{"id":164933,"date":"2026-10-22T20:37:57","date_gmt":"2026-10-22T13:37:57","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&#038;p=164933"},"modified":"2026-10-22T20:37:57","modified_gmt":"2026-10-22T13:37:57","slug":"rag-development-process-cost","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/vi\/knowledge\/rag-development-process-cost\/","title":{"rendered":"X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng RAG: quy tr\u00ecnh, chi ph\u00ed v\u00e0 th\u1eddi gian \u2014 b\u00e0i h\u1ecdc t\u1eeb PoC 8 tu\u1ea7n"},"content":{"rendered":"<p>Ng\u00e0y c\u00e0ng nhi\u1ec1u doanh nghi\u1ec7p t\u00ecm \u0111\u1ebfn RAG (Retrieval-Augmented Generation \u2013 t\u1ea1o sinh t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t) \u0111\u1ec3 khai th\u00e1c t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9 v\u00e0 d\u1eef li\u1ec7u nghi\u1ec7p v\u1ee5 b\u1eb1ng AI t\u1ea1o sinh. Nh\u01b0ng khi b\u1eaft tay v\u00e0o d\u1ef1 \u00e1n, nh\u1eefng c\u00e2u h\u1ecfi sau g\u1ea7n nh\u01b0 lu\u00f4n xu\u1ea5t hi\u1ec7n:<\/p>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\">X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng RAG t\u1ed1n bao nhi\u00eau chi ph\u00ed?<\/li>\n<li style=\"margin: 6px 0\">T\u1eeb PoC \u0111\u1ebfn v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c m\u1ea5t bao nhi\u00eau th\u00e1ng?<\/li>\n<li style=\"margin: 6px 0\">C\u1ea7n chu\u1ea9n b\u1ecb nh\u1eefng d\u1eef li\u1ec7u g\u00ec?<\/li>\n<li style=\"margin: 6px 0\">Ngo\u00e0i t\u00e0i li\u1ec7u, c\u00f3 d\u00f9ng \u0111\u01b0\u1ee3c Excel v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00f4ng?<\/li>\n<li style=\"margin: 6px 0\">L\u00e0m sao bi\u1ebft PoC \u0111\u00e3 th\u00e0nh c\u00f4ng?<\/li>\n<\/ul>\n<div style=\"background: #f1f6fd;border-left: 5px solid #0d47a1;border-radius: 0 8px 8px 0;padding: 16px 22px;margin: 22px 0\">\n<p style=\"margin: 0 0 6px;font-weight: bold;color: #0d47a1\">C\u00e2u tr\u1ea3 l\u1eddi ng\u1eafn g\u1ecdn<\/p>\n<div>N\u1ebfu ch\u1ec9 ki\u1ec3m ch\u1ee9ng k\u1ef9 thu\u1eadt v\u1edbi ph\u1ea1m vi d\u1eef li\u1ec7u h\u1eb9p, b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u trong <strong>2\u20134 tu\u1ea7n<\/strong>. \u0110\u1ec3 \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p nghi\u1ec7p v\u1ee5 b\u1eb1ng d\u1eef li\u1ec7u th\u1ef1c, th\u01b0\u1eddng c\u1ea7n m\u1ed9t PoC k\u00e9o d\u00e0i <strong>1\u20133 th\u00e1ng<\/strong>. Trong m\u1ed9t d\u1ef1 \u00e1n cho doanh nghi\u1ec7p Nh\u1eadt B\u1ea3n, BAP Solution Japan \u0111\u00e3 t\u00edch h\u1ee3p d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac nh\u01b0 Excel v\u1edbi t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9 v\u00e0 ho\u00e0n th\u00e0nh <strong>PoC k\u1ebft h\u1ee3p t\u00ecm ki\u1ebfm SQL v\u00e0 RAG trong 8 tu\u1ea7n<\/strong>.<\/div>\n<\/div>\n<div style=\"background: #f1f6fd;border: 1px solid #c5d8f3;border-radius: 8px;padding: 18px 24px;margin: 24px 0\">\n<p style=\"margin: 0 0 8px;font-weight: bold;color: #0d47a1\">B\u1ea1n s\u1ebd n\u1eafm \u0111\u01b0\u1ee3c sau b\u00e0i vi\u1ebft<\/p>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\">RAG ho\u1ea1t \u0111\u1ed9ng th\u1ebf n\u00e0o, m\u1ea5t bao l\u00e2u v\u00e0 t\u1ed1n bao nhi\u00eau chi ph\u00ed<\/li>\n<li style=\"margin: 6px 0\">6 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh chi ph\u00ed v\u00e0 kh\u00e1c bi\u1ec7t gi\u1eefa Prototype, PoC, ph\u00e1t tri\u1ec3n ch\u00ednh th\u1ee9c<\/li>\n<li style=\"margin: 6px 0\">Quy tr\u00ecnh 6 b\u01b0\u1edbc x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng RAG<\/li>\n<li style=\"margin: 6px 0\">D\u1ef1 \u00e1n PoC 8 tu\u1ea7n k\u1ebft h\u1ee3p SQL v\u00e0 RAG, c\u00f9ng ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 PoC th\u00e0nh c\u00f4ng<\/li>\n<\/ul>\n<\/div>\n<hr class=\"wp-block-separator\" \/>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">RAG l\u00e0 g\u00ec?<\/h2>\n<p>RAG l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a Retrieval-Augmented Generation. Khi ng\u01b0\u1eddi d\u00f9ng \u0111\u1eb7t c\u00e2u h\u1ecfi, h\u1ec7 th\u1ed1ng s\u1ebd t\u00ecm th\u00f4ng tin li\u00ean quan trong t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9 v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u, chuy\u1ec3n th\u00f4ng tin \u0111\u00f3 cho m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) v\u00e0 t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean ch\u00ednh nh\u1eefng th\u00f4ng tin n\u00e0y.<\/p>\n<div style=\"display: flex;flex-wrap: wrap;gap: 10px;margin: 20px 0;align-items: stretch\">\n<div style=\"flex: 1 1 170px;background: #e3f2fd;border: 1px solid #90b4e6;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 1<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">Truy xu\u1ea5t<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">T\u00ecm th\u00f4ng tin li\u00ean quan trong t\u00e0i li\u1ec7u v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/p>\n<\/div>\n<div style=\"flex: 1 1 170px;background: #e8f5e9;border: 1px solid #a5d6a7;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 2<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">B\u1ed5 sung ng\u1eef c\u1ea3nh<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">Chuy\u1ec3n k\u1ebft qu\u1ea3 t\u00ecm ki\u1ebfm cho LLM<\/p>\n<\/div>\n<div style=\"flex: 1 1 170px;background: #e3f2fd;border: 1px solid #90b4e6;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 3<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">T\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">Tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean th\u00f4ng tin \u0111\u00e3 truy xu\u1ea5t<\/p>\n<\/div>\n<\/div>\n<p>AI t\u1ea1o sinh th\u00f4ng th\u01b0\u1eddng ch\u1ec9 tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean nh\u1eefng g\u00ec m\u00f4 h\u00ecnh \u0111\u00e3 h\u1ecdc. V\u1edbi RAG, c\u00e2u tr\u1ea3 l\u1eddi c\u00f3 th\u1ec3 <strong>d\u1ef1a tr\u00ean ch\u00ednh d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p<\/strong> \u2014 quy \u0111\u1ecbnh n\u1ed9i b\u1ed9, h\u01b0\u1edbng d\u1eabn s\u1ea3n ph\u1ea9m, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt, l\u1ecbch s\u1eed h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng \u2014 v\u00e0 hi\u1ec3n th\u1ecb k\u00e8m ngu\u1ed3n tham chi\u1ebfu.<\/p>\n<div style=\"background: #fff3e0;border-left: 5px solid #e65100;border-radius: 0 8px 8px 0;padding: 16px 22px;margin: 22px 0\">\n<p style=\"margin: 0 0 6px;font-weight: bold;color: #e65100\">L\u01b0u \u00fd<\/p>\n<div>RAG kh\u00f4ng lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n c\u00e2u tr\u1ea3 l\u1eddi sai. Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, \u0111\u1ed9 ch\u00ednh x\u00e1c t\u00ecm ki\u1ebfm, prompt v\u00e0 c\u00e1ch x\u1eed l\u00fd khi kh\u00f4ng c\u00f3 c\u00e2u tr\u1ea3 l\u1eddi \u0111\u1ec1u c\u1ea7n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf c\u1ea9n th\u1eadn.