{"id":26692,"date":"2026-09-30T11:38:51","date_gmt":"2026-09-30T04:38:51","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=26692"},"modified":"2026-09-30T11:38:51","modified_gmt":"2026-09-30T04:38:51","slug":"so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/","title":{"rendered":"So s\u00e1nh BigQuery v\u00e0 Vertex AI trong x\u00e2y d\u1ee5ng RAG tr\u00ean Google Cloud"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Trong chi\u1ebfn l\u01b0\u1ee3c \u0111\u01b0a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh (Generative AI) v\u00e0o quy tr\u00ecnh v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p, m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u1ea5n t\u01b0\u1ee3ng. Tuy nhi\u00ean, r\u00e0o c\u1ea3n l\u1edbn nh\u1ea5t khi \u1ee9ng d\u1ee5ng LLM v\u00e0o th\u1ef1c t\u1ebf ch\u00ednh l\u00e0 hi\u1ec7n t\u01b0\u1ee3ng &#8220;\u1ea3o gi\u00e1c&#8221; (nh\u1ea7m l\u1eabn th\u00f4ng tin) v\u00e0 vi\u1ec7c m\u00f4 h\u00ecnh kh\u00f4ng th\u1ec3 truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0o ngu\u1ed3n d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u1ea3i quy\u1ebft tri\u1ec7t \u0111\u1ec3 v\u1ea5n \u0111\u1ec1 n\u00e0y, ki\u1ebfn tr\u00fac <\/span><b>Retrieval-Augmented Generation (RAG)<\/b><span style=\"font-weight: 400;\"> ra \u0111\u1eddi nh\u01b0 m\u1ed9t chu\u1ea9n m\u1ef1c c\u00f4ng ngh\u1ec7 h\u00e0ng \u0111\u1ea7u. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng qu\u1ea3n tr\u1ecb kho d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn c\u1ee7a <\/span><b>BigQuery<\/b><span style=\"font-weight: 400;\"> v\u00e0 h\u1ec7 sinh th\u00e1i AI chuy\u00ean s\u00e2u t\u1eeb <\/span><b>Vertex AI<\/b><span style=\"font-weight: 400;\">, Google Cloud mang \u0111\u1ebfn h\u1ea1 t\u1ea7ng RAG chu\u1ea9n doanh nghi\u1ec7p, v\u1eeba \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c, t\u00ednh b\u1ea3o m\u1eadt cao, v\u1eeba t\u1ed1i \u01b0u chi ph\u00ed v\u1eadn h\u00e0nh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u1edbi thi\u1ec7u chi ti\u1ebft v\u1ec1 h\u1ec7 th\u1ed1ng RAG tr\u00ean <a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\">Google Cloud<\/a> theo hai ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#Tong_Quan_Kien_Truc_RAG_Cap_Doanh_Nghiep_Tren_Google_Cloud\" >T\u1ed5ng Quan Ki\u1ebfn Tr\u00fac RAG C\u1ea5p Doanh Nghi\u1ec7p Tr\u00ean Google Cloud<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#Phuong_phap_1_Vertex_AI_Agent_Builder_Managed_RAG\" >Ph\u01b0\u01a1ng ph\u00e1p 1: Vertex AI Agent Builder (Managed RAG)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#1_Ban_chat_cong_nghe\" >1. B\u1ea3n ch\u1ea5t c\u00f4ng ngh\u1ec7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#2_Nang_luc_van_hanh_va_gia_tri_thuc_tien\" >2. N\u0103ng l\u1ef1c v\u1eadn h\u00e0nh v\u00e0 gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#3_Yeu_cau_ky_thuat_va_nguon_luc_thuc_thi\" >3. Y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt v\u00e0 ngu\u1ed3n l\u1ef1c th\u1ef1c thi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#4_Dang_tai_lieu_va_mo_hinh_to_chuc_phu_hop\" >4. D\u1ea1ng t\u00e0i li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh t\u1ed5 ch\u1ee9c ph\u00f9 h\u1ee3p<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#Phuong_phap_2_BigQuery_Vector_Search_In-database_RAG\" >Ph\u01b0\u01a1ng ph\u00e1p 2: BigQuery Vector Search (In-database RAG)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#1_Ban_chat_cong_nghe-2\" >1. B\u1ea3n ch\u1ea5t c\u00f4ng ngh\u1ec7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#2_Nang_luc_van_hanh_va_gia_tri_thuc_tien-2\" >2. N\u0103ng