{"id":3225,"date":"2026-08-14T15:34:13","date_gmt":"2026-08-14T12:34:13","guid":{"rendered":"https:\/\/shareai.now\/?p=3225"},"modified":"2026-08-14T15:34:15","modified_gmt":"2026-08-14T12:34:15","slug":"mo-nguon-ung-dung-rag-kiem-tien","status":"publish","type":"post","link":"https:\/\/shareai.now\/vi\/blog\/nha-phat-trien\/mo-nguon-ung-dung-rag-kiem-tien\/","title":{"rendered":"M\u1edf ngu\u1ed3n ki\u1ebfm ti\u1ec1n t\u1eeb \u1ee9ng d\u1ee5ng RAG: T\u00ednh ph\u00ed truy v\u1ea5n, kh\u00f4ng ph\u1ea3i l\u01b0\u1ee3t t\u1ea3i xu\u1ed1ng"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Ki\u1ebfm ti\u1ec1n t\u1eeb \u1ee9ng d\u1ee5ng RAG m\u00e3 ngu\u1ed3n m\u1edf b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t s\u1ef1 ph\u00e2n bi\u1ec7t \u0111\u01a1n gi\u1ea3n: t\u1ea3i xu\u1ed1ng ph\u1ea7n m\u1ec1m kh\u00f4ng gi\u1ed1ng nh\u01b0 ti\u00eau th\u1ee5 AI. M\u1ed9t ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 sao ch\u00e9p d\u1ef1 \u00e1n c\u1ee7a b\u1ea1n m\u1ed9t l\u1ea7n v\u00e0 ch\u1ea1y h\u00e0ng ng\u00e0n c\u00e2u h\u1ecfi, trong khi ng\u01b0\u1eddi kh\u00e1c c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t n\u00f3 v\u00e0 kh\u00f4ng bao gi\u1edd g\u1ecdi m\u1ed9t m\u00f4 h\u00ecnh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1ef1 kh\u00e1c bi\u1ec7t \u0111\u00f3 quan tr\u1ecdng v\u00ec vi\u1ec7c t\u1ea1o n\u1ed9i dung t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t c\u00f3 c\u00f4ng vi\u1ec7c l\u1eb7p l\u1ea1i. M\u1ed9t lu\u1ed3ng RAG \u0111i\u1ec3n h\u00ecnh nh\u00fang n\u1ed9i dung, l\u01b0u tr\u1eef v\u00e0 t\u00ecm ki\u1ebfm vector, truy xu\u1ea5t c\u00e1c \u0111o\u1ea1n li\u00ean quan, v\u00e0 g\u1eedi ng\u1eef c\u1ea3nh c\u00f3 c\u01a1 s\u1edf \u0111\u1ebfn m\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef. <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/storage\/files\/artificial-intelligence\/retrieval-augmented-generation\/overview?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization\">T\u1ed5ng quan v\u1ec1 ki\u1ebfn tr\u00fac RAG c\u1ee7a Microsoft<\/a> ph\u00e2n chia c\u00f4ng vi\u1ec7c \u0111\u00f3 th\u00e0nh c\u00e1c giai \u0111o\u1ea1n l\u1eadp ch\u1ec9 m\u1ee5c v\u00e0 truy v\u1ea5n theo th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi duy tr\u00ec, c\u00e2u h\u1ecfi th\u01b0\u01a1ng m\u1ea1i h\u1eefu \u00edch kh\u00f4ng ph\u1ea3i l\u00e0, \u201cC\u00f3 bao nhi\u00eau ng\u01b0\u1eddi \u0111\u00e3 t\u1ea3i xu\u1ed1ng kho l\u01b0u tr\u1eef?\u201d M\u00e0 l\u00e0, \u201cNh\u1eefng h\u00e0nh \u0111\u1ed9ng AI n\u00e0o t\u1ea1o ra chi ph\u00ed li\u00ean t\u1ee5c v\u00e0 gi\u00e1 tr\u1ecb cho ng\u01b0\u1eddi d\u00f9ng?\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">T\u1ea1i sao l\u01b0\u1ee3t t\u1ea3i xu\u1ed1ng l\u00e0 s\u1ef1 ki\u1ec7n t\u00ednh ph\u00ed sai l\u1ea7m<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">L\u01b0\u1ee3t t\u1ea3i xu\u1ed1ng, sao l\u01b0u, v\u00e0 c\u00e0i \u0111\u1eb7t ho\u1ea1t \u0111\u1ed9ng l\u00e0 c\u00e1c t\u00edn hi\u1ec7u ch\u1ea5p nh\u1eadn c\u00f3 gi\u00e1 tr\u1ecb. Ch\u00fang l\u00e0 c\u00e1c th\u01b0\u1edbc \u0111o y\u1ebfu v\u1ec1 ti\u00eau th\u1ee5 AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hai nh\u00f3m c\u00f3 th\u1ec3 ch\u1ea1y c\u00f9ng m\u1ed9t \u1ee9ng d\u1ee5ng RAG m\u00e3 ngu\u1ed3n m\u1edf v\u1edbi m\u1ee9c s\u1eed d\u1ee5ng ho\u00e0n to\u00e0n kh\u00e1c nhau. M\u1ed9t nh\u00f3m nh\u1ecf c\u00f3 th\u1ec3 h\u1ecfi 50 c\u00e2u h\u1ecfi m\u1ed7i th\u00e1ng. M\u1ed9t c\u1ed5ng th\u00f4ng tin t\u00e0i li\u1ec7u c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi 50.000 