<\/div>\n<\/div>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">X\u00e2y d\u1ef1ng RAG m\u1ea5t bao l\u00e2u?<\/h2>\n<p>D\u1ef1 \u00e1n RAG th\u01b0\u1eddng \u0111i theo tr\u00ecnh t\u1ef1: ki\u1ec3m ch\u1ee9ng k\u1ef9 thu\u1eadt \u2192 PoC \u2192 ph\u00e1t tri\u1ec3n ch\u00ednh th\u1ee9c \u2192 tri\u1ec3n khai to\u00e0n c\u00f4ng ty.<\/p>\n<div style=\"margin: 20px 0\">\n<table style=\"width: 100%;border-collapse: collapse;min-width: 560px;font-size: 0.95em\">\n<caption style=\"caption-side: top;text-align: left;font-weight: bold;padding: 0 0 8px\">Th\u1eddi gian tham kh\u1ea3o theo giai \u0111o\u1ea1n<\/caption>\n<thead>\n<tr>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">Giai \u0111o\u1ea1n<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">Th\u1eddi gian<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">M\u1ee5c \u0111\u00edch ch\u00ednh<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Ki\u1ec3m ch\u1ee9ng k\u1ef9 thu\u1eadt \/ Prototype<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">2\u20134 tu\u1ea7n<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Ki\u1ec3m tra t\u00ecm ki\u1ebfm v\u00e0 tr\u1ea3 l\u1eddi v\u1edbi d\u1eef li\u1ec7u gi\u1edbi h\u1ea1n<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>PoC quy m\u00f4 nh\u1ecf<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">1\u20132 th\u00e1ng<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">\u0110\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 v\u1edbi d\u1eef li\u1ec7u th\u1ef1c<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>PoC d\u1eef li\u1ec7u h\u1ed7n h\u1ee3p<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">2\u20133 th\u00e1ng<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Ki\u1ec3m ch\u1ee9ng k\u1ebft h\u1ee3p t\u00e0i li\u1ec7u v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>H\u1ec7 th\u1ed1ng ch\u00ednh th\u1ee9c cho m\u1ed9t b\u1ed9 ph\u1eadn<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">2\u20134 th\u00e1ng<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">X\u00e1c th\u1ef1c, ph\u00e2n quy\u1ec1n, ghi log, t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Tri\u1ec3n khai to\u00e0n c\u00f4ng ty \/ cho kh\u00e1ch h\u00e0ng<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u1eeb 4\u20138 th\u00e1ng<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u00ednh s\u1eb5n s\u00e0ng cao, ki\u1ec3m to\u00e1n, m\u1edf r\u1ed9ng nhi\u1ec1u b\u1ed9 ph\u1eadn<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Ki\u1ec3m ch\u1ee9ng k\u1ef9 thu\u1eadt 2\u20134 tu\u1ea7n thu h\u1eb9p ph\u1ea1m vi t\u00e0i li\u1ec7u v\u00e0 c\u00e2u h\u1ecfi \u0111\u1ec3 x\u00e1c nh\u1eadn t\u00ednh kh\u1ea3 thi. PoC nghi\u1ec7p v\u1ee5 d\u00f9ng ch\u00ednh c\u00e2u h\u1ecfi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng th\u1ef1c \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c t\u00ecm ki\u1ebfm, ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 hi\u1ec7u qu\u1ea3 kinh doanh. N\u1ebfu c\u1ea7n chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u ho\u1eb7c t\u00edch h\u1ee3p nhi\u1ec1u h\u1ec7 th\u1ed1ng, th\u1eddi gian c\u00f3 th\u1ec3 k\u00e9o d\u00e0i 2\u20133 th\u00e1ng.<\/p>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">Chi ph\u00ed x\u00e2y d\u1ef1ng RAG<\/h2>\n<p>Kh\u00f4ng c\u00f3 m\u1ee9c gi\u00e1 chu\u1ea9n cho h\u1ec7 th\u1ed1ng RAG. Tham kh\u1ea3o th\u00f4ng tin c\u00f4ng khai v\u1ec1 ph\u00e1t tri\u1ec3n RAG t\u1ea1i th\u1ecb tr\u01b0\u1eddng Nh\u1eadt B\u1ea3n, m\u1ee9c ng\u00e2n s\u00e1ch ph\u1ed5 bi\u1ebfn nh\u01b0 sau:<\/p>\n<div style=\"margin: 20px 0\">\n<table style=\"width: 100%;border-collapse: collapse;min-width: 560px;font-size: 0.95em\">\n<caption style=\"caption-side: top;text-align: left;font-weight: bold;padding: 0 0 8px\">Chi ph\u00ed tham kh\u1ea3o theo quy m\u00f4 (th\u1ecb tr\u01b0\u1eddng Nh\u1eadt B\u1ea3n, \u0111\u01a1n v\u1ecb: y\u00ean)<\/caption>\n<thead>\n<tr>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">Quy m\u00f4<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">Chi ph\u00ed tham kh\u1ea3o<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">Ph\u1ea1m vi th\u01b0\u1eddng bao g\u1ed3m<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Prototype<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">0,5\u20132 tri\u1ec7u y\u00ean<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">D\u1eef li\u1ec7u gi\u1edbi h\u1ea1n, t\u00ecm ki\u1ebfm v\u00e0 tr\u1ea3 l\u1eddi c\u01a1 b\u1ea3n<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>PoC quy m\u00f4 nh\u1ecf<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">1,5\u20135 tri\u1ec7u y\u00ean<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">L\u00e0m r\u00f5 y\u00eau c\u1ea7u, x\u1eed l\u00fd d\u1eef li\u1ec7u, \u0111\u00e1nh gi\u00e1 \u0111\u1ed9 ch\u00ednh x\u00e1c<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>PoC d\u1eef li\u1ec7u h\u1ed7n h\u1ee3p<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u1eeb 3\u20138 tri\u1ec7u y\u00ean<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u00edch h\u1ee3p t\u00e0i li\u1ec7u v\u00e0 CSDL, \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>H\u1ec7 th\u1ed1ng ch\u00ednh th\u1ee9c cho m\u1ed9t b\u1ed9 ph\u1eadn<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u1eeb 5\u201315 tri\u1ec7u y\u00ean<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">X\u00e1c th\u1ef1c, ph\u00e2n quy\u1ec1n, ghi log, t\u00edch h\u1ee3p b\u00ean ngo\u00e0i<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>H\u1ec7 th\u1ed1ng to\u00e0n c\u00f4ng ty \/ cho kh\u00e1ch h\u00e0ng<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">B\u00e1o gi\u00e1 ri\u00eang<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u00ednh s\u1eb5n s\u00e0ng cao, ki\u1ec3m to\u00e1n, ch\u1ecbu t\u1ea3i<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p style=\"font-size: 0.85em;color: #607d8b;margin: -8px 0 20px\">*\u01af\u1edbc t\u00ednh s\u01a1 b\u1ed9 c\u1ee7a th\u1ecb tr\u01b0\u1eddng, kh\u00f4ng ph\u1ea3i b\u1ea3ng gi\u00e1 c\u1ee7a BAP. Chi ph\u00ed th\u1ef1c t\u1ebf \u0111\u01b0\u1ee3c t\u00ednh sau khi xem x\u00e9t nghi\u1ec7p v\u1ee5, d\u1eef li\u1ec7u, \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ea7n thi\u1ebft, t\u00edch h\u1ee3p v\u00e0 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt.