i tr\u01b0\u1eddng tri\u1ec3n khai.<\/p>\n<p>BAP kh\u00f4ng m\u1eb7c \u0111\u1ecbnh s\u1eed d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh cho m\u1ecdi use case.<\/p>\n<h3>AI c\u00f3 th\u1ec3 t\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng c\u0169 kh\u00f4ng?<\/h3>\n<p>C\u00f3 th\u1ec3, n\u1ebfu h\u1ec7 th\u1ed1ng c\u00f3 API, c\u01a1 s\u1edf d\u1eef li\u1ec7u ho\u1eb7c ph\u01b0\u01a1ng th\u1ee9c trao \u0111\u1ed5i d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p. V\u1edbi h\u1ec7 th\u1ed1ng legacy kh\u00f4ng c\u00f3 API, BAP s\u1ebd \u0111\u00e1nh gi\u00e1 ph\u01b0\u01a1ng \u00e1n x\u00e2y l\u1edbp t\u00edch h\u1ee3p, \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u ho\u1eb7c hi\u1ec7n \u0111\u1ea1i h\u00f3a t\u1eebng ph\u1ea7n.<\/p>\n<h3>BAP b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u b\u00ed m\u1eadt nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n<p>BAP x\u00e1c \u0111\u1ecbnh lu\u1ed3ng d\u1eef li\u1ec7u, ph\u00e2n quy\u1ec1n, m\u00e3 h\u00f3a, logging, th\u1eddi gian l\u01b0u, m\u00f4i tr\u01b0\u1eddng tri\u1ec3n khai v\u00e0 ch\u00ednh s\u00e1ch c\u1ee7a nh\u00e0 cung c\u1ea5p m\u00f4 h\u00ecnh tr\u01b0\u1edbc khi ph\u00e1t tri\u1ec3n. Ph\u01b0\u01a1ng \u00e1n c\u1ee5 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ed1ng nh\u1ea5t v\u1edbi kh\u00e1ch h\u00e0ng trong t\u00e0i li\u1ec7u thi\u1ebft k\u1ebf v\u00e0 h\u1ee3p \u0111\u1ed3ng.<\/p>\n<h3>PoC th\u00e0nh c\u00f4ng th\u00ec b\u01b0\u1edbc ti\u1ebfp theo l\u00e0 g\u00ec?<\/h3>\n<p>Hai b\u00ean \u0111\u00e1nh gi\u00e1 PoC theo ti\u00eau ch\u00ed \u0111\u00e3 th\u1ed1ng nh\u1ea5t. N\u1ebfu \u0111\u1ea1t y\u00eau c\u1ea7u, BAP x\u00e2y k\u1ebf ho\u1ea1ch production g\u1ed3m ki\u1ebfn tr\u00fac, ph\u1ea1m vi t\u00edch h\u1ee3p, b\u1ea3o m\u1eadt, ki\u1ec3m th\u1eed, v\u1eadn h\u00e0nh, ngu\u1ed3n l\u1ef1c, chi ph\u00ed v\u00e0 l\u1ecbch tri\u1ec3n khai.<\/p>\n<h3>BAP c\u00f3 h\u1ed7 tr\u1ee3 v\u1eadn h\u00e0nh sau khi tri\u1ec3n khai kh\u00f4ng?<\/h3>\n<p>C\u00f3. BAP c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 monitoring, b\u1ea3o tr\u00ec t\u00edch h\u1ee3p, c\u1eadp nh\u1eadt knowledge base, \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng, t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 c\u1ea3i ti\u1ebfn h\u1ec7 th\u1ed1ng.<\/p>\n<h3>\u0110\u1ed9i d\u1ef1 \u00e1n g\u1ed3m nh\u1eefng ai?<\/h3>\n<p>T\u00f9y quy m\u00f4, \u0111\u1ed9i d\u1ef1 \u00e1n c\u00f3 th\u1ec3 g\u1ed3m:<\/p>\n<ul>\n<li>Project Manager<\/li>\n<li>BrSE<\/li>\n<li>AI\/ML Engineer<\/li>\n<li>Data Engineer<\/li>\n<li>Backend\/Frontend Developer<\/li>\n<li>Cloud\/DevOps Engineer<\/li>\n<li>QA Engineer<\/li>\n<li>Security specialist<\/li>\n<li>UI\/UX designer<\/li>\n<\/ul>\n<h3>C\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi ng\u00e2n s\u00e1ch nh\u1ecf kh\u00f4ng?<\/h3>\n<p>C\u00f3. BAP khuy\u1ebfn ngh\u1ecb b\u1eaft \u0111\u1ea7u b\u1eb1ng m\u1ed9t use case c\u00f3 ph\u1ea1m vi r\u00f5, d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng v\u00e0 ti\u00eau ch\u00ed \u0111o l\u01b0\u1eddng c\u1ee5 th\u1ec3. Sau khi ch\u1ee9ng minh t\u00ednh kh\u1ea3 thi, doanh nghi\u1ec7p c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng t\u1eebng giai \u0111o\u1ea1n.<\/p>\n<h2>\u0110\u0103ng k\u00fd AI Discovery Session mi\u1ec5n ph\u00ed 30 ph\u00fat<\/h2>\n<p>Trong bu\u1ed5i trao \u0111\u1ed5i, BAP s\u1ebd c\u00f9ng doanh nghi\u1ec7p:<\/p>\n<ul>\n<li>L\u00e0m r\u00f5 v\u1ea5n \u0111\u1ec1 c\u1ea7n gi\u1ea3i quy\u1ebft<\/li>\n<li>X\u00e1c \u0111\u1ecbnh use case ti\u1ec1m n\u0103ng<\/li>\n<li>\u0110\u00e1nh gi\u00e1 d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft<\/li>\n<li>Xem x\u00e9t kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p<\/li>\n<li>X\u00e1c \u0111\u1ecbnh r\u1ee7i ro<\/li>\n<li>\u0110\u1ec1 xu\u1ea5t ph\u1ea1m vi PoC<\/li>\n<li>Th\u1ed1ng nh\u1ea5t ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1<\/li>\n<li>Chu\u1ea9n b\u1ecb demo s\u1edbm khi ph\u1ea1m vi v\u00e0 d\u1eef li\u1ec7u cho ph\u00e9p<\/li>\n<\/ul>\n<blockquote><p><strong>Li\u00ean h\u1ec7:<\/strong> sales@bap.jp<\/p><\/blockquote>\n<p><\/p>","protected":false},"author":43,"featured_media":164763,"template":"","meta":{"_acf_changed":false},"tags":[],"blog-cat":[],"class_list":["post-164761","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Ph\u00e1t tri\u1ec3n Generative AI, RAG v\u00e0 AI Agent | BAP<\/title>\n<meta name=\"description\" content=\"BAP h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p Nh\u1eadt ph\u00e1t tri\u1ec3n Generative AI, RAG v\u00e0 AI Agent t\u1eeb PoC 2\u20134 tu\u1ea7n \u0111\u1ebfn t\u00edch h\u1ee3p, v\u1eadn h\u00e0nh v\u00e0 c\u1ea3i ti\u1ebfn h\u1ec7 th\u1ed1ng.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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