c\u00e2u h\u1ecfi. T\u00ednh ph\u00ed c\u1ea3 hai c\u00f9ng m\u1ed9t s\u1ed1 ti\u1ec1n che gi\u1ea5u s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 chi ph\u00ed, trong khi t\u00ednh ph\u00ed cho l\u01b0\u1ee3t t\u1ea3i xu\u1ed1ng c\u00f3 th\u1ec3 \u0111i ng\u01b0\u1ee3c l\u1ea1i s\u1ef1 m\u1edf r\u1ed9ng \u0111\u00e3 gi\u00fap d\u1ef1 \u00e1n ph\u00e1t tri\u1ec3n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T\u00e0i tr\u1ee3 v\u1eabn h\u1eefu \u00edch. V\u00e0o th\u00e1ng 7 n\u0103m 2026, <a href=\"https:\/\/github.blog\/open-source\/maintainers\/100-million-for-open-source-a-milestone-built-by-the-community\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization\">GitHub b\u00e1o c\u00e1o r\u1eb1ng Sponsors \u0111\u00e3 v\u01b0\u1ee3t qua 100 tri\u1ec7u USD \u0111\u00f3ng g\u00f3p<\/a>, nh\u01b0ng c\u0169ng cho bi\u1ebft kho\u1ea3ng c\u00e1ch t\u00e0i tr\u1ee3 v\u1eabn c\u00f2n l\u1edbn v\u00e0 nhi\u1ec1u d\u1ef1 \u00e1n v\u1eabn ch\u01b0a \u0111\u01b0\u1ee3c t\u00e0i tr\u1ee3 \u0111\u1ea7y \u0111\u1ee7. T\u00e0i tr\u1ee3 th\u01b0\u1edfng cho gi\u00e1 tr\u1ecb c\u1ed9ng \u0111\u1ed3ng r\u1ed9ng l\u1edbn. \u0110\u1ecbnh gi\u00e1 theo m\u1ee9c s\u1eed d\u1ee5ng bao g\u1ed3m ti\u00eau th\u1ee5 l\u1eb7p l\u1ea1i. M\u1ed9t d\u1ef1 \u00e1n l\u00e0nh m\u1ea1nh c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u1ea3 hai.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00f4 h\u00ecnh ki\u1ebfm ti\u1ec1n AI m\u00e3 ngu\u1ed3n m\u1edf r\u1ed9ng l\u1edbn h\u01a1n <a href=\"https:\/\/shareai.now\/vi\/blog\/thong-tin-chi-tiet\/kiem-tien-tu-ai-ma-nguon-mo\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization\">l\u00e0 gi\u1eef cho d\u1ef1 \u00e1n c\u00f3 th\u1ec3 truy c\u1eadp trong khi cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng AI n\u1eb7ng m\u1ed9t con \u0111\u01b0\u1eddng tr\u1ea3 ph\u00ed.<\/a> RAG l\u00e0m cho m\u00f4 h\u00ecnh \u0111\u00f3 \u0111\u1eb7c bi\u1ec7t c\u1ee5 th\u1ec3 v\u00ec m\u1ed7i truy v\u1ea5n c\u00f3 c\u00f4ng vi\u1ec7c x\u00e1c \u0111\u1ecbnh \u0111\u1eb1ng sau n\u00f3.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0110i\u1ec1u g\u00ec t\u1ea1o ra chi ph\u00ed \u0111\u1ecbnh k\u1ef3 trong m\u1ed9t \u1ee9ng d\u1ee5ng RAG?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Chi ph\u00ed c\u1ee7a m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi RAG hi\u1ebfm khi \u0111\u1ebfn t\u1eeb m\u1ed9t th\u00e0nh ph\u1ea7n duy nh\u1ea5t. Ng\u01b0\u1eddi b\u1ea3o tr\u00ec n\u00ean t\u00e1ch bi\u1ec7t pipeline tr\u01b0\u1edbc khi quy\u1ebft \u0111\u1ecbnh nh\u1eefng g\u00ec c\u1ea7n \u0111o l\u01b0\u1eddng.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Giai \u0111o\u1ea1n pipeline<\/th><th>C\u00f4ng vi\u1ec7c \u0111i\u1ec3n h\u00ecnh<\/th><th>C\u00e1ch x\u1eed l\u00fd gi\u00e1 c\u1ea3 th\u1ef1c t\u1ebf<\/th><\/tr><\/thead><tbody><tr><td>L\u1eadp ch\u1ec9 m\u1ee5c<\/td><td>Ph\u00e2n t\u00edch, chia nh\u1ecf, nh\u00fang v\u00e0 l\u01b0u tr\u1eef t\u00e0i li\u1ec7u<\/td><td>Bao g\u1ed3m m\u1ed9t kho\u1ea3n ph\u1ee5 c\u1ea5p h\u1ee3p l\u00fd ho\u1eb7c \u0111\u1ecbnh gi\u00e1 ri\u00eang cho c\u00e1c l\u1ea7n nh\u1eadp l\u1edbn v\u00e0 l\u00e0m m\u1edbi th\u01b0\u1eddng xuy\u00ean<\/td><\/tr><tr><td>Truy xu\u1ea5t<\/td><td>Nh\u00fang c\u00e2u h\u1ecfi, t\u00ecm ki\u1ebfm ch\u1ec9 m\u1ee5c v\u00e0 t\u00f9y ch\u1ecdn s\u1eafp x\u1ebfp l\u1ea1i k\u1ebft qu\u1ea3<\/td><td>Theo d\u00f5i n\u1ed9i b\u1ed9 nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a chi ph\u00ed truy v\u1ea5n<\/td><\/tr><tr><td>T\u1ea1o n\u1ed9i dung<\/td><td>G\u1eedi c\u00e2u h\u1ecfi v\u00e0 