l\u1ef1c v\u1eadn h\u00e0nh v\u00e0 gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#3_Yeu_cau_ky_thuat_va_nguon_luc_thuc_thi-2\" >3. Y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt v\u00e0 ngu\u1ed3n l\u1ef1c th\u1ef1c thi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#4_Dang_tai_lieu_va_mo_hinh_to_chuc_phu_hop-2\" >4. D\u1ea1ng t\u00e0i li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh t\u1ed5 ch\u1ee9c ph\u00f9 h\u1ee3p<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#So_Sanh_Tieu_Chi_Lua_Chon_Phuong_Phap_Trien_Khai_RAG\" >So S\u00e1nh Ti\u00eau Ch\u00ed L\u1ef1a Ch\u1ecdn Ph\u01b0\u01a1ng Ph\u00e1p Tri\u1ec3n Khai RAG<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#Toi_Uu_Ha_Tang_Tri_Tue_Nhan_Tao_Doanh_Nghiep_Cung_Gimasys\" >T\u1ed1i \u01afu H\u1ea1 T\u1ea7ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o Doanh Nghi\u1ec7p C\u00f9ng Gimasys<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/gcloudvn.com\/en\/so-sanh-bigquery-va-vertex-ai-trong-xay-dung-rag-tren-google-cloud\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Tong_Quan_Kien_Truc_RAG_Cap_Doanh_Nghiep_Tren_Google_Cloud\"><\/span><b>T\u1ed5ng Quan Ki\u1ebfn Tr\u00fac RAG C\u1ea5p Doanh Nghi\u1ec7p Tr\u00ean Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">M\u00f4 h\u00ecnh RAG v\u1eadn h\u00e0nh d\u1ef1a tr\u00ean nguy\u00ean l\u00fd b\u1ed5 sung b\u1ed1i c\u1ea3nh th\u00f4ng tin ch\u00ednh x\u00e1c cho m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef tr\u01b0\u1edbc khi kh\u1edfi t\u1ea1o ph\u1ea3n h\u1ed3i. Thay v\u00ec t\u1ed1n k\u00e9m chi ph\u00ed v\u00e0 th\u1eddi gian hu\u1ea5n luy\u1ec7n l\u1ea1i m\u00f4 h\u00ecnh (Fine-tuning), h\u1ec7 th\u1ed1ng RAG th\u1ef1c hi\u1ec7n truy xu\u1ea5t c\u00e1c \u0111o\u1ea1n v\u0103n b\u1ea3n c\u00f3 \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed3ng cao nh\u1ea5t t\u1eeb kho d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 v\u00e0 \u0111\u00ednh k\u00e8m v\u00e0o c\u00e2u l\u1ec7nh \u0111\u1ea7u v\u00e0o (Prompt) g\u1eedi \u0111\u1ebfn LLM.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ed9t quy tr\u00ecnh RAG ti\u00eau chu\u1ea9n bao g\u1ed3m 3 th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Truy xu\u1ea5t (Retrieval):<\/b><span style=\"font-weight: 400;\"> T\u00ecm ki\u1ebfm v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u li\u00ean quan d\u1ef1a tr\u00ean thu\u1eadt to\u00e1n so s\u00e1nh \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed3ng vector.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>B\u1ed5 sung b\u1ed1i c\u1ea3nh (Augmentation):<\/b><span style=\"font-weight: 400;\"> C\u1ea5u tr\u00fac l\u1ea1i d\u1eef li\u1ec7u \u0111\u00e3 truy xu\u1ea5t th\u00e0nh \u0111o\u1ea1n ng\u1eef c\u1ea3nh ho\u00e0n ch\u1ec9nh \u0111\u1ec3 \u0111\u01b0a v\u00e0o c\u00e2u l\u1ec7nh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u1ea3n h\u1ed3i (Generation):<\/b><span style=\"font-weight: 400;\"> M\u00f4 h\u00ecnh Gemini t\u1ed5ng h\u1ee3p th\u00f4ng tin t\u1eeb ng\u1eef c\u1ea3nh v\u00e0 t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi t\u1ef1 nhi\u00ean, ch\u00ednh x\u00e1c.