<\/p>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">6 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh chi ph\u00ed RAG<\/h2>\n<div style=\"margin: 20px 0\">\n<table style=\"width: 100%;border-collapse: collapse;min-width: 560px;font-size: 0.95em\">\n<thead>\n<tr>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">Y\u1ebfu t\u1ed1<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">\u1ea2nh h\u01b0\u1edfng \u0111\u1ebfn chi ph\u00ed v\u00e0 th\u1eddi gian<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Lo\u1ea1i d\u1eef li\u1ec7u<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">RAG ch\u1ec9 t\u00ecm ki\u1ebfm t\u00e0i li\u1ec7u c\u00f3 ph\u1ea1m vi kh\u00e1c v\u1edbi h\u1ec7 th\u1ed1ng k\u1ebft h\u1ee3p Excel v\u00e0 CSDL. C\u1ea7n thi\u1ebft k\u1ebf theo d\u1eef li\u1ec7u, v\u00ed d\u1ee5 SQL cho d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, t\u00ecm ki\u1ebfm vector cho t\u00e0i li\u1ec7u<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>T\u00ecnh tr\u1ea1ng d\u1eef li\u1ec7u<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u00e0i li\u1ec7u c\u0169, t\u1ec7p tr\u00f9ng l\u1eb7p, nhi\u1ec1u phi\u00ean b\u1ea3n l\u1eabn l\u1ed9n s\u1ebd t\u1ed1n th\u1eddi gian l\u00e0m s\u1ea1ch. PDF scan, h\u00ecnh \u1ea3nh, b\u1ea3ng ph\u1ee9c t\u1ea1p c\u1ea7n th\u00eam OCR ho\u1eb7c ph\u00e2n t\u00edch b\u1ed1 c\u1ee5c<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>\u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ea7n thi\u1ebft<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">T\u00ecm ki\u1ebfm n\u1ed9i b\u1ed9 th\u00f4ng th\u01b0\u1eddng v\u00e0 nghi\u1ec7p v\u1ee5 h\u1ee3p \u0111\u1ed3ng, t\u00e0i ch\u00ednh, qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng \u0111\u00f2i h\u1ecfi \u0111\u1ed9 ch\u00ednh x\u00e1c r\u1ea5t kh\u00e1c nhau. Nghi\u1ec7p v\u1ee5 quan tr\u1ecdng c\u1ea7n th\u00eam d\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1 v\u00e0 b\u01b0\u1edbc ph\u00ea duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Ph\u00e2n quy\u1ec1n truy c\u1eadp<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Thi\u1ebft k\u1ebf ph\u1ee9c t\u1ea1p h\u01a1n nhi\u1ec1u khi quy\u1ec1n xem ph\u1ee5 thu\u1ed9c ph\u00f2ng ban, ch\u1ee9c v\u1ee5. N\u00ean x\u00e1c nh\u1eadn y\u00eau c\u1ea7u ph\u00e2n quy\u1ec1n ngay t\u1eeb giai \u0111o\u1ea1n PoC<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>T\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">K\u1ebft n\u1ed1i SharePoint, Google Drive, Box, CRM, ERP hay h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd t\u00e0i li\u1ec7u c\u1ea7n thi\u1ebft k\u1ebf API, x\u00e1c th\u1ef1c v\u00e0 \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>V\u1eadn h\u00e0nh sau tri\u1ec3n khai<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">C\u1eadp nh\u1eadt t\u00e0i li\u1ec7u, gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi, ki\u1ec3m so\u00e1t chi ph\u00ed API, x\u1eed l\u00fd s\u1ef1 c\u1ed1, c\u1eadp nh\u1eadt m\u00f4 h\u00ecnh \u2014 ph\u00e1t sinh ph\u00ed b\u1ea3o tr\u00ec h\u1eb1ng th\u00e1ng ngo\u00e0i chi ph\u00ed x\u00e2y d\u1ef1ng ban \u0111\u1ea7u<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">Kh\u00e1c bi\u1ec7t gi\u1eefa Prototype, PoC v\u00e0 ph\u00e1t tri\u1ec3n ch\u00ednh th\u1ee9c<\/h2>\n<div style=\"margin: 20px 0\">\n<table style=\"width: 100%;border-collapse: collapse;min-width: 560px;font-size: 0.95em\">\n<thead>\n<tr>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">Giai \u0111o\u1ea1n<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">M\u1ee5c ti\u00eau<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">S\u1ea3n ph\u1ea9m ch\u00ednh<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Prototype<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">X\u00e1c nh\u1eadn c\u01a1 ch\u1ebf RAG c\u01a1 b\u1ea3n ho\u1ea1t \u0111\u1ed9ng<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Giao di\u1ec7n \u0111\u01a1n gi\u1ea3n, ch\u1ec9 m\u1ee5c t\u00ecm ki\u1ebfm gi\u1edbi h\u1ea1n, ch\u1ee9c n\u0103ng tr\u1ea3 l\u1eddi c\u01a1 b\u1ea3n (th\u01b0\u1eddng ch\u01b0a \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 nghi\u1ec7p v\u1ee5 hay ph\u00e2n quy\u1ec1n)<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>PoC<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Ki\u1ec3m ch\u1ee9ng kh\u1ea3 n\u0103ng \u00e1p d\u1ee5ng v\u00e0o nghi\u1ec7p v\u1ee5 b\u1eb1ng d\u1eef li\u1ec7u th\u1ef1c v\u00e0 c\u00e2u h\u1ecfi ti\u00eau bi\u1ec3u<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">H\u1ec7 th\u1ed1ng ki\u1ec3m ch\u1ee9ng, b\u1ed9 c\u00e2u h\u1ecfi \u0111\u00e1nh gi\u00e1 v\u00e0 \u0111\u00e1p \u00e1n k\u1ef3 v\u1ecdng, k\u1ebft qu\u1ea3 \u0111\u00e1nh gi\u00e1, v\u1ea5n \u0111\u1ec1 v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u1ea3i ti\u1ebfn, ki\u1ebfn tr\u00fac \u0111\u1ec1 xu\u1ea5t, l\u1ecbch tr\u00ecnh s\u01a1 b\u1ed9 cho giai \u0111o\u1ea1n ch\u00ednh th\u1ee9c<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Ph\u00e1t tri\u1ec3n ch\u00ednh th\u1ee9c<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">\u0110\u1ea3m b\u1ea3o d\u00f9ng an to\u00e0n trong c\u00f4ng vi\u1ec7c h\u1eb1ng ng\u00e0y<\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">X\u00e1c th\u1ef1c, ph\u00e2n quy\u1ec1n, log thao t\u00e1c v\u00e0 ki\u1ec3m to\u00e1n, c\u1eadp nh\u1eadt d\u1eef li\u1ec7u, gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 chi ph\u00ed API, sao l\u01b0u, x\u1eed l\u00fd s\u1ef1 c\u1ed1, b\u1ea3o m\u1eadt<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div style=\"background: #f1f6fd;border-left: 5px solid #0d47a1;border-radius: 0 8px 8px 0;padding: 16px 22px;margin: 22px 0\">\n<p style=\"margin: 0 0 6px;font-weight: bold;color: #0d47a1\">\u0110i\u1ec3m m\u1ea5u ch\u1ed1t<\/p>\n<div>\u201cPoC tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c\u201d v\u00e0 \u201cv\u1eadn h\u00e0nh \u1ed5n \u0111\u1ecbnh trong m\u00f4i tr\u01b0\u1eddng ch\u00ednh th\u1ee9c\u201d l\u00e0 hai chuy\u1ec7n kh\u00e1c nhau. H\u00e3y t\u00ednh \u0111\u1ebfn y\u00eau c\u1ea7u v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c ngay t\u1eeb giai \u0111o\u1ea1n PoC.<\/div>\n<\/div>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">Quy tr\u00ecnh x\u00e2y d\u1ef1ng RAG: 6 b\u01b0\u1edbc<\/h2>\n<div style=\"display: flex;gap: 14px;align-items: flex-start;border: 1px solid #dfe5ee;background: #f1f6fd;border-radius: 8px;padding: 14px 18px;margin: 0 0 12px\">\n<div style=\"flex: 0 0 36px;height: 36px;border-radius: 50%;background: #0d47a1;color: #fff;font-weight: bold;text-align: center;line-height: 36px\">1<\/div>\n<div style=\"flex: 1\">\n<h3 style=\"margin: 0 0 6px;font-size: 1.05em\">X\u00e1c \u0111\u1ecbnh b\u00e0i to\u00e1n nghi\u1ec7p v\u1ee5<\/h3>\n<p>\u201cGi\u00fap t\u00ecm ki\u1ebfm th\u00f4ng tin n\u1ed9i b\u1ed9\u201d l\u00e0 ph\u1ea1m vi qu\u00e1 r\u1ed9ng. H\u00e3y c\u1ee5 th\u1ec3 h\u00f3a, v\u00e0 gi\u1edbi h\u1ea1n PoC \u0111\u1ea7u ti\u00ean trong m\u1ed9t nghi\u1ec7p v\u1ee5, ph\u00f2ng ban ho\u1eb7c s\u1ea3n ph\u1ea9m \u0111\u1ec3 d\u1ec5 \u0111\u00e1nh gi\u00e1.