ng\u1eef c\u1ea3nh \u0111\u00e3 truy xu\u1ea5t \u0111\u1ebfn m\u1ed9t m\u00f4 h\u00ecnh<\/td><td>\u0110\u1ecbnh tuy\u1ebfn v\u00e0 \u0111o l\u01b0\u1eddng vi\u1ec7c s\u1eed d\u1ee5ng suy lu\u1eadn<\/td><\/tr><tr><td>C\u00e1c b\u01b0\u1edbc quy tr\u00ecnh l\u00e0m vi\u1ec7c<\/td><td>\u0110\u01b0\u1eddng d\u1eabn b\u1ea3o v\u1ec7, c\u00f4ng c\u1ee5, cu\u1ed9c g\u1ecdi ti\u1ebfp theo, th\u1eed l\u1ea1i v\u00e0 c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 ph\u00f2ng<\/td><td>\u0110\u1ebfm c\u00e1c h\u00e0nh \u0111\u1ed9ng cao c\u1ea5p th\u00e0nh c\u00f4ng ho\u1eb7c bao g\u1ed3m c\u00f4ng vi\u1ec7c trong gi\u00e1 tr\u1ea3 l\u1eddi<\/td><\/tr><tr><td>L\u01b0u tr\u1eef v\u00e0 v\u1eadn h\u00e0nh<\/td><td>L\u01b0u tr\u1eef vector, l\u01b0u tr\u1eef t\u00e0i li\u1ec7u, nh\u1eadt k\u00fd v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u1ee9ng d\u1ee5ng<\/td><td>Theo d\u00f5i ngo\u00e0i h\u00f3a \u0111\u01a1n suy lu\u1eadn v\u00e0 bao g\u1ed3m trong k\u1ebf ho\u1ea1ch bi\u00ean l\u1ee3i nhu\u1eadn<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1ef1 ph\u00e2n t\u00e1ch n\u00e0y ng\u0103n ch\u1eb7n m\u1ed9t l\u1ed7i ph\u1ed5 bi\u1ebfn: gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng m\u1ed9t c\u00e2u h\u1ecfi hi\u1ec3n th\u1ecb lu\u00f4n t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi m\u1ed9t l\u1ea7n g\u1ecdi m\u00f4 h\u00ecnh. M\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi duy nh\u1ea5t c\u00f3 th\u1ec3 y\u00eau c\u1ea7u vi\u1ebft l\u1ea1i truy v\u1ea5n, nhi\u1ec1u l\u1ea7n truy xu\u1ea5t, x\u1ebfp h\u1ea1ng l\u1ea1i, m\u1ed9t l\u1ea7n g\u1ecdi t\u1ea1o, ki\u1ec3m tra tr\u00edch d\u1eabn v\u00e0 m\u1ed9t ph\u01b0\u01a1ng \u00e1n d\u1ef1 ph\u00f2ng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u1ee8ng d\u1ee5ng RAG m\u00e3 ngu\u1ed3n m\u1edf ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1ea5t xung quanh c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Token h\u1eefu \u00edch cho vi\u1ec7c t\u00ednh to\u00e1n chi ph\u00ed, nh\u01b0ng h\u1ea7u h\u1ebft ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng mua token. H\u1ecd mua c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi h\u1eefu \u00edch, c\u00e1c nhi\u1ec7m v\u1ee5 nghi\u00ean c\u1ee9u ho\u00e0n th\u00e0nh ho\u1eb7c c\u00e1c c\u00e2u h\u1ecfi h\u1ed7 tr\u1ee3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t m\u1eb7c \u0111\u1ecbnh m\u1ea1nh m\u1ebd l\u00e0 \u0111\u1ecbnh ngh\u0129a m\u1ed9t \u0111\u01a1n v\u1ecb t\u00ednh ph\u00ed l\u00e0 m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi RAG ho\u00e0n th\u00e0nh th\u00e0nh c\u00f4ng. \u1ee8ng d\u1ee5ng v\u1eabn c\u00f3 th\u1ec3 theo d\u00f5i token \u0111\u1ea7u v\u00e0o, token \u0111\u1ea7u ra, \u0111\u1ed9 s\u00e2u truy xu\u1ea5t, l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh v\u00e0 th\u1eed l\u1ea1i ph\u00eda sau h\u1eadu tr\u01b0\u1eddng. Kh\u00e1ch h\u00e0ng th\u1ea5y m\u1ed9t \u0111\u01a1n v\u1ecb t\u01b0\u01a1ng \u1ee9ng v\u1edbi gi\u00e1 tr\u1ecb.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u00e3n ph\u00f9 h\u1ee3p ph\u1ee5 thu\u1ed9c v\u00e0o s\u1ea3n ph\u1ea9m:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>M\u1ed9t tr\u1ee3 l\u00fd t\u00e0i li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ecbnh gi\u00e1 c\u00e1c c\u00e2u h\u1ecfi \u0111\u00e3 \u0111\u01b0\u1ee3c tr\u1ea3 l\u1eddi.<\/li><li>M\u1ed9t c\u00f4ng c\u1ee5 nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 \u0111\u1ecbnh gi\u00e1 c\u00e1c l\u1ea7n ch\u1ea1y nghi\u00ean c\u1ee9u ho\u00e0n th\u00e0nh.