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Hi\u1ec7n nay, Google Cloud cung c\u1ea5p hai ph\u01b0\u01a1ng ph\u00e1p ch\u00ednh \u0111\u1ec3 tri\u1ec3n khai RAG:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u01b0\u01a1ng ph\u00e1p 1: Vertex AI Agent Builder (Managed RAG):<\/b><span style=\"font-weight: 400;\"> Gi\u1ea3i ph\u00e1p qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n (Managed Service), t\u1ed1i \u01b0u cho c\u00e1c t\u1eadp t\u00e0i li\u1ec7u kh\u00f4ng c\u1ea5u tr\u00fac (PDF, Word, JSONL), gi\u00fap \u0111\u00f3ng g\u00f3i \u1ee9ng d\u1ee5ng t\u00ecm ki\u1ebfm th\u00f4ng minh nhanh ch\u00f3ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u01b0\u01a1ng ph\u00e1p 2: BigQuery Vector Search (In-database RAG):<\/b><span style=\"font-weight: 400;\"> Gi\u1ea3i ph\u00e1p th\u1ef1c hi\u1ec7n tr\u1ef1c ti\u1ebfp b\u1eb1ng ng\u00f4n ng\u1eef SQL ngay tr\u00ean kho d\u1eef li\u1ec7u, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac ho\u1eb7c b\u00e1n c\u1ea5u tr\u00fac quy m\u00f4 l\u1edbn.<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/demos-thuc-te-gemini-enterprise-agent-platform\/attachment\/anh-1-22-2\/\" rel=\"attachment wp-att-26657\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26657\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Anh-1-22.png\" alt=\"\" width=\"702\" height=\"437\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Anh-1-22.png 702w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Anh-1-22-18x12.png 18w\" sizes=\"auto, (max-width: 702px) 100vw, 702px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Phuong_phap_1_Vertex_AI_Agent_Builder_Managed_RAG\"><\/span><b>Ph\u01b0\u01a1ng ph\u00e1p 1: Vertex AI Agent Builder (Managed RAG)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vertex AI Agent Builder l\u00e0 gi\u1ea3i ph\u00e1p RAG \u0111\u00f3ng g\u00f3i s\u1eb5n do Google Cloud cung c\u1ea5p, cho ph\u00e9p doanh nghi\u1ec7p nhanh ch\u00f3ng x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng t\u00ecm ki\u1ebfm th\u00f4ng minh v\u00e0 tr\u1ee3 l\u00fd \u1ea3o \u0111\u00e0m tho\u1ea1i m\u00e0 kh\u00f4ng c\u1ea7n t\u1ef1 ph\u00e1t tri\u1ec3n h\u1ea1 t\u1ea7ng x\u1eed l\u00fd vector ph\u1ee9c t\u1ea1p.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Ban_chat_cong_nghe\"><\/span><b>1. B\u1ea3n ch\u1ea5t c\u00f4ng ngh\u1ec7<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Vertex AI Agent Builder v\u1eadn h\u00e0nh theo c\u01a1 ch\u1ebf d\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n. H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a to\u00e0n b\u1ed9 \u0111\u01b0\u1eddng \u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 cho RAG: t\u1eeb kh\u00e2u \u0111\u1ecdc t\u00e0i li\u1ec7u, ph\u00e2n \u0111o\u1ea1n v\u0103n b\u1ea3n, t\u1ea1o ch\u1ec9 m\u1ee5c vector (embedding) \u0111\u1ebfn l\u01b0u tr\u1eef v\u00e0 truy v\u1ea5n tr\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u vector do Google qu\u1ea3n tr\u1ecb.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 c\u1ea7n t\u1ea3i d\u1eef li\u1ec7u l\u00ean v\u00e0 g\u1ecdi API ho\u1eb7c t\u01b0\u01a1ng t\u00e1c tr\u00ean giao di\u1ec7n c\u1ea5u h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n can thi\u1ec7p v\u00e0o c\u00e1c thu\u1eadt to\u00e1n to\u00e1n h\u1ecdc ph\u00eda sau.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Nang_luc_van_hanh_va_gia_tri_thuc_tien\"><\/span><b>2. N\u0103ng l\u1ef1c v\u1eadn h\u00e0nh v\u00e0 gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e2n t\u00edch d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ecdc v\u00e0 hi\u1ec3u c\u00e1c \u0111\u1ecbnh d\u1ea1ng t\u00e0i li\u1ec7u kh\u00f4ng c\u1ea5u tr\u00fac ph\u1ee9c t\u1ea1p, t\u1ef1 \u0111\u1ed9ng nh\u1eadn di\u1ec7n b\u1ea3ng bi\u1ec3u, h\u00ecnh \u1ea3nh v\u00e0 c\u1ea5u tr\u00fac v\u0103n b\u1ea3n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p s\u1eb5n c\u01a1 ch\u1ebf tr\u00edch d\u1eabn ngu\u1ed3n (Grounding):<\/b><span style=\"font-weight: 400;\"> AI tr\u1ea3 l\u1eddi k\u00e8m theo li\u00ean k\u1ebft ho\u1eb7c v\u1ecb tr\u00ed ch\u00ednh x\u00e1c trong t\u00e0i li\u1ec7u g\u1ed1c, gi\u00fap