<\/p>\n<p style=\"margin: 12px 0 20px;line-height: 2.4\"><span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">H\u1ecfi \u0111\u00e1p quy \u0111\u1ecbnh nh\u00e2n s\u1ef1<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Tr\u1ea3 l\u1eddi h\u1ed7 tr\u1ee3 t\u1eeb h\u01b0\u1edbng d\u1eabn s\u1ea3n ph\u1ea9m<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Tra c\u1ee9u s\u1ef1 c\u1ed1 thi\u1ebft b\u1ecb tr\u01b0\u1edbc \u0111\u00e2y<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Ph\u00e2n t\u00edch ch\u00eanh l\u1ec7ch s\u1ed1 li\u1ec7u kinh doanh<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">T\u00ecm t\u00e0i li\u1ec7u \u0111\u1ec1 xu\u1ea5t cho \u0111\u1ed9i sales<\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"display: flex;gap: 14px;align-items: flex-start;border: 1px solid #dfe5ee;background: #f1f6fd;border-radius: 8px;padding: 14px 18px;margin: 0 0 12px\">\n<div style=\"flex: 0 0 36px;height: 36px;border-radius: 50%;background: #0d47a1;color: #fff;font-weight: bold;text-align: center;line-height: 36px\">2<\/div>\n<div style=\"flex: 1\">\n<h3 style=\"margin: 0 0 6px;font-size: 1.05em\">Ki\u1ec3m k\u00ea d\u1eef li\u1ec7u<\/h3>\n<p>Ki\u1ec3m tra \u0111\u1ecbnh d\u1ea1ng t\u1ec7p, s\u1ed1 l\u01b0\u1ee3ng t\u00e0i li\u1ec7u v\u00e0 dung l\u01b0\u1ee3ng, c\u1ea5u tr\u00fac CSDL, n\u01a1i l\u01b0u tr\u1eef, t\u1ea7n su\u1ea5t c\u1eadp nh\u1eadt, phi\u00ean b\u1ea3n c\u0169 v\u00e0 d\u1eef li\u1ec7u tr\u00f9ng, th\u00f4ng tin c\u00e1 nh\u00e2n v\u00e0 th\u00f4ng tin m\u1eadt, quy\u1ec1n truy c\u1eadp. S\u1ed1 li\u1ec7u Excel v\u00e0 t\u00e0i li\u1ec7u PDF c\u1ea7n c\u00e1ch t\u00ecm ki\u1ebfm kh\u00e1c nhau, v\u00ec v\u1eady h\u00e3y hi\u1ec3u r\u00f5 d\u1eef li\u1ec7u tr\u01b0\u1edbc khi thi\u1ebft k\u1ebf ph\u01b0\u01a1ng th\u1ee9c t\u00ecm ki\u1ebfm.<\/p>\n<\/div>\n<\/div>\n<div style=\"display: flex;gap: 14px;align-items: flex-start;border: 1px solid #dfe5ee;background: #f1f6fd;border-radius: 8px;padding: 14px 18px;margin: 0 0 12px\">\n<div style=\"flex: 0 0 36px;height: 36px;border-radius: 50%;background: #0d47a1;color: #fff;font-weight: bold;text-align: center;line-height: 36px\">3<\/div>\n<div style=\"flex: 1\">\n<h3 style=\"margin: 0 0 6px;font-size: 1.05em\">X\u00e2y d\u1ef1ng b\u1ed9 c\u00e2u h\u1ecfi \u0111\u00e1nh gi\u00e1<\/h3>\n<p>Thu th\u1eadp nh\u1eefng c\u00e2u h\u1ecfi ng\u01b0\u1eddi d\u00f9ng th\u1ef1c s\u1ef1 s\u1ebd h\u1ecfi. V\u1edbi m\u1ed7i c\u00e2u, x\u00e1c \u0111\u1ecbnh \u0111\u00e1p \u00e1n k\u1ef3 v\u1ecdng, t\u00e0i li\u1ec7u c\u1ea7n tham chi\u1ebfu, s\u1ed1 li\u1ec7u c\u1ea7n d\u00f9ng, c\u00e2u tr\u1ea3 l\u1eddi kh\u00f4ng ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c v\u00e0 khi n\u00e0o c\u1ea7n con ng\u01b0\u1eddi ki\u1ec3m tra. Kh\u00f4ng c\u00f3 b\u1ed9 c\u00e2u h\u1ecfi n\u00e0y, b\u1ea1n kh\u00f4ng th\u1ec3 bi\u1ebft c\u00e2u tr\u1ea3 l\u1eddi \u201cnghe h\u1ee3p l\u00fd\u201d c\u00f3 th\u1ef1c s\u1ef1 d\u00f9ng \u0111\u01b0\u1ee3c trong c\u00f4ng vi\u1ec7c hay kh\u00f4ng.<\/p>\n<\/div>\n<\/div>\n<div style=\"display: flex;gap: 14px;align-items: flex-start;border: 1px solid #dfe5ee;background: #f1f6fd;border-radius: 8px;padding: 14px 18px;margin: 0 0 12px\">\n<div style=\"flex: 0 0 36px;height: 36px;border-radius: 50%;background: #0d47a1;color: #fff;font-weight: bold;text-align: center;line-height: 36px\">4<\/div>\n<div style=\"flex: 1\">\n<h3 style=\"margin: 0 0 6px;font-size: 1.05em\">X\u00e2y d\u1ef1ng t\u1ea7ng t\u00ecm ki\u1ebfm<\/h3>\n<p>V\u1edbi t\u00e0i li\u1ec7u: tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n, chia \u0111o\u1ea1n (chunking), g\u1eafn metadata, t\u1ea1o embedding v\u00e0 l\u01b0u v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u vector. V\u1edbi d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac: ki\u1ec3m tra ki\u1ec3u d\u1eef li\u1ec7u, t\u00ean tr\u01b0\u1eddng, quan h\u1ec7 gi\u1eefa c\u00e1c b\u1ea3ng v\u00e0 logic t\u1ed5ng h\u1ee3p, r\u1ed3i \u0111\u01b0a v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7.<\/p>\n<\/div>\n<\/div>\n<div style=\"display: flex;gap: 14px;align-items: flex-start;border: 1px solid #dfe5ee;background: #f1f6fd;border-radius: 8px;padding: 14px 18px;margin: 0 0 12px\">\n<div style=\"flex: 0 0 36px;height: 36px;border-radius: 50%;background: #0d47a1;color: #fff;font-weight: bold;text-align: center;line-height: 36px\">5<\/div>\n<div style=\"flex: 1\">\n<h3 style=\"margin: 0 0 6px;font-size: 1.05em\">\u0110i\u1ec1u h\u01b0\u1edbng t\u1eebng lo\u1ea1i c\u00e2u h\u1ecfi<\/h3>\n<p>Ph\u00e2n lo\u1ea1i c\u00e2u h\u1ecfi: c\u00e2u h\u1ecfi v\u1ec1 t\u00e0i li\u1ec7u d\u00f9ng t\u00ecm ki\u1ebfm RAG, c\u00e2u h\u1ecfi v\u1ec1 s\u1ed1 li\u1ec7u d\u00f9ng SQL, c\u00e2u h\u1ecfi ph\u1ee9c h\u1ee3p d\u00f9ng c\u1ea3 hai, c\u00e2u h\u1ecfi ngo\u00e0i ph\u1ea1m vi th\u00ec t\u1eeb ch\u1ed1i tr\u1ea3 l\u1eddi. D\u00f9ng workflow \u0111\u1ecbnh s\u1eb5n khi quy tr\u00ecnh c\u1ed1 \u0111\u1ecbnh, v\u00e0 \u0111\u1ec3 AI t\u1ef1 l\u1eadp k\u1ebf ho\u1ea1ch khi c\u00e1c b\u01b0\u1edbc ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e2u h\u1ecfi.<\/p>\n<\/div>\n<\/div>\n<div style=\"display: flex;gap: 14px;align-items: flex-start;border: 1px solid #dfe5ee;background: #e8f5e9;border-radius: 8px;padding: 14px 18px;margin: 0 0 12px\">\n<div style=\"flex: 0 0 36px;height: 36px;border-radius: 50%;background: #2e7d32;color: #fff;font-weight: bold;text-align: center;line-height: 36px\">6<\/div>\n<div style=\"flex: 1\">\n<h3 style=\"margin: 0 0 6px;font-size: 1.05em\">\u0110\u00e1nh gi\u00e1 ri\u00eang t\u00ecm ki\u1ebfm v\u00e0 t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi<\/h3>\n<p>Khi c\u00e2u tr\u1ea3 l\u1eddi sai, c\u1ea7n x\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n: kh\u00f4ng t\u00ecm \u0111\u01b0\u1ee3c t\u00e0i li\u1ec7u li\u00ean quan, t\u00ecm \u0111\u00fang nh\u01b0ng t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi k\u00e9m, d\u00f9ng d\u1eef li\u1ec7u c\u0169, t\u00ednh to\u00e1n sai, th\u00eam n\u1ed9i dung kh\u00f4ng c\u00f3 c\u0103n c\u1ee9, hay truy xu\u1ea5t d\u1eef li\u1ec7u ngo\u00e0i quy\u1ec1n h\u1ea1n. T\u1eeb \u0111\u00f3 bi\u1ebft c\u1ea7n s\u1eeda d\u1eef li\u1ec7u, logic t\u00ecm ki\u1ebfm, prompt hay LLM. H\u01b0\u1edbng d\u1eabn \u201c<a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/architecture\/ai-ml\/guide\/rag\/rag-solution-design-and-evaluation-guide\" target=\"_blank\" rel=\"noopener\">Design and develop a RAG solution<\/a>\u201d c\u1ee7a Microsoft tr\u00ecnh b\u00e0y chi ti\u1ebft c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y.<\/p>\n<\/div>\n<\/div>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">D\u1ef1 \u00e1n th\u1ef1c t\u1ebf: PoC RAG 8 tu\u1ea7n cho nghi\u1ec7p v\u1ee5 qu\u1ea3n tr\u1ecb s\u1ed1 li\u1ec7u<\/h2>\n<p>BAP Solution Japan \u0111\u00e3 h\u1ed7 tr\u1ee3 m\u1ed9t doanh nghi\u1ec7p Nh\u1eadt B\u1ea3n th\u1ef1c hi\u1ec7n PoC \u1ee9ng d\u1ee5ng RAG v\u00e0 AI t\u1ea1o sinh cho nghi\u1ec7p v\u1ee5 qu\u1ea3n tr\u1ecb s\u1ed1 li\u1ec7u kinh doanh.