<\/li><li>M\u1ed9t c\u01a1 s\u1edf ki\u1ebfn th\u1ee9c h\u1ed7 tr\u1ee3 c\u00f3 th\u1ec3 \u0111\u1ecbnh gi\u00e1 c\u00e1c cu\u1ed9c tr\u00f2 chuy\u1ec7n \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft ho\u1eb7c c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c t\u1ea1o ra.<\/li><li>M\u1ed9t c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm ph\u00e1p l\u00fd ho\u1eb7c tu\u00e2n th\u1ee7 c\u00f3 th\u1ec3 \u0111\u1ecbnh gi\u00e1 c\u00e1c truy v\u1ea5n t\u00e0i li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c xem x\u00e9t.<\/li><li>M\u1ed9t tr\u1ee3 l\u00fd c\u01a1 s\u1edf m\u00e3 c\u00f3 th\u1ec3 \u0111\u1ecbnh gi\u00e1 c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 kho l\u01b0u tr\u1eef ho\u1eb7c c\u00e1c l\u1ea7n ch\u1ea1y ph\u00e2n t\u00edch.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng t\u00ednh ph\u00ed c\u00e1c y\u00eau c\u1ea7u th\u1ea5t b\u1ea1i nh\u01b0 c\u00e1c k\u1ebft qu\u1ea3 ho\u00e0n th\u00e0nh. N\u1ebfu m\u1ed9t y\u00eau c\u1ea7u h\u1ebft th\u1eddi gian ho\u1eb7c kh\u00f4ng t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c, h\u00e3y gi\u1eef n\u00f3 trong nh\u1eadt k\u00fd v\u1eadn h\u00e0nh nh\u01b0ng lo\u1ea1i tr\u1eeb kh\u1ecfi \u0111\u01a1n v\u1ecb h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng tr\u1eeb khi \u0111i\u1ec1u kho\u1ea3n c\u1ee7a b\u1ea1n r\u00f5 r\u00e0ng \u0111\u1ecbnh ngh\u0129a c\u00e1ch x\u1eed l\u00fd kh\u00e1c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e1c M\u1eabu \u0110\u1ecbnh Gi\u00e1 Th\u1ef1c Ti\u1ec5n cho D\u1ef1 \u00c1n RAG M\u00e3 Ngu\u1ed3n M\u1edf<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ecbnh gi\u00e1 n\u00e0o l\u00e0 \u0111\u00fang duy nh\u1ea5t. B\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed1i quan h\u1ec7 gi\u1eefa quy\u1ec1n truy c\u1eadp c\u1ed9ng \u0111\u1ed3ng, chi ph\u00ed \u0111\u1ecbnh k\u1ef3 v\u00e0 gi\u00e1 tr\u1ecb ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">L\u00f5i Mi\u1ec5n Ph\u00ed V\u1edbi S\u1eed D\u1ee5ng AI Do Kh\u00e1ch H\u00e0ng Tr\u1ea3 Ph\u00ed<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Gi\u1eef kho l\u01b0u tr\u1eef, giao di\u1ec7n c\u1ee5c b\u1ed9 v\u00e0 c\u00e1c t\u00ednh n\u0103ng kh\u00f4ng ph\u1ea3i AI c\u00f3 s\u1eb5n. \u0110\u1ecbnh tuy\u1ebfn suy lu\u1eadn \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef t\u00f9y ch\u1ecdn qua m\u1ed9t \u0111\u01b0\u1eddng d\u1eabn s\u1eed d\u1ee5ng tr\u1ea3 ph\u00ed. \u0110i\u1ec1u n\u00e0y b\u1ea3o t\u1ed3n quy\u1ec1n truy c\u1eadp v\u00e0o d\u1ef1 \u00e1n trong khi y\u00eau c\u1ea7u ng\u01b0\u1eddi d\u00f9ng AI t\u00edch c\u1ef1c chi tr\u1ea3 cho c\u00f4ng vi\u1ec7c h\u1ecd t\u1ea1o ra.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00e2u Tr\u1ea3 L\u1eddi Bao G\u1ed3m V\u1edbi Ph\u00ed V\u01b0\u1ee3t M\u1ee9c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Cung c\u1ea5p cho m\u1ed7i ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c kh\u00f4ng gian l\u00e0m vi\u1ec7c m\u1ed9t kho\u1ea3n tr\u1ee3 c\u1ea5p nh\u1ecf h\u00e0ng th\u00e1ng. Khi kho\u1ea3n tr\u1ee3 c\u1ea5p c\u1ea1n ki\u1ec7t, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng ti\u1ebfp t\u1ee5c s\u1eed d\u1ee5ng th\u00f4ng qua \u0111\u1ecbnh tuy\u1ebfn tr\u1ea3 ph\u00ed. \u0110i\u1ec1u n\u00e0y ho\u1ea1t \u0111\u1ed9ng t\u1ed1t khi vi\u1ec7c s\u1eed d\u1ee5ng th\u1ec9nh tho\u1ea3ng n\u00ean c\u1ea3m th\u1ea5y ch\u00e0o \u0111\u00f3n nh\u01b0ng vi\u1ec7c s\u1eed d\u1ee5ng li\u00ean t\u1ee5c ph\u1ea3i duy tr\u00ec t\u00ednh kinh t\u1ebf.