ng\u01b0\u1eddi d\u00f9ng d\u1ec5 d\u00e0ng ki\u1ec3m tra \u0111\u1ed1i chi\u1ebfu t\u00ednh x\u00e1c th\u1ef1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p s\u1eb5n b\u1ed9 l\u1ecdc an to\u00e0n v\u00e0 ph\u00e2n quy\u1ec1n:<\/b><span style=\"font-weight: 400;\"> H\u1ed7 tr\u1ee3 c\u01a1 ch\u1ebf ph\u00e2n quy\u1ec1n truy c\u1eadp d\u1eef li\u1ec7u theo c\u1ea5p b\u1eadc ng\u01b0\u1eddi d\u00f9ng (IAM) v\u00e0 t\u1ef1 \u0111\u1ed9ng lo\u1ea1i b\u1ecf c\u00e1c th\u00f4ng tin nh\u1ea1y c\u1ea3m tr\u01b0\u1edbc khi x\u1eed l\u00fd.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ed1i \u01b0u th\u1eddi gian tri\u1ec3n khai:<\/b><span style=\"font-weight: 400;\"> Doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0a \u1ee9ng d\u1ee5ng t\u00ecm ki\u1ebfm ho\u1eb7c Chatbot v\u00e0o th\u1eed nghi\u1ec7m v\u00e0 v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf trong th\u1eddi gian ng\u1eafn m\u00e0 kh\u00f4ng m\u1ea5t nhi\u1ec1u th\u00e1ng ph\u00e1t tri\u1ec3n h\u1ea1 t\u1ea7ng.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Yeu_cau_ky_thuat_va_nguon_luc_thuc_thi\"><\/span><b>3. Y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt v\u00e0 ngu\u1ed3n l\u1ef1c th\u1ef1c thi<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> D\u1eef li\u1ec7u c\u1ea7n \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean Google Cloud Storage, Google Drive ho\u1eb7c k\u1ebft n\u1ed1i qua c\u00e1c c\u1ed5ng t\u00edch h\u1ee3p s\u1eb5n v\u1edbi Salesforce, Jira, Confluence.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nh\u00e2n s\u1ef1 v\u1eadn h\u00e0nh:<\/b><span style=\"font-weight: 400;\"> Kh\u00f4ng \u0111\u00f2i h\u1ecfi \u0111\u1ed9i ng\u0169 chuy\u00ean s\u00e2u v\u1ec1 khoa h\u1ecdc d\u1eef li\u1ec7u hay h\u1ecdc m\u00e1y. \u0110\u1ed9i ng\u0169 l\u1eadp tr\u00ecnh vi\u00ean \u1ee9ng d\u1ee5ng ho\u1eb7c chuy\u00ean vi\u00ean c\u00f4ng ngh\u1ec7 th\u00f4ng tin th\u00f4ng th\u01b0\u1eddng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng v\u1eadn h\u00e0nh qua giao di\u1ec7n \u0111i\u1ec1u khi\u1ec3n Console ho\u1eb7c REST API.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p:<\/b><span style=\"font-weight: 400;\"> C\u1ea7n c\u00f3 h\u1ec7 th\u1ed1ng giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng (Website, \u1ee9ng d\u1ee5ng n\u1ed9i b\u1ed9, \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng) \u0111\u1ec3 k\u1ebft n\u1ed1i v\u1edbi API c\u1ee7a Vertex AI Agent Builder.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_Dang_tai_lieu_va_mo_hinh_to_chuc_phu_hop\"><\/span><b>4. D\u1ea1ng t\u00e0i li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh t\u1ed5 ch\u1ee9c ph\u00f9 h\u1ee3p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1ea1ng t\u00e0i li\u1ec7u ph\u00f9 h\u1ee3p:<\/b><span style=\"font-weight: 400;\"> D\u1eef li\u1ec7u ho\u00e0n to\u00e0n kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac nh\u01b0 t\u1ec7p PDF, t\u00e0i li\u1ec7u Word, v\u0103n b\u1ea3n HTML, h\u1ee3p \u0111\u1ed3ng kinh t\u1ebf, t\u00e0i li\u1ec7u quy tr\u00ecnh n\u1ed9i b\u1ed9, h\u1ed3 s\u01a1 k\u1ef9 thu\u1eadt ho\u1eb7c s\u00e1ch h\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00f4 h\u00ecnh doanh nghi\u1ec7p ph\u00f9 h\u1ee3p:<\/b><span style=\"font-weight: 400;\"> C\u00e1c t\u1ed5 ch\u1ee9c mu\u1ed1n \u01b0u ti\u00ean t\u1ed1c \u0111\u1ed9 tri\u1ec3n khai, c\u1ea7n x\u00e2y d\u1ef1ng nhanh c\u00e1c \u1ee9ng d\u1ee5ng Tr\u1ee3 l\u00fd \u1ea3o cho nh\u00e2n vi\u00ean, Chatbot ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng, ho\u1eb7c c\u00e1c doanh nghi\u1ec7p kh\u00f4ng mu\u1ed1n t\u1ed1n chi ph\u00ed qu\u1ea3n tr\u1ecb v\u00e0 b\u1ea3o tr\u00ec h\u1ea1 t\u1ea7ng AI ri\u00eang bi\u1ec7t.