<\/p>\n<div style=\"display: flex;flex-wrap: wrap;gap: 16px;margin: 20px 0\">\n<div style=\"flex: 1 1 260px;background: #ffebee;border-top: 4px solid #c62828;border-radius: 8px;padding: 18px 22px\">\n<h3 style=\"color: #c62828;margin: 0 0 10px;font-size: 1.1em\">B\u00e0i to\u00e1n<\/h3>\n<p>Vi\u1ec7c thu th\u1eadp s\u1ed1 li\u1ec7u kinh doanh t\u1eeb nhi\u1ec1u ngu\u1ed3n, chu\u1ea9n h\u00f3a \u0111\u1ecbnh d\u1ea1ng v\u00e0 t\u1ed5ng h\u1ee3p t\u1ed1n r\u1ea5t nhi\u1ec1u c\u00f4ng s\u1ee9c. Nh\u00e2n vi\u00ean c\u00f2n ph\u1ea3i l\u00e0m th\u1ee7 c\u00f4ng c\u00e1c vi\u1ec7c sau:<\/p>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\">Ki\u1ec3m tra ch\u00eanh l\u1ec7ch gi\u1eefa th\u1ef1c t\u1ebf v\u00e0 k\u1ebf ho\u1ea1ch<\/li>\n<li style=\"margin: 6px 0\">Truy t\u00ecm nguy\u00ean nh\u00e2n t\u1eeb d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9<\/li>\n<li style=\"margin: 6px 0\">\u0110\u1ec1 xu\u1ea5t bi\u1ec7n ph\u00e1p c\u1ea3i thi\u1ec7n<\/li>\n<li style=\"margin: 6px 0\">Chu\u1ea9n b\u1ecb t\u00e0i li\u1ec7u cho h\u1ecdp ban l\u00e3nh \u0111\u1ea1o<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex: 1 1 260px;background: #e8f5e9;border-top: 4px solid #2e7d32;border-radius: 8px;padding: 18px 22px\">\n<h3 style=\"color: #2e7d32;margin: 0 0 10px;font-size: 1.1em\">M\u1ee5c ti\u00eau PoC<\/h3>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\"><strong>K\u1ef9 thu\u1eadt:<\/strong> truy xu\u1ea5t ch\u00ednh x\u00e1c s\u1ed1 li\u1ec7u qu\u00e1 kh\u1ee9 v\u00e0 t\u00e0i li\u1ec7u li\u00ean quan<\/li>\n<li style=\"margin: 6px 0\"><strong>Nghi\u1ec7p v\u1ee5:<\/strong> \u0111\u00e1nh gi\u00e1 t\u00ednh h\u1ee3p l\u00fd c\u1ee7a gi\u1ea3i th\u00edch v\u00e0 \u0111\u1ec1 xu\u1ea5t do AI t\u1ea1o ra<\/li>\n<li style=\"margin: 6px 0\"><strong>M\u1ee5c ti\u00eau cu\u1ed1i:<\/strong> \u0111\u1ee7 ch\u1ea5t l\u01b0\u1ee3ng l\u00e0m b\u1ea3n nh\u00e1p b\u00e1o c\u00e1o cho ban l\u00e3nh \u0111\u1ea1o, lu\u00f4n c\u00f3 ng\u01b0\u1eddi ki\u1ec3m tra<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h3 style=\"margin: 28px 0 12px;color: #0d47a1\">K\u1ebf ho\u1ea1ch 8 tu\u1ea7n v\u00e0 \u0111\u1ed9i ng\u0169<\/h3>\n<p>D\u1ef1 \u00e1n k\u00e9o d\u00e0i 2 th\u00e1ng (8 tu\u1ea7n). Sau khi kh\u00e1ch h\u00e0ng gi\u1edbi thi\u1ec7u c\u1ea5u tr\u00fac v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u, BAP l\u00e0m r\u00f5 y\u00eau c\u1ea7u v\u00e0 ph\u00e1t tri\u1ec3n, ki\u1ec3m th\u1eed theo t\u1eebng ch\u1ee9c n\u0103ng. M\u1ed7i v\u00f2ng \u0111\u1ec1u \u0111\u01b0\u1ee3c ki\u1ec3m tra b\u1eb1ng d\u1eef li\u1ec7u th\u1ef1c, ph\u1ea3n h\u1ed3i \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n c\u00e1ch tr\u1ea3 l\u1eddi v\u00e0 logic x\u1eed l\u00fd. \u1ede giai \u0111o\u1ea1n cu\u1ed1i, \u0111\u1ed9i ng\u0169 ho\u00e0n thi\u1ec7n m\u00f4i tr\u01b0\u1eddng c\u00f9ng t\u00e0i li\u1ec7u v\u00e0 b\u00e0n giao \u0111\u00fang ti\u1ebfn \u0111\u1ed9.<\/p>\n<p style=\"margin: 12px 0 20px;line-height: 2.4\"><span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Qu\u1ea3n l\u00fd d\u1ef1 \u00e1n<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">BrSE (Bridge SE) ti\u1ebfng Nh\u1eadt<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">K\u1ef9 s\u01b0 AI<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">K\u1ef9 s\u01b0 full-stack<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">K\u1ef9 s\u01b0 h\u1ea1 t\u1ea7ng<\/span><\/p>\n<p>\u0110\u1ed9i ng\u0169 \u0111\u1ea3m nh\u1eadn tr\u1ecdn v\u1eb9n t\u1eeb m\u00f4 h\u00ecnh AI \u0111\u1ebfn y\u00eau c\u1ea7u nghi\u1ec7p v\u1ee5, c\u01a1 s\u1edf d\u1eef li\u1ec7u, \u1ee9ng d\u1ee5ng web v\u00e0 h\u1ea1 t\u1ea7ng cloud. T\u00ecm hi\u1ec3u th\u00eam trong b\u00e0i \u201c<a href=\"https:\/\/bap-software.net\/knowledge\/vietnam-ai-development-company-japan\/\">\u0110\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n AI cho doanh nghi\u1ec7p Nh\u1eadt B\u1ea3n<\/a>\u201d.<\/p>\n<h3 style=\"margin: 28px 0 12px;color: #0d47a1\">C\u00f4ng ngh\u1ec7 s\u1eed d\u1ee5ng<\/h3>\n<div style=\"margin: 20px 0\">\n<table style=\"width: 100%;border-collapse: collapse;min-width: 560px;font-size: 0.95em\">\n<thead>\n<tr>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">H\u1ea1ng m\u1ee5c<\/th>\n<th style=\"background: #0d47a1;color: #fff;padding: 10px 12px;border: 1px solid #0d47a1;text-align: left\">C\u00f4ng ngh\u1ec7<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>N\u1ec1n t\u1ea3ng AI<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Amazon Bedrock<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>LLM<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Claude Sonnet 4.5<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>RAG \/ t\u00ecm ki\u1ebfm vector<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">PostgreSQL, pgvector<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Backend<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">Python, FastAPI, Uvicorn, Gunicorn<\/td>\n<\/tr>\n<tr style=\"background: #fff\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>Frontend<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">React, TypeScript<\/td>\n<\/tr>\n<tr style=\"background: #f7f9fc\">\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\"><strong>D\u1eef li\u1ec7u<\/strong><\/td>\n<td style=\"padding: 10px 12px;border: 1px solid #dfe5ee;vertical-align: top\">D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac nh\u01b0 Excel; d\u1eef li\u1ec7u tri th\u1ee9c nh\u01b0 t\u00e0i li\u1ec7u Office<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p style=\"font-size: 0.85em;color: #607d8b;margin: -8px 0 20px\">*L\u1ef1a ch\u1ecdn d\u1ef1a tr\u00ean y\u00eau c\u1ea7u v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u c\u1ee7a PoC n\u00e0y. V\u1edbi d\u1ef1 \u00e1n th\u1ef1c t\u1ebf, LLM v\u00e0 h\u1ea1 t\u1ea7ng \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh sau khi xem x\u00e9t kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u, b\u1ea3o m\u1eadt, m\u00f4i tr\u01b0\u1eddng hi\u1ec7n c\u00f3 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ea7n thi\u1ebft.<\/p>\n<h3 style=\"margin: 28px 0 12px;color: #0d47a1\">Ki\u1ebfn tr\u00fac k\u1ebft h\u1ee3p SQL v\u00e0 RAG<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1774\" height=\"887\" class=\"alignnone size-full wp-image-165232\" src=\"https:\/\/cdn.bap-software.net\/2026\/10\/22175023\/Anh-ChatGPT-19_49_52-22-thg-10-2026.png\" alt=\"\" \/><\/p>\n<p>Thay v\u00ec \u0111\u01b0a m\u1ecdi c\u00e2u h\u1ecfi qua t\u00ecm ki\u1ebfm vector, PoC \u00e1p d\u1ee5ng ki\u1ebfn tr\u00fac <strong>linh ho\u1ea1t chuy\u1ec3n gi\u1eefa t\u00ecm ki\u1ebfm SQL v\u00e0 t\u00ecm ki\u1ebfm RAG t\u00f9y theo c\u00e2u h\u1ecfi<\/strong>.