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">BYOK cho Chuy\u00ean gia, S\u1eed d\u1ee5ng \u0110\u1ecbnh tuy\u1ebfn cho Nh\u1eefng Ng\u01b0\u1eddi Kh\u00e1c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Mang-ch\u00eca-kh\u00f3a-c\u1ee7a-b\u1ea1n c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi ng\u01b0\u1eddi d\u00f9ng k\u1ef9 thu\u1eadt mu\u1ed1n ki\u1ec3m so\u00e1t tr\u1ef1c ti\u1ebfp nh\u00e0 cung c\u1ea5p. M\u1ed9t t\u00f9y ch\u1ecdn \u0111\u1ecbnh tuy\u1ebfn ShareAI c\u00f3 th\u1ec3 cung c\u1ea5p m\u1ed9t m\u1eb7c \u0111\u1ecbnh \u0111\u01a1n gi\u1ea3n h\u01a1n cho ng\u01b0\u1eddi d\u00f9ng mu\u1ed1n truy c\u1eadp m\u00f4 h\u00ecnh v\u00e0 thanh to\u00e1n s\u1eed d\u1ee5ng m\u00e0 kh\u00f4ng c\u1ea7n qu\u1ea3n l\u00fd nhi\u1ec1u t\u00e0i kho\u1ea3n nh\u00e0 cung c\u1ea5p. Cung c\u1ea5p c\u1ea3 hai c\u00f3 th\u1ec3 gi\u1ea3m ma s\u00e1t m\u00e0 kh\u00f4ng lo\u1ea1i b\u1ecf s\u1ef1 l\u1ef1a ch\u1ecdn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ng\u00e2n s\u00e1ch Kh\u00f4ng gian L\u00e0m vi\u1ec7c cho Nh\u00f3m<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c s\u1ea3n ph\u1ea9m RAG h\u01b0\u1edbng \u0111\u1ebfn nh\u00f3m c\u00f3 th\u1ec3 g\u1eafn ng\u00e2n s\u00e1ch v\u00e0 gi\u1edbi h\u1ea1n v\u00e0o m\u1ed9t kh\u00f4ng gian l\u00e0m vi\u1ec7c. \u0110i\u1ec1u n\u00e0y cung c\u1ea5p cho qu\u1ea3n tr\u1ecb vi\u00ean m\u1ed9t \u0111i\u1ec3m ki\u1ec3m so\u00e1t c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c trong khi cho ph\u00e9p vi\u1ec7c s\u1eed d\u1ee5ng ph\u1ea3n \u00e1nh s\u1ed1 l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e1ch ShareAI Builder Ph\u00f9 h\u1ee3p v\u1edbi D\u00f2ng Ti\u1ec1n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ShareAI kh\u00f4ng x\u00e2y d\u1ef1ng ho\u1eb7c l\u01b0u tr\u1eef \u1ee9ng d\u1ee5ng RAG c\u1ee7a b\u1ea1n. Ng\u01b0\u1eddi duy tr\u00ec gi\u1eef quy\u1ec1n ki\u1ec3m so\u00e1t kho l\u01b0u tr\u1eef, giao di\u1ec7n, logic truy xu\u1ea5t, ngu\u1ed3n t\u00e0i li\u1ec7u v\u00e0 tri\u1ec3n khai.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ShareAI c\u00f3 th\u1ec3 cung c\u1ea5p l\u1edbp \u0111\u1ecbnh tuy\u1ebfn, s\u1eed d\u1ee5ng suy lu\u1eadn, thanh to\u00e1n kh\u00e1ch h\u00e0ng, l\u1ee3i nhu\u1eadn v\u00e0 thanh to\u00e1n cho l\u01b0u l\u01b0\u1ee3ng AI m\u00e0 \u1ee9ng d\u1ee5ng g\u1eedi qua ShareAI:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>Ng\u01b0\u1eddi duy tr\u00ec k\u1ebft n\u1ed1i l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn \u0111\u01b0\u1ee3c ch\u1ecdn t\u1eeb \u1ee9ng d\u1ee5ng RAG hi\u1ec7n c\u00f3 v\u1edbi ShareAI.<\/li><li>Ng\u01b0\u1eddi duy tr\u00ec c\u1ea5u h\u00ecnh m\u1ed9t kho\u1ea3n ph\u1ee5 ph\u00ed ho\u1eb7c l\u1ee3i nhu\u1eadn cho l\u01b0u l\u01b0\u1ee3ng \u1ee9ng d\u1ee5ng \u0111\u00f3.<\/li><li>Kh\u00e1ch h\u00e0ng thanh to\u00e1n tr\u1ef1c ti\u1ebfp cho ShareAI cho vi\u1ec7c s\u1eed d\u1ee5ng AI \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn.<\/li><li>ShareAI \u0111\u1ecbnh tuy\u1ebfn suy lu\u1eadn th\u00f4ng qua th\u1ecb tr\u01b0\u1eddng c\u1ee7a n\u00f3.<\/li><li>ShareAI tr\u1ea3 ti\u1ec1n cho Builder h\u00e0ng th\u00e1ng d\u1ef1a tr\u00ean thu nh\u1eadp \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb l\u01b0u l\u01b0\u1ee3ng \u0111\u00f3.<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u1ee8ng d\u1ee5ng v\u1eabn n\u00ean t\u00ednh \u0111\u1ebfn c\u00e1c chi ph\u00ed ngo\u00e0i suy lu\u1eadn \u0111\u1ecbnh tuy\u1ebfn, ch\u1eb3ng h\u1ea1n nh\u01b0 l\u01b0u tr\u1eef vector, x\u1eed l\u00fd t\u00e0i li\u1ec7u v\u00e0 l\u01b0u tr\u1eef ri\u00eang c\u1ee7a n\u00f3. Nh\u1eefng chi ph\u00ed \u0111\u00f3 th\u00f4ng b\u00e1o l\u1ee3i nhu\u1eadn v\u00e0 \u0111\u01a1n v\u1ecb h\u01b0\u1edbng \u0111\u1ebfn kh\u00e1ch h\u00e0ng, nh\u01b0ng ch\u00fang kh\u00f4ng n\u00ean \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 l\u00e0 c\u00e1c d\u1ecbch v\u1ee5 m\u00e0 ShareAI t\u1ef1 \u0111\u1ed9ng qu\u1ea3n l\u00fd.