<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/demos-thuc-te-gemini-enterprise-agent-platform\/attachment\/anh-2-24-2\/\" rel=\"attachment wp-att-26656\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26656\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Anh-2-24.png\" alt=\"\" width=\"1400\" height=\"565\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Anh-2-24.png 1400w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Anh-2-24-768x310.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Anh-2-24-18x7.png 18w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Phuong_phap_2_BigQuery_Vector_Search_In-database_RAG\"><\/span><b>Ph\u01b0\u01a1ng ph\u00e1p 2: BigQuery Vector Search (In-database RAG)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Kh\u00e1c v\u1edbi ti\u1ebfp c\u1eadn \u0111\u00f3ng g\u00f3i s\u1eb5n, BigQuery Vector Search mang \u0111\u1ebfn gi\u1ea3i ph\u00e1p tri\u1ec3n khai RAG tr\u1ef1c ti\u1ebfp ngay b\u00ean trong kho d\u1eef li\u1ec7u, cho ph\u00e9p t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n quy m\u00f4 l\u1edbn v\u00e0 ng\u00f4n ng\u1eef SQL quen thu\u1ed9c.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Ban_chat_cong_nghe-2\"><\/span><b>1. B\u1ea3n ch\u1ea5t c\u00f4ng ngh\u1ec7<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">BigQuery Vector Search t\u00edch h\u1ee3p c\u00e1c thu\u1eadt to\u00e1n t\u00ecm ki\u1ebfm h\u00e0ng x\u00f3m g\u1ea7n nh\u1ea5t (Approximate Nearest Neighbor &#8211; ANN) tr\u1ef1c ti\u1ebfp v\u00e0o \u0111\u1ed9ng c\u01a1 truy v\u1ea5n c\u1ee7a BigQuery. B\u1ea3n ch\u1ea5t c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p n\u00e0y l\u00e0 bi\u1ebfn kho d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i th\u00e0nh m\u1ed9t c\u01a1 s\u1edf d\u1eef li\u1ec7u vector quy m\u00f4 l\u1edbn.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Doanh nghi\u1ec7p s\u1eed d\u1ee5ng c\u00e1c h\u00e0m SQL m\u1edf r\u1ed9ng \u0111\u1ec3 t\u1ea1o ch\u1ec9 m\u1ee5c vector v\u00e0 th\u1ef1c hi\u1ec7n ph\u00e9p so s\u00e1nh kho\u1ea3ng c\u00e1ch vector ngay tr\u00ean c\u00e1c b\u1ea3ng d\u1eef li\u1ec7u c\u00f3 s\u1eb5n m\u00e0 kh\u00f4ng c\u1ea7n chuy\u1ec3n d\u1eef li\u1ec7u sang m\u1ed9t h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Nang_luc_van_hanh_va_gia_tri_thuc_tien-2\"><\/span><b>2. N\u0103ng l\u1ef1c v\u1eadn h\u00e0nh v\u00e0 gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>X\u1eed l\u00fd d\u1eef li\u1ec7u quy m\u00f4 si\u00eau l\u1edbn:<\/b><span style=\"font-weight: 400;\"> Kh\u1ea3 n\u0103ng truy v\u1ea5n v\u00e0 so s\u00e1nh vector tr\u00ean h\u00e0ng tri\u1ec7u \u0111\u1ebfn h\u00e0ng t\u1ef7 b\u1ea3n ghi d\u1eef li\u1ec7u v\u1edbi \u0111\u1ed9 tr\u1ec5 th\u1ea5p nh\u1edd h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n song song c\u1ee7a BigQuery.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>K\u1ebft h\u1ee3p linh ho\u1ea1t d\u1eef li\u1ec7u \u0111a d\u1ea1ng:<\/b><span style=\"font-weight: 400;\"> Cho ph\u00e9p th\u1ef1c hi\u1ec7n c\u00e1c truy v\u1ea5n k\u1ebft h\u1ee3p gi\u1eefa t\u00ecm ki\u1ebfm vector v\u00e0 c\u00e1c \u0111i\u1ec1u ki\u1ec7n l\u1ecdc d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac b\u1eb1ng ng\u00f4n ng\u1eef SQL chu\u1ea9n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u1ea3m b\u1ea3o an to\u00e0n th\u00f4ng tin tuy\u1ec7t \u0111\u1ed1i:<\/b><span style=\"font-weight: 400;\"> D\u1eef li\u1ec7u n\u1eb1m y\u00ean t\u1ea1i kho l\u01b0u tr\u1eef BigQuery, gi\u00fap gi\u1ea3m thi\u1ec3u r\u1ee7i ro r\u00f2 r\u1ec9 th\u00f4ng tin v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c ti\u00eau chu\u1ea9n qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u nghi\u00eam ng\u1eb7t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a lu\u1ed3ng d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> T\u00edch h\u1ee3p tr\u1ef1c ti\u1ebfp v\u00e0o c\u00e1c \u0111\u01b0\u1eddng \u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 c\u1ee7a doanh nghi\u1ec7p m\u00e0 kh\u00f4ng l\u00e0m ph\u00e1t sinh th\u00eam c\u00e1c \u0111i\u1ec3m k\u1ebft n\u1ed1i.