<\/p>\n<div style=\"display: flex;flex-wrap: wrap;gap: 10px;margin: 20px 0;align-items: stretch\">\n<div style=\"flex: 1 1 170px;background: #e3f2fd;border: 1px solid #90b4e6;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 1<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">N\u1ea1p d\u1eef li\u1ec7u<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">T\u00e0i li\u1ec7u Office \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch, chia \u0111o\u1ea1n, l\u01b0u embedding v\u00e0 metadata v\u00e0o vector DB. D\u1eef li\u1ec7u Excel \u0111\u01b0\u1ee3c ki\u1ec3m tra r\u1ed3i \u0111\u01b0a v\u00e0o PostgreSQL<\/p>\n<\/div>\n<div style=\"flex: 1 1 170px;background: #e8f5e9;border: 1px solid #a5d6a7;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 2<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">Intent Router<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">Ph\u00e2n lo\u1ea1i c\u00e2u h\u1ecfi. C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p d\u00f9ng workflow \u0111\u1ecbnh s\u1eb5n; c\u00e2u h\u1ecfi m\u1edf \u0111\u1ec3 AI t\u1ef1 l\u1eadp k\u1ebf ho\u1ea1ch<\/p>\n<\/div>\n<div style=\"flex: 1 1 170px;background: #e3f2fd;border: 1px solid #90b4e6;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 3<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">T\u00ecm ki\u1ebfm SQL<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">SQL Tool l\u1ea5y ch\u00ednh x\u00e1c s\u1ed1 li\u1ec7u doanh thu, k\u1ebf ho\u1ea1ch, th\u1ef1c t\u1ebf t\u1eeb PostgreSQL<\/p>\n<\/div>\n<div style=\"flex: 1 1 170px;background: #e8f5e9;border: 1px solid #a5d6a7;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 4<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">T\u00ecm ki\u1ebfm RAG<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">RAG Tool truy xu\u1ea5t quy t\u1eafc nghi\u1ec7p v\u1ee5 v\u00e0 t\u00e0i li\u1ec7u c\u0169 b\u1eb1ng t\u00ecm ki\u1ebfm vector, gi\u1eef l\u1ea1i ngu\u1ed3n tham chi\u1ebfu<\/p>\n<\/div>\n<div style=\"flex: 1 1 170px;background: #e3f2fd;border: 1px solid #90b4e6;border-radius: 8px;padding: 12px 14px\">\n<p style=\"margin: 0 0 4px;font-size: 0.8em;font-weight: bold;color: #0d47a1\">STEP 5<\/p>\n<p style=\"margin: 0 0 4px;font-weight: bold\">K\u1ebft h\u1ee3p &amp; tr\u1ea3 l\u1eddi<\/p>\n<p style=\"margin: 0;font-size: 0.9em\">G\u1ed9p k\u1ebft qu\u1ea3 th\u00e0nh m\u1ed9t ng\u1eef c\u1ea3nh; Claude Sonnet 4.5 t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 gi\u1ea3i th\u00edch, k\u00e8m ngu\u1ed3n<\/p>\n<\/div>\n<\/div>\n<p>V\u00ed d\u1ee5 v\u1edbi c\u00e2u h\u1ecfi \u201cCho bi\u1ebft ch\u00eanh l\u1ec7ch gi\u1eefa k\u1ebf ho\u1ea1ch v\u00e0 th\u1ef1c t\u1ebf, gi\u1ea3i th\u00edch nguy\u00ean nh\u00e2n d\u1ef1a tr\u00ean b\u00e1o c\u00e1o tr\u01b0\u1edbc \u0111\u00e2y\u201d, h\u1ec7 th\u1ed1ng l\u1ea5y s\u1ed1 li\u1ec7u t\u1eeb PostgreSQL, t\u00ecm t\u00e0i li\u1ec7u li\u00ean quan b\u1eb1ng RAG, k\u1ebft h\u1ee3p c\u1ea3 hai r\u1ed3i t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi. C\u00e1ch l\u00e0m n\u00e0y cho k\u1ebft qu\u1ea3 ph\u00f9 h\u1ee3p v\u1edbi nghi\u1ec7p v\u1ee5 qu\u1ea3n tr\u1ecb s\u1ed1 li\u1ec7u h\u01a1n h\u1eb3n RAG ch\u1ec9 t\u00ecm ki\u1ebfm t\u00e0i li\u1ec7u.<\/p>\n<h3 style=\"margin: 28px 0 12px;color: #0d47a1\">Ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 v\u00e0 k\u1ebft qu\u1ea3<\/h3>\n<p>C\u00e2u h\u1ecfi kh\u00f4ng ph\u1ea3i \u201cAI c\u00f3 vi\u1ebft \u0111\u01b0\u1ee3c kh\u00f4ng?\u201d m\u00e0 l\u00e0 <strong>\u201cAI c\u00f3 d\u00f9ng \u0111\u01b0\u1ee3c cho nghi\u1ec7p v\u1ee5 qu\u1ea3n tr\u1ecb s\u1ed1 li\u1ec7u kh\u00f4ng?\u201d<\/strong>. Nh\u00f3m ki\u1ec3m tra kh\u1ea3 n\u0103ng l\u1ea5y \u0111\u00fang s\u1ed1 li\u1ec7u qu\u00e1 kh\u1ee9, t\u00ecm \u0111\u00fang t\u00e0i li\u1ec7u, gi\u1ea3i th\u00edch ch\u00eanh l\u1ec7ch h\u1ee3p l\u00fd, \u0111\u1ec1 xu\u1ea5t d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ed1ng k\u00ea, l\u1eadp lu\u1eadn thuy\u1ebft ph\u1ee5c, t\u1ea1o b\u1ea3n nh\u00e1p b\u00e1o c\u00e1o d\u00f9ng \u0111\u01b0\u1ee3c v\u00e0 xu\u1ea5t k\u1ebft qu\u1ea3 \u0111\u1ec3 nh\u00e2n vi\u00ean d\u1ec5 ki\u1ec3m tra, ch\u1ec9nh s\u1eeda. K\u1ebft qu\u1ea3 c\u1ee7a AI kh\u00f4ng bao gi\u1edd \u0111\u01b0\u1ee3c d\u00f9ng tr\u1ef1c ti\u1ebfp \u0111\u1ec3 ra quy\u1ebft \u0111\u1ecbnh; nh\u00e2n vi\u00ean lu\u00f4n ki\u1ec3m tra ngu\u1ed3n v\u00e0 ch\u1ec9nh s\u1eeda khi c\u1ea7n.<\/p>\n<div style=\"display: flex;flex-wrap: wrap;gap: 16px;margin: 20px 0\">\n<div style=\"flex: 1 1 150px;background: #f1f6fd;border: 1px solid #c5d8f3;border-radius: 8px;padding: 16px;text-align: center\">\n<p style=\"margin: 0;font-size: 1.6em;font-weight: bold;color: #0d47a1;line-height: 1.2\">8 tu\u1ea7n<\/p>\n<p style=\"margin: 6px 0 0;font-size: 0.9em\">Ho\u00e0n th\u00e0nh PoC \u0111\u00fang ti\u1ebfn \u0111\u1ed9<\/p>\n<\/div>\n<div style=\"flex: 1 1 150px;background: #f1f6fd;border: 1px solid #c5d8f3;border-radius: 8px;padding: 16px;text-align: center\">\n<p style=\"margin: 0;font-size: 1.6em;font-weight: bold;color: #0d47a1;line-height: 1.2\">SQL + RAG<\/p>\n<p style=\"margin: 6px 0 0;font-size: 0.9em\">H\u1ee3p nh\u1ea5t d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 t\u00e0i li\u1ec7u<\/p>\n<\/div>\n<div style=\"flex: 1 1 150px;background: #f1f6fd;border: 1px solid #c5d8f3;border-radius: 8px;padding: 16px;text-align: center\">\n<p style=\"margin: 0;font-size: 1.6em;font-weight: bold;color: #0d47a1;line-height: 1.2\">Truy v\u1ebft \u0111\u01b0\u1ee3c<\/p>\n<p style=\"margin: 6px 0 0;font-size: 0.9em\">M\u1ed7i c\u00e2u tr\u1ea3 l\u1eddi \u0111\u1ec1u g\u1eafn v\u1edbi ngu\u1ed3n<\/p>\n<\/div>\n<div style=\"flex: 1 1 150px;background: #f1f6fd;border: 1px solid #c5d8f3;border-radius: 8px;padding: 16px;text-align: center\">\n<p style=\"margin: 0;font-size: 1.6em;font-weight: bold;color: #0d47a1;line-height: 1.2\">\u0110\u00e3 b\u00e0n giao<\/p>\n<p style=\"margin: 6px 0 0;font-size: 0.9em\">M\u00f4i tr\u01b0\u1eddng PoC v\u00e0 t\u00e0i li\u1ec7u li\u00ean quan<\/p>\n<\/div>\n<\/div>\n<p>\u0110\u1ed9i ng\u0169 \u0111\u00e3 ki\u1ec3m ch\u1ee9ng nghi\u1ec7p v\u1ee5 so\u1ea1n b\u1ea3n nh\u00e1p b\u00e1o c\u00e1o cho ban l\u00e3nh \u0111\u1ea1o v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c ph\u1ea3n h\u1ed3i t\u00edch c\u1ef1c t\u1eeb kh\u00e1ch h\u00e0ng.<\/p>\n<p style=\"font-size: 0.85em;color: #607d8b;margin: -8px 0 20px\">*C\u00e1c ch\u1ec9 s\u1ed1 ch\u01b0a \u0111\u01b0\u1ee3c x\u00e1c nh\u1eadn, nh\u01b0 t\u1ef7 l\u1ec7 gi\u1ea3m c\u00f4ng s\u1ee9c hay \u0111\u1ed9 ch\u00ednh x\u00e1c c\u00e2u tr\u1ea3 l\u1eddi, kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o k\u1ebft qu\u1ea3.