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ng\u01b0\u1eddi duy tr\u00ec c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng <a href=\"https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization\">T\u00e0i li\u1ec7u tham kh\u1ea3o API ShareAI<\/a> \u0111\u1ec3 c\u00f3 ng\u1eef c\u1ea3nh t\u00edch h\u1ee3p v\u00e0 <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization\">duy\u1ec7t c\u00e1c m\u00f4 h\u00ecnh c\u00f3 s\u1eb5n<\/a> khi l\u1eadp k\u1ebf ho\u1ea1ch c\u00e1c t\u1ea7ng ch\u1ea5t l\u01b0\u1ee3ng, \u0111\u1ed9 tr\u1ec5 v\u00e0 chi ph\u00ed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">K\u1ebf ho\u1ea1ch ki\u1ebfm ti\u1ec1n t\u1eeb \u1ee9ng d\u1ee5ng RAG m\u00e3 ngu\u1ed3n m\u1edf g\u1ed3m 7 b\u01b0\u1edbc<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. X\u00e1c \u0111\u1ecbnh nh\u1eefng g\u00ec s\u1ebd mi\u1ec5n ph\u00ed<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Vi\u1ebft ra cam k\u1ebft c\u1ed9ng \u0111\u1ed3ng b\u1ec1n v\u1eefng tr\u01b0\u1edbc. \u0110i\u1ec1u \u0111\u00f3 c\u00f3 th\u1ec3 bao g\u1ed3m kho l\u01b0u tr\u1eef, giao di\u1ec7n t\u1ef1 l\u01b0u tr\u1eef, c\u00e1c k\u1ebft n\u1ed1i, truy xu\u1ea5t c\u1ee5c b\u1ed9 ho\u1eb7c m\u1ed9t kho\u1ea3n tr\u1ee3 c\u1ea5p l\u01b0u tr\u1eef nh\u1ecf. Ng\u01b0\u1eddi d\u00f9ng n\u00ean hi\u1ec3u r\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng AI tr\u1ea3 ph\u00ed h\u1ed7 tr\u1ee3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ecbnh k\u1ef3 thay v\u00ec mua quy\u1ec1n truy c\u1eadp v\u00e0o m\u00e3 ngu\u1ed3n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u0110\u1eb7t t\u00ean cho k\u1ebft qu\u1ea3 th\u00e0nh c\u00f4ng<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ch\u1ecdn m\u1ed9t s\u1ef1 ki\u1ec7n c\u00f3 th\u1ec3 t\u00ednh ph\u00ed m\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nh\u1eadn bi\u1ebft: truy v\u1ea5n \u0111\u01b0\u1ee3c tr\u1ea3 l\u1eddi, nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n, b\u00e1o c\u00e1o \u0111\u01b0\u1ee3c t\u1ea1o ho\u1eb7c cu\u1ed9c tr\u00f2 chuy\u1ec7n \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft. X\u00e1c \u0111\u1ecbnh khi n\u00e0o s\u1ef1 ki\u1ec7n \u0111\u00f3 ho\u00e0n th\u00e0nh v\u00e0 khi n\u00e0o kh\u00f4ng n\u00ean t\u00ednh ph\u00ed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0110o l\u01b0\u1eddng to\u00e0n b\u1ed9 chi ph\u00ed<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo d\u00f5i c\u00e1c token c\u1ee7a m\u00f4 h\u00ecnh, nh\u00fang, truy xu\u1ea5t, x\u1ebfp h\u1ea1ng l\u1ea1i, th\u1eed l\u1ea1i, l\u01b0u tr\u1eef v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh. T\u00e1ch bi\u1ec7t suy lu\u1eadn \u0111\u1ecbnh tuy\u1ebfn ShareAI kh\u1ecfi c\u00e1c chi ph\u00ed m\u00e0 \u1ee9ng d\u1ee5ng ph\u1ea3i tr\u1ea3 \u1edf n\u01a1i kh\u00e1c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0110\u1eb7t m\u1ed9t kho\u1ea3n tr\u1ee3 c\u1ea5p v\u00e0 m\u1ed9t con \u0111\u01b0\u1eddng tr\u1ea3 ph\u00ed<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1eed d\u1ee5ng d\u1eef li\u1ec7u s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh li\u1ec7u d\u1ef1 \u00e1n c\u00f3 c\u1ea7n m\u1ed9t kho\u1ea3n tr\u1ee3 c\u1ea5p mi\u1ec5n ph\u00ed, ng\u00e2n s\u00e1ch kh\u00f4ng gian l\u00e0m vi\u1ec7c, v\u01b0\u1ee3t m\u1ee9c tr\u1ea3 ph\u00ed hay con \u0111\u01b0\u1eddng