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Yeu_cau_ky_thuat_va_nguon_luc_thuc_thi-2\"><\/span><b>3. Y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt v\u00e0 ngu\u1ed3n l\u1ef1c th\u1ef1c thi<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> Doanh nghi\u1ec7p ph\u1ea3i \u0111ang v\u1eadn h\u00e0nh kho d\u1eef li\u1ec7u t\u1eadp trung tr\u00ean BigQuery.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nh\u00e2n s\u1ef1 v\u1eadn h\u00e0nh:<\/b><span style=\"font-weight: 400;\"> B\u1eaft bu\u1ed9c c\u00f3 \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u ho\u1eb7c chuy\u00ean vi\u00ean ph\u00e2n t\u00edch\u00a0 th\u00e0nh th\u1ea1o ng\u00f4n ng\u1eef SQL v\u00e0 hi\u1ec3u r\u00f5 c\u1ea5u tr\u00fac s\u01a1 \u0111\u1ed3 d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00f4 h\u00ecnh AI k\u1ebft n\u1ed1i:<\/b><span style=\"font-weight: 400;\"> C\u1ea7n thi\u1ebft l\u1eadp k\u1ebft n\u1ed1i t\u1eeb xa gi\u1eefa BigQuery v\u00e0 c\u00e1c m\u00f4 h\u00ecnh t\u1ea1o chu\u1ed7i vector (Embedding Models) tr\u00ean Vertex AI \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i v\u0103n b\u1ea3n th\u00e0nh vector.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_Dang_tai_lieu_va_mo_hinh_to_chuc_phu_hop-2\"><\/span><b>4. D\u1ea1ng t\u00e0i li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh t\u1ed5 ch\u1ee9c ph\u00f9 h\u1ee3p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1ea1ng t\u00e0i li\u1ec7u ph\u00f9 h\u1ee3p:<\/b><span style=\"font-weight: 400;\"> D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac ho\u1eb7c b\u00e1n c\u1ea5u tr\u00fac nh\u01b0 b\u1ea3n ghi giao d\u1ecbch kh\u00e1ch h\u00e0ng, th\u00f4ng tin CRM, danh m\u1ee5c s\u1ea3n ph\u1ea9m ERP, nh\u1eadt k\u00fd \u1ee9ng d\u1ee5ng ho\u1eb7c c\u00e1c b\u1ea3ng d\u1eef li\u1ec7u ch\u1ee9a tr\u01b0\u1eddng th\u00f4ng tin v\u0103n b\u1ea3n d\u00e0i.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00f4 h\u00ecnh doanh nghi\u1ec7p ph\u00f9 h\u1ee3p:<\/b><span style=\"font-weight: 400;\"> C\u00e1c t\u1ed5 ch\u1ee9c quy m\u00f4 l\u1edbn (T\u00e0i ch\u00ednh &#8211; Ng\u00e2n h\u00e0ng, B\u00e1n l\u1ebb, Th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, B\u01b0u ch\u00ednh vi\u1ec5n th\u00f4ng) \u0111\u00e3 c\u00f3 s\u1eb5n h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u tr\u00ean BigQuery, \u0111\u1eb7t ti\u00eau ch\u00ed an to\u00e0n th\u00f4ng tin l\u00ean h\u00e0ng \u0111\u1ea7u v\u00e0 mu\u1ed1n khai ph\u00e1 gi\u00e1 tr\u1ecb t\u1eeb c\u00e1c t\u1eadp d\u1eef li\u1ec7u giao d\u1ecbch quy m\u00f4 l\u1edbn.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"So_Sanh_Tieu_Chi_Lua_Chon_Phuong_Phap_Trien_Khai_RAG\"><\/span><b>So S\u00e1nh Ti\u00eau Ch\u00ed L\u1ef1a Ch\u1ecdn Ph\u01b0\u01a1ng Ph\u00e1p Tri\u1ec3n Khai RAG<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u00fap doanh nghi\u1ec7p d\u1ec5 d\u00e0ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ki\u1ebfn tr\u00fac ph\u00f9 h\u1ee3p, d\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ea3ng so s\u00e1nh chi ti\u1ebft gi\u1eefa hai ph\u01b0\u01a1ng ph\u00e1p:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><b>Ti\u00eau ch\u00ed so s\u00e1nh<\/b><\/td>\n<td><b>Vertex AI Agent Builder (Managed RAG)<\/b><\/td>\n<td><b>BigQuery Vector Search (In-database RAG)<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>\u0110\u1ed1i t\u01b0\u1ee3ng ph\u00f9 h\u1ee3p<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Kh\u00e1ch h\u00e0ng c\u1ea7n \u0111\u00f3ng g\u00f3i \u1ee9ng d\u1ee5ng t\u00ecm ki\u1ebfm\/Chatbot nhanh ch\u00f3ng.