<\/p>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">Ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 PoC RAG th\u00e0nh c\u00f4ng<\/h2>\n<p>\u201cAI ch\u1ea1y \u0111\u01b0\u1ee3c\u201d ch\u01b0a ph\u1ea3i l\u00e0 th\u00e0nh c\u00f4ng. Ngo\u00e0i \u0111\u1ed9 ch\u00ednh x\u00e1c, h\u00e3y ki\u1ec3m tra c\u00e1c \u0111i\u1ec1u ki\u1ec7n sau v\u1edbi t\u1ea7m nh\u00ecn h\u01b0\u1edbng t\u1edbi v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c:<\/p>\n<div style=\"display: flex;flex-wrap: wrap;gap: 16px;margin: 20px 0\">\n<div style=\"flex: 1 1 260px;background: #f1f6fd;border-top: 4px solid #0d47a1;border-radius: 8px;padding: 18px 22px\">\n<h3 style=\"color: #0d47a1;margin: 0 0 10px;font-size: 1.1em\">Ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 r\u1ee7i ro<\/h3>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\">Truy xu\u1ea5t \u0111\u01b0\u1ee3c t\u00e0i li\u1ec7u v\u00e0 d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft<\/li>\n<li style=\"margin: 6px 0\">C\u00e2u tr\u1ea3 l\u1eddi c\u00f3 c\u0103n c\u1ee9, ng\u01b0\u1eddi d\u00f9ng xem \u0111\u01b0\u1ee3c ngu\u1ed3n<\/li>\n<li style=\"margin: 6px 0\">N\u1eafm \u0111\u01b0\u1ee3c c\u00e1c \u0111i\u1ec1u ki\u1ec7n d\u1eabn \u0111\u1ebfn tr\u1ea3 l\u1eddi sai<\/li>\n<li style=\"margin: 6px 0\">X\u1eed l\u00fd ph\u00f9 h\u1ee3p c\u00e2u h\u1ecfi kh\u00f4ng th\u1ec3 tr\u1ea3 l\u1eddi<\/li>\n<li style=\"margin: 6px 0\">Ph\u1ea1m vi c\u1ea7n con ng\u01b0\u1eddi ki\u1ec3m tra \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex: 1 1 260px;background: #e8f5e9;border-top: 4px solid #2e7d32;border-radius: 8px;padding: 18px 22px\">\n<h3 style=\"color: #2e7d32;margin: 0 0 10px;font-size: 1.1em\">Nghi\u1ec7p v\u1ee5 v\u00e0 v\u1eadn h\u00e0nh<\/h3>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\">C\u00f3 hi\u1ec7u qu\u1ea3 r\u00f5 r\u00e0ng so v\u1edbi c\u00e1ch l\u00e0m hi\u1ec7n t\u1ea1i (v\u00ed d\u1ee5 ti\u1ebft ki\u1ec7m th\u1eddi gian)<\/li>\n<li style=\"margin: 6px 0\">\u01af\u1edbc t\u00ednh \u0111\u01b0\u1ee3c chi ph\u00ed v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c v\u00e0 trong m\u1ee9c ch\u1ea5p nh\u1eadn<\/li>\n<li style=\"margin: 6px 0\">\u0110\u00e3 c\u00f3 c\u00e1ch c\u1eadp nh\u1eadt d\u1eef li\u1ec7u v\u00e0 ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch v\u1eadn h\u00e0nh<\/li>\n<li style=\"margin: 6px 0\">\u0110\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u b\u1ea3o m\u1eadt<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div style=\"background: #fff3e0;border-left: 5px solid #e65100;border-radius: 0 8px 8px 0;padding: 16px 22px;margin: 22px 0\">\n<p style=\"margin: 0 0 6px;font-weight: bold;color: #e65100\">V\u1edbi nghi\u1ec7p v\u1ee5 r\u1ee7i ro cao<\/p>\n<div>Kh\u00f4ng d\u00f9ng nguy\u00ean c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a AI. H\u00e3y \u0111\u01b0a b\u01b0\u1edbc ki\u1ec3m tra v\u00e0 ph\u00ea duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi v\u00e0o quy tr\u00ecnh.<\/div>\n<\/div>\n<h2><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" class=\"alignnone size-full wp-image-165233\" src=\"https:\/\/cdn.bap-software.net\/2026\/10\/22175052\/Anh-ChatGPT-19_49_59-22-thg-10-2026.png\" alt=\"\" \/><\/h2>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">C\u1ea7n chu\u1ea9n b\u1ecb g\u00ec tr\u01b0\u1edbc khi y\u00eau c\u1ea7u b\u00e1o gi\u00e1?<\/h2>\n<p>Chu\u1ea9n b\u1ecb s\u1eb5n c\u00e1c th\u00f4ng tin sau tr\u01b0\u1edbc khi trao \u0111\u1ed5i v\u1edbi \u0111\u01a1n v\u1ecb ph\u00e1t tri\u1ec3n RAG s\u1ebd gi\u00fap x\u00e1c \u0111\u1ecbnh ph\u1ea1m vi PoC v\u00e0 b\u00e1o gi\u00e1 ch\u00ednh x\u00e1c h\u01a1n:<\/p>\n<p style=\"margin: 12px 0 20px;line-height: 2.4\"><span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">V\u1ea5n \u0111\u1ec1 nghi\u1ec7p v\u1ee5 c\u1ea7n gi\u1ea3i quy\u1ebft<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Ng\u01b0\u1eddi d\u00f9ng m\u1ee5c ti\u00eau<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">T\u00e0i li\u1ec7u v\u00e0 CSDL trong ph\u1ea1m vi<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">\u0110\u1ecbnh d\u1ea1ng v\u00e0 n\u01a1i l\u01b0u d\u1eef li\u1ec7u<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">V\u00ed d\u1ee5 c\u00e2u h\u1ecfi th\u1ef1c t\u1ebf<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">C\u00e2u tr\u1ea3 l\u1eddi k\u1ef3 v\u1ecdng<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Y\u00eau c\u1ea7u ph\u00e2n quy\u1ec1n<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">H\u1ec7 th\u1ed1ng c\u1ea7n t\u00edch h\u1ee3p<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Y\u00eau c\u1ea7u b\u1ea3o m\u1eadt<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Ch\u1ec9 s\u1ed1 th\u00e0nh c\u00f4ng c\u1ee7a PoC<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">Th\u1eddi gian mong mu\u1ed1n<\/span> <span style=\"display: inline-block;background: #f1f6fd;border: 1px solid #c5d8f3;color: #0d47a1;border-radius: 16px;padding: 2px 12px;margin: 0 6px 0 0;font-size: 0.9em;line-height: 1.8\">M\u00f4 h\u00ecnh v\u1eadn h\u00e0nh sau tri\u1ec3n khai<\/span><\/p>\n<p>B\u1ea1n kh\u00f4ng c\u1ea7n c\u00f3 s\u1eb5n m\u1ecdi c\u00e2u tr\u1ea3 l\u1eddi. Ch\u1ec9 c\u1ea7n r\u00f5 v\u1ea5n \u0111\u1ec1 nghi\u1ec7p v\u1ee5, n\u01a1i l\u01b0u d\u1eef li\u1ec7u v\u00e0 v\u00e0i c\u00e2u h\u1ecfi th\u1ef1c t\u1ebf l\u00e0 \u0111\u1ee7 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh ph\u1ea1m vi ki\u1ec3m ch\u1ee9ng \u0111\u1ea7u ti\u00ean.<\/p>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n<div style=\"margin: 20px 0\">\n<div style=\"border: 1px solid #dfe5ee;border-radius: 8px;padding: 14px 20px;margin: 0 0 12px\">\n<h3 style=\"margin: 0 0 6px;font-size: 1em;color: #0d47a1\">Q. C\u00f3 th\u1ec3 l\u00e0m PoC RAG trong 2\u20134 tu\u1ea7n kh\u00f4ng?<\/h3>\n<p style=\"margin: 0\">A. C\u00f3, n\u1ebfu b\u00e0i to\u00e1n, d\u1eef li\u1ec7u v\u00e0 c\u00e2u h\u1ecfi \u0111\u00e3 r\u00f5 r\u00e0ng. N\u1ebfu c\u1ea7n \u0111\u00e1nh gi\u00e1 b\u1eb1ng d\u1eef li\u1ec7u nghi\u1ec7p v\u1ee5 th\u1ef1c, t\u00edch h\u1ee3p nhi\u1ec1u h\u1ec7 th\u1ed1ng ho\u1eb7c tinh ch\u1ec9nh \u0111\u1ed9 ch\u00ednh x\u00e1c chi ti\u1ebft, th\u01b0\u1eddng c\u1ea7n 1\u20133 th\u00e1ng.<\/p>\n<\/div>\n<div style=\"border: 1px solid #dfe5ee;border-radius: 8px;padding: 14px 20px;margin: 0 0 12px\">\n<h3 style=\"margin: 0 0 6px;font-size: 1em;color: #0d47a1\">Q. RAG c\u00f3 d\u00f9ng \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u Excel kh\u00f4ng?<\/h3>\n<p style=\"margin: 0\">A. C\u00f3. Khi c\u1ea7n t\u1ed5ng h\u1ee3p s\u1ed1 li\u1ec7u ch\u00ednh x\u00e1c, n\u00ean \u0111\u01b0a d\u1eef li\u1ec7u Excel v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 truy v\u1ea5n b\u1eb1ng SQL. K\u1ebft h\u1ee3p v\u1edbi RAG cho t\u00e0i li\u1ec7u, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean c\u1ea3 s\u1ed1 li\u1ec7u l\u1eabn t\u00e0i li\u1ec7u gi\u1ea3i tr\u00ecnh.<\/p>\n<\/div>\n<div style=\"border: 1px solid #dfe5ee;border-radius: 8px;padding: 14px 20px;margin: 0 0 12px\">\n<h3 style=\"margin: 0 0 6px;font-size: 1em;color: #0d47a1\">Q. D\u00f9ng RAG c\u00f3 h\u1ebft tr\u1ea3 l\u1eddi sai kh\u00f4ng?<\/h3>\n<p style=\"margin: 0\">A. Kh\u00f4ng ho\u00e0n to\u00e0n. C\u1ea7n k\u1ebft h\u1ee3p c\u00e1c bi\u1ec7n ph\u00e1p nh\u01b0 gi\u1edbi h\u1ea1n d\u1eef li\u1ec7u ngu\u1ed3n, tr\u00edch d\u1eabn ngu\u1ed3n trong c\u00e2u tr\u1ea3 l\u1eddi, x\u1eed l\u00fd c\u00e2u h\u1ecfi kh\u00f4ng tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c, ki\u1ec3m tra theo quy t\u1eafc v\u00e0 ki\u1ec3m duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<\/div>\n<div style=\"border: 1px solid #dfe5ee;border-radius: 8px;padding: 14px 20px;margin: 0 0 12px\">\n<h3 style=\"margin: 0 0 6px;font-size: 1em;color: #0d47a1\">Q. N\u00ean ch\u1ecdn LLM n\u00e0o?