AI ho\u00e0n to\u00e0n do kh\u00e1ch h\u00e0ng tr\u1ea3 ph\u00ed. Tr\u00e1nh h\u1ee9a h\u1eb9n suy lu\u1eadn kh\u00f4ng gi\u1edbi h\u1ea1n tr\u01b0\u1edbc khi b\u1ea1n hi\u1ec3u h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng quy\u1ec1n l\u1ef1c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u0110\u1ecbnh tuy\u1ebfn suy lu\u1eadn \u0111\u00e3 ch\u1ecdn qua ShareAI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">K\u1ebft n\u1ed1i c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh h\u1ed7 tr\u1ee3 h\u00e0nh \u0111\u1ed9ng RAG tr\u1ea3 ph\u00ed. Gi\u1eef c\u00e1c \u0111\u1ecbnh danh y\u00eau c\u1ea7u \u0111\u1ec3 \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 \u0111\u1ed1i chi\u1ebfu c\u00e2u tr\u1ea3 l\u1eddi hi\u1ec3n th\u1ecb cho ng\u01b0\u1eddi d\u00f9ng v\u1edbi vi\u1ec7c s\u1eed d\u1ee5ng \u0111\u1ecbnh tuy\u1ebfn c\u01a1 b\u1ea3n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. Th\u00eam gi\u1edbi h\u1ea1n v\u00e0 quy t\u1eafc th\u1ea5t b\u1ea1i<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1eb7t gi\u1edbi h\u1ea1n cho t\u1eebng ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c t\u1eebng kh\u00f4ng gian l\u00e0m vi\u1ec7c, x\u1eed l\u00fd th\u1eddi gian ch\u1edd v\u00e0 quy\u1ebft \u0111\u1ecbnh c\u00e1ch c\u00e1c l\u1ea7n th\u1eed l\u1ea1i v\u00e0 m\u00f4 h\u00ecnh d\u1ef1 ph\u00f2ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn s\u1ef1 ki\u1ec7n c\u00f3 th\u1ec3 t\u00ednh ph\u00ed. Hi\u1ec3n th\u1ecb kho\u1ea3n tr\u1ee3 c\u1ea5p c\u00f2n l\u1ea1i ho\u1eb7c m\u1ee9c s\u1eed d\u1ee5ng tr\u01b0\u1edbc khi ng\u01b0\u1eddi d\u00f9ng b\u1ecb b\u1ea5t ng\u1edd.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7. Gi\u1ea3i th\u00edch m\u00f4 h\u00ecnh b\u1eb1ng ng\u00f4n ng\u1eef \u0111\u01a1n gi\u1ea3n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00f3i v\u1edbi ng\u01b0\u1eddi d\u00f9ng nh\u1eefng g\u00ec v\u1eabn mi\u1ec5n ph\u00ed, nh\u1eefng g\u00ec t\u1ea1o ra vi\u1ec7c s\u1eed d\u1ee5ng AI tr\u1ea3 ph\u00ed, ai t\u00ednh ph\u00ed cho n\u00f3 v\u00e0 c\u00e1ch h\u1ecd c\u00f3 th\u1ec3 ki\u1ec3m so\u00e1t chi ti\u00eau. Ng\u00f4n ng\u1eef r\u00f5 r\u00e0ng b\u1ea3o v\u1ec7 ni\u1ec1m tin c\u1ed9ng \u0111\u1ed3ng t\u1ed1t h\u01a1n so v\u1edbi m\u1ed9t b\u1ea3ng token b\u1ecb che gi\u1ea5u.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Nh\u1eefng \u0111i\u1ec1u c\u1ea7n \u0111o l\u01b0\u1eddng tr\u01b0\u1edbc khi t\u00ednh ph\u00ed<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">T\u1ed1i thi\u1ec3u, ghi l\u1ea1i:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0110\u1ecbnh danh ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c kh\u00f4ng gian l\u00e0m vi\u1ec7c.<\/li><li>\u0110\u1ecbnh danh t\u00ednh n\u0103ng v\u00e0 y\u00eau c\u1ea7u.<\/li><li>Tr\u1ea1ng th\u00e1i th\u00e0nh c\u00f4ng, th\u1ea5t b\u1ea1i ho\u1eb7c b\u1ecb h\u1ee7y.<\/li><li>M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ch\u1ecdn v\u00e0 tuy\u1ebfn d\u1ef1 ph\u00f2ng.<\/li><li>Token \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra.<\/li><li>\u0110\u1ed9 s\u00e2u truy xu\u1ea5t v\u00e0 ho\u1ea1t \u0111\u1ed9ng x\u1ebfp h\u1ea1ng l\u1ea1i.<\/li><li>\u0110\u1ed9 tr\u1ec5 v\u00e0 s\u1ed1 l\u1ea7n th\u1eed l\u1ea1i.<\/li><li>\u0110\u01a1n v\u1ecb t\u00ednh ph\u00ed h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng.<\/li><li>Tr\u1ea1ng th\u00e1i s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn v\u00e0 \u0111\u1ed1i so\u00e1t thanh to\u00e1n.