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Kh\u00e1ch h\u00e0ng c\u00f3 s\u1eb5n kho d\u1eef li\u1ec7u t\u1eadp trung tr\u00ean BigQuery.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>D\u1ea1ng d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o<\/b><\/td>\n<td><span style=\"font-weight: 400;\">T\u1ed1i \u01b0u cho v\u0103n b\u1ea3n kh\u00f4ng c\u1ea5u tr\u00fac (PDF, Doc, HTML, JSONL).<\/span><\/td>\n<td><span style=\"font-weight: 400;\">T\u1ed1i \u01b0u cho d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac ho\u1eb7c b\u00e1n c\u1ea5u tr\u00fac trong SQL.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>K\u1ef9 n\u0103ng y\u00eau c\u1ea7u<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Thao t\u00e1c tr\u00ean Console, Python, Docker, Cloud Run.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Th\u00e0nh th\u1ea1o ng\u00f4n ng\u1eef truy v\u1ea5n SQL.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Extensibility<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Qu\u1ea3n l\u00fd t\u1ef1 \u0111\u1ed9ng b\u1edfi h\u1ea1 t\u1ea7ng Serverless c\u1ee7a Google.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">M\u1edf r\u1ed9ng theo quy m\u00f4 l\u01b0u tr\u1eef v\u00e0 t\u00ednh to\u00e1n c\u1ee7a BigQuery.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>M\u1ee9c \u0111\u1ed9 linh ho\u1ea1t<\/b><\/td>\n<td><span style=\"font-weight: 400;\">R\u1ea5t cao trong vi\u1ec7c t\u00f9y ch\u1ec9nh giao di\u1ec7n v\u00e0 t\u00edch h\u1ee3p \u1ee9ng d\u1ee5ng.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">T\u1ed1i \u01b0u tuy\u1ec7t \u0111\u1ed1i cho c\u00e1c lu\u1ed3ng x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng (Data Pipeline).<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Toi_Uu_Ha_Tang_Tri_Tue_Nhan_Tao_Doanh_Nghiep_Cung_Gimasys\"><\/span><b>T\u1ed1i \u01afu H\u1ea1 T\u1ea7ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o Doanh Nghi\u1ec7p C\u00f9ng Gimasys<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng RAG ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh trong m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m l\u00e0 b\u01b0\u1edbc kh\u1edfi \u0111\u1ea7u. Tuy nhi\u00ean, \u0111\u1ec3 \u0111\u01b0a RAG v\u00e0o v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf \u1edf quy m\u00f4 l\u1edbn (Enterprise Scale), doanh nghi\u1ec7p ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nhi\u1ec1u th\u00e1ch th\u1ee9c ph\u1ee9c t\u1ea1p v\u1ec1 an to\u00e0n th\u00f4ng tin, ph\u00e2n quy\u1ec1n d\u1eef li\u1ec7u, t\u1ed1i \u01b0u \u0111\u1ed9 tr\u1ec5 truy v\u1ea5n v\u00e0 qu\u1ea3n tr\u1ecb chi ph\u00ed qu\u00e9t d\u1eef li\u1ec7u.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">L\u00e0 <\/span><b>\u0110\u1ed1i t\u00e1c Chi\u1ebfn l\u01b0\u1ee3c C\u1ea5p cao (Premier Partner)<\/b><span style=\"font-weight: 400;\"> c\u1ee7a Google Cloud t\u1ea1i Vi\u1ec7t Nam, <\/span><a href=\"https:\/\/gcloudvn.com\/en\/\"><b>Gimasys<\/b><\/a><span style=\"font-weight: 400;\"> cung c\u1ea5p gi\u1ea3i ph\u00e1p t\u01b0 v\u1ea5n to\u00e0n di\u1ec7n v\u00e0 tri\u1ec3n khai k\u1ef9 thu\u1eadt chuy\u00ean s\u00e2u:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u01b0 v\u1ea5n ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u chu\u1ea9n h\u00f3a:<\/b><span style=\"font-weight: 400;\"> \u0110\u00e1nh gi\u00e1 hi\u1ec7n tr\u1ea1ng h\u1ea1 t\u1ea7ng, l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh RAG t\u1ed1i \u01b0u kinh ph\u00ed v\u00e0 hi\u1ec7u n\u0103ng cho t\u1eebng b\u00e0i to\u00e1n nghi\u1ec7p v\u1ee5.