<\/h3>\n<p style=\"margin: 0\">A. Ngo\u00e0i \u0111\u1ed9 ch\u00ednh x\u00e1c, h\u00e3y c\u00e2n nh\u1eafc c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u, chi ph\u00ed, t\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i, kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 ng\u00f4n ng\u1eef v\u00e0 \u0111\u1ed9 t\u01b0\u01a1ng th\u00edch v\u1edbi h\u1ea1 t\u1ea7ng cloud. PoC qu\u1ea3n tr\u1ecb s\u1ed1 li\u1ec7u c\u1ee7a BAP s\u1eed d\u1ee5ng Claude Sonnet 4.5 tr\u00ean Amazon Bedrock.<\/p>\n<\/div>\n<div style=\"border: 1px solid #dfe5ee;border-radius: 8px;padding: 14px 20px;margin: 0 0 12px\">\n<h3 style=\"margin: 0 0 6px;font-size: 1em;color: #0d47a1\">Q. Sau khi tri\u1ec3n khai c\u00f3 c\u1ea7n b\u1ea3o tr\u00ec kh\u00f4ng?<\/h3>\n<p style=\"margin: 0\">A. C\u00f3. T\u00e0i li\u1ec7u v\u00e0 d\u1eef li\u1ec7u c\u1ea7n \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt, ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi c\u1ea7n \u0111\u01b0\u1ee3c theo d\u00f5i, c\u1ea5u h\u00ecnh t\u00ecm ki\u1ebfm c\u1ea7n tinh ch\u1ec9nh, chi ph\u00ed API v\u00e0 thay \u0111\u1ed5i m\u00f4 h\u00ecnh c\u1ea7n \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd li\u00ean t\u1ee5c.<\/p>\n<\/div>\n<\/div>\n<h2 style=\"border-left: 6px solid #0d47a1;padding: 6px 0 6px 14px;margin: 44px 0 18px\">T\u1ed5ng k\u1ebft<\/h2>\n<div style=\"background: #f5f7f9;border-left: 5px solid #37474f;border-radius: 0 8px 8px 0;padding: 16px 22px;margin: 22px 0\">\n<div>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\">Th\u1eddi gian v\u00e0 chi ph\u00ed RAG ph\u1ee5 thu\u1ed9c v\u00e0o b\u00e0i to\u00e1n, lo\u1ea1i d\u1eef li\u1ec7u, \u0111\u1ed9 ch\u00ednh x\u00e1c, ph\u00e2n quy\u1ec1n, t\u00edch h\u1ee3p v\u00e0 v\u1eadn h\u00e0nh \u2014 kh\u00f4ng ch\u1ec9 s\u1ed1 l\u01b0\u1ee3ng t\u00e0i li\u1ec7u<\/li>\n<li style=\"margin: 6px 0\">Ki\u1ec3m ch\u1ee9ng k\u1ef9 thu\u1eadt m\u1ea5t 2\u20134 tu\u1ea7n, PoC nghi\u1ec7p v\u1ee5 m\u1ea5t 1\u20133 th\u00e1ng<\/li>\n<li style=\"margin: 6px 0\">D\u1ef1 \u00e1n c\u1ee7a BAP ho\u00e0n th\u00e0nh PoC k\u1ebft h\u1ee3p t\u00ecm ki\u1ebfm SQL v\u00e0 RAG trong 8 tu\u1ea7n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>H\u00e3y b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c x\u00e1c \u0111\u1ecbnh b\u00e0i to\u00e1n v\u00e0 ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1, ch\u1ea1y PoC tr\u00ean t\u1eadp d\u1eef li\u1ec7u gi\u1edbi h\u1ea1n, r\u1ed3i d\u1ef1a v\u00e0o k\u1ebft qu\u1ea3 \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh ch\u1ee9c n\u0103ng, ng\u00e2n s\u00e1ch v\u00e0 m\u00f4 h\u00ecnh v\u1eadn h\u00e0nh cho giai \u0111o\u1ea1n ch\u00ednh th\u1ee9c. \u0110\u00f3 l\u00e0 con \u0111\u01b0\u1eddng th\u1ef1c t\u1ebf nh\u1ea5t \u0111\u1ec3 \u0111\u01b0a RAG v\u00e0o v\u1eadn h\u00e0nh.<\/p>\n<div style=\"background: #f5f7f9;border-radius: 8px;padding: 16px 22px;margin: 24px 0\">\n<p style=\"margin: 0 0 8px;font-weight: bold\">T\u00e0i li\u1ec7u tham kh\u1ea3o<\/p>\n<ul style=\"margin: 0;padding-left: 20px\">\n<li style=\"margin: 6px 0\"><a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/architecture\/ai-ml\/guide\/rag\/rag-solution-design-and-evaluation-guide\" target=\"_blank\" rel=\"noopener\">Microsoft Learn: Design and develop a RAG solution<\/a><\/li>\n<li style=\"margin: 6px 0\"><a href=\"https:\/\/docs.aws.amazon.com\/nova\/latest\/userguide\/rag-systems.html\" target=\"_blank\" rel=\"noopener\">AWS Documentation: Building a RAG system with Amazon Nova<\/a><\/li>\n<\/ul>\n<\/div>\n<div style=\"background: linear-gradient(135deg,#0d47a1,#1976d2);color: #fff;border-radius: 10px;padding: 26px 28px;margin: 32px 0\">\n<p style=\"margin: 0 0 10px;font-size: 1.2em;font-weight: bold;color: #fff;text-align: center\">Trao \u0111\u1ed5i v\u1edbi BAP v\u1ec1 RAG v\u00e0 PoC AI t\u1ea1o sinh<\/p>\n<p style=\"margin: 0 0 12px;color: #fff\">BAP \u0111\u1ed3ng h\u00e0nh tr\u1ecdn v\u1eb9n \u2014 t\u1eeb l\u00e0m r\u00f5 b\u00e0i to\u00e1n nghi\u1ec7p v\u1ee5, th\u1ef1c hi\u1ec7n PoC RAG \u0111\u1ebfn ph\u00e1t tri\u1ec3n ch\u00ednh th\u1ee9c, t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3 v\u00e0 c\u1ea3i ti\u1ebfn sau tri\u1ec3n khai. Ch\u00fang t\u00f4i c\u0169ng x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p AI k\u1ebft h\u1ee3p t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9 v\u1edbi Excel, c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 h\u1ec7 th\u1ed1ng nghi\u1ec7p v\u1ee5 s\u1eb5n c\u00f3. H\u00e3y li\u00ean h\u1ec7 n\u1ebfu b\u1ea1n mu\u1ed1n:<\/p>\n<ul style=\"margin: 0 0 16px;padding-left: 20px;color: #fff\">\n<li style=\"margin: 6px 0;color: #fff\">X\u00e1c \u0111\u1ecbnh n\u00ean b\u1eaft \u0111\u1ea7u RAG t\u1eeb nghi\u1ec7p v\u1ee5 n\u00e0o<\/li>\n<li style=\"margin: 6px 0;color: #fff\">Khai th\u00e1c \u0111\u1ed3ng th\u1eddi t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9 v\u00e0 d\u1eef li\u1ec7u s\u1ed1<\/li>\n<li style=\"margin: 6px 0;color: #fff\">Bi\u1ebft th\u1eddi gian v\u00e0 \u0111\u1ed9i ng\u0169 c\u1ea7n cho PoC<\/li>\n<li style=\"margin: 6px 0;color: #fff\">T\u00edch h\u1ee3p AI t\u1ea1o sinh v\u00e0o h\u1ec7 th\u1ed1ng hi\u1ec7n c\u00f3<\/li>\n<li style=\"margin: 6px 0;color: #fff\">\u0110\u01b0a d\u1ef1 \u00e1n AI t\u1ea1o sinh \u0111ang d\u1eebng \u1edf PoC v\u00e0o v\u1eadn h\u00e0nh<\/li>\n<\/ul>\n<p style=\"margin: 0;text-align: center\"><a style=\"display: inline-block;background: #fff;color: #0d47a1;font-weight: bold;padding: 12px 28px;border-radius: 24px;text-decoration: none\" href=\"https:\/\/bap-software.net\/contact\/\">Li\u00ean h\u1ec7 t\u01b0 v\u1ea5n RAG<\/a><\/p>\n<p style=\"margin: 12px 0 0;font-size: 0.85em;color: #e3f2fd;text-align: center\">Ngay c\u1ea3 khi ch\u01b0a x\u00e1c \u0111\u1ecbnh use case, ch\u00fang t\u00f4i c\u00f3 th\u1ec3 c\u00f9ng b\u1ea1n l\u00e0m r\u00f5 nghi\u1ec7p v\u1ee5, d\u1eef li\u1ec7u v\u00e0 ti\u00eau ch\u00ed PoC. Xem th\u00eam <a style=\"color: #fff;text-decoration: underline\" href=\"https:\/\/bap-software.net\/ai-developer-services\/\">d\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n AI t\u1ea1o sinh v\u00e0 RAG c\u1ee7a BAP<\/a>.<\/p>\n<\/div>\n<p><\/p>","protected":false},"author":43,"featured_media":165231,"template":"","meta":{"_acf_changed":false},"tags":[],"blog-cat":[2058],"class_list":["post-164933","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","blog-cat-technology"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>(\u65e5\u672c\u8a9e) RAG\u69cb\u7bc9\u306e\u9032\u3081\u65b9\u30fb\u8cbb\u7528\u30fb\u671f\u9593\uff5c8\u9031\u9593\u306ePoC\u4e8b\u4f8b\u304b\u3089\u89e3\u8aac | BAP<\/title>\n<meta name=\"description\" content=\"(\u65e5\u672c\u8a9e) 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