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p v\u00e0 b\u1ea3o m\u1eadt c\u1ea5p doanh nghi\u1ec7p:<\/b><span style=\"font-weight: 400;\"> Thi\u1ebft l\u1eadp c\u01a1 ch\u1ebf ph\u00e2n quy\u1ec1n t\u00e0i nguy\u00ean nghi\u00eam ng\u1eb7t (IAM), \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 tuy\u1ec7t \u0111\u1ed1i v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh an to\u00e0n th\u00f4ng tin.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u1eadn h\u00e0nh:<\/b><span style=\"font-weight: 400;\"> C\u1ea5u h\u00ecnh chu\u1ea9n x\u00e1c c\u00e1c ch\u1ec9 s\u1ed1 Vector Index, b\u1ed9 nh\u1edb \u0111\u1ec7m (Cache) v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ph\u00e2n \u0111o\u1ea1n d\u1eef li\u1ec7u nh\u1eb1m gi\u1ea3m thi\u1ec3u chi ph\u00ed truy v\u1ea5n.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><b>Conclusion<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Ki\u1ebfn tr\u00fac RAG l\u00e0 ph\u01b0\u01a1ng \u00e1n t\u1ed1i \u01b0u gi\u00fap doanh nghi\u1ec7p khai ph\u00e1 ti\u1ec1m n\u0103ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh m\u00e0 v\u1eabn ki\u1ec3m so\u00e1t tuy\u1ec7t \u0111\u1ed1i \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a th\u00f4ng tin. D\u00f9 l\u1ef1a ch\u1ecdn s\u1ef1 linh ho\u1ea1t c\u1ee7a Vertex AI Agent Builder hay s\u1ee9c m\u1ea1nh x\u1eed l\u00fd quy m\u00f4 l\u1edbn c\u1ee7a BigQuery Vector Search, y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh th\u00e0nh c\u00f4ng v\u1eabn n\u1eb1m \u1edf vi\u1ec7c th\u1ea5u hi\u1ec3u b\u1ea3n ch\u1ea5t d\u1eef li\u1ec7u v\u00e0 m\u1ee5c ti\u00eau kinh doanh c\u1ee7a t\u1ed5 ch\u1ee9c.<\/span><\/p>\n<p><b>H\u00e3y li\u00ean h\u1ec7 ngay v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia t\u1ea1i <a href=\"https:\/\/gcloudvn.com\/en\/dang-ky-dung-thu\/\">Gimasys <\/a><\/b><span style=\"font-weight: 400;\">\u0111\u1ec3 nh\u1eadn t\u01b0 v\u1ea5n chuy\u00ean s\u00e2u v\u1ec1 l\u1ed9 tr\u00ecnh x\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u00f9 h\u1ee3p nh\u1ea5t cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Trong chi\u1ebfn l\u01b0\u1ee3c \u0111\u01b0a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh (Generative AI) v\u00e0o quy tr\u00ecnh v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p, m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u1ea5n t\u01b0\u1ee3ng. Tuy nhi\u00ean,&hellip;<\/p>","protected":false},"author":2,"featured_media":26617,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-26692","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","category-google-cloud-platform","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26692","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/comments?post=26692"}],"version-history":[{"count":1,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26692\/revisions"}],"predecessor-version":[{"id":26693,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26692\/revisions\/26693"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/26617"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=26692"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=26692"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=26692"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}