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Xem x\u00e9t ph\u00e2n ph\u1ed1i, kh\u00f4ng ch\u1ec9 trung b\u00ecnh. M\u1ed9t s\u1ed1 \u00edt ng\u01b0\u1eddi d\u00f9ng m\u1ea1nh c\u00f3 th\u1ec3 chi\u1ebfm ph\u1ea7n l\u1edbn l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn. \u0110\u00f3 ch\u00ednh l\u00e0 l\u00fd do t\u1ea1i sao \u0111\u1ecbnh gi\u00e1 RAG d\u1ef1a tr\u00ean s\u1eed d\u1ee5ng th\u01b0\u1eddng c\u00f4ng b\u1eb1ng h\u01a1n so v\u1edbi vi\u1ec7c \u1ea9n c\u00f9ng m\u1ed9t m\u1ee9c cho ph\u00e9p trong m\u1ecdi g\u00f3i.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Nh\u1eefng Sai L\u1ea7m Th\u01b0\u1eddng G\u1eb7p C\u1ea7n Tr\u00e1nh<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>T\u00ednh ph\u00ed truy c\u1eadp kho l\u01b0u tr\u1eef khi chi ph\u00ed th\u1ef1c s\u1ef1 \u0111\u1ebfn t\u1eeb vi\u1ec7c s\u1eed d\u1ee5ng AI \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef t\u00f9y ch\u1ecdn.<\/li><li>H\u1ee9a h\u1eb9n c\u00e2u tr\u1ea3 l\u1eddi kh\u00f4ng gi\u1edbi h\u1ea1n tr\u01b0\u1edbc khi \u0111o l\u01b0\u1eddng ng\u01b0\u1eddi d\u00f9ng n\u1eb7ng v\u00e0 c\u00e1c y\u00eau c\u1ea7u nhi\u1ec1u b\u01b0\u1edbc.<\/li><li>Xem m\u1ed7i c\u00e2u h\u1ecfi nh\u01b0 m\u1ed9t l\u1ea7n g\u1ecdi m\u00f4 h\u00ecnh duy nh\u1ea5t.<\/li><li>T\u00ednh ph\u00ed c\u00e1c y\u00eau c\u1ea7u th\u1ea5t b\u1ea1i nh\u01b0 c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi th\u00e0nh c\u00f4ng.<\/li><li>Che gi\u1ea5u gi\u1edbi h\u1ea1n ho\u1eb7c s\u1eed d\u1ee5ng tr\u1ea3 ph\u00ed cho \u0111\u1ebfn khi ng\u01b0\u1eddi d\u00f9ng \u0111\u1ea1t \u0111\u1ebfn ch\u00fang.<\/li><li>B\u1ecf qua l\u01b0u tr\u1eef vector, l\u1eadp ch\u1ec9 m\u1ee5c v\u00e0 chi ph\u00ed \u1ee9ng d\u1ee5ng khi \u0111\u1eb7t m\u1ee9c l\u1ee3i nhu\u1eadn.<\/li><li>M\u00f4 t\u1ea3 ShareAI nh\u01b0 tr\u00ecnh x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng, m\u00e1y ch\u1ee7 RAG, c\u01a1 s\u1edf d\u1eef li\u1ec7u vector ho\u1eb7c kho t\u00e0i li\u1ec7u.<\/li><li>\u0110\u01b0a ra c\u00e1c tuy\u00ean b\u1ed1 v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 ho\u1eb7c tu\u00e2n th\u1ee7 m\u00e0 d\u1ef1 \u00e1n v\u00e0 tri\u1ec3n khai ch\u01b0a x\u00e1c minh.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Gi\u1eef D\u1ef1 \u00c1n M\u1edf v\u00e0 \u0110\u1ecbnh Gi\u00e1 C\u00f4ng Vi\u1ec7c \u0110\u1ecbnh K\u1ef3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ph\u00e2n ph\u1ed1i m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 s\u1eed d\u1ee5ng AI tr\u1ea3 ph\u00ed gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kh\u00e1c nhau. Kho l\u01b0u tr\u1eef t\u1ea1o ra gi\u00e1 tr\u1ecb truy c\u1eadp v\u00e0 c\u1ed9ng \u0111\u1ed3ng. Con \u0111\u01b0\u1eddng tr\u1ea3 ph\u00ed gi\u1eef cho ho\u1ea1t \u0111\u1ed9ng RAG \u0111\u1ecbnh k\u1ef3 b\u1ec1n v\u1eefng khi ng\u01b0\u1eddi d\u00f9ng truy xu\u1ea5t, x\u1ebfp h\u1ea1ng l\u1ea1i v\u00e0 t\u1ea1o ra \u1edf c\u00e1c m\u1ee9c \u0111\u1ed9 r\u1ea5t kh\u00e1c nhau.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t \u0111\u01a1n v\u1ecb r\u00f5 r\u00e0ng, \u0111o l\u01b0\u1eddng quy tr\u00ecnh th\u1ef1c t\u1ebf v\u00e0 l\u00e0m cho ranh gi\u1edbi t\u1eeb mi\u1ec5n ph\u00ed sang tr\u1ea3 ph\u00ed d\u1ec5 hi\u1ec3u. Khi d\u1ef1 \u00e1n \u0111\u00e3 s\u1eb5n s\u00e0ng, <a href=\"https:\/\/console.shareai.now\/app\/builder\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization\">m\u1edf B\u1ea3ng \u0110i\u1ec1u Khi\u1ec3n Builder<\/a> \u0111\u1ec3 k\u1ebft n\u1ed1i l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn v\u00e0 c\u1ea5u h\u00ecnh m\u1ed9t bi\u00ean l\u1ee3i nhu\u1eadn.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e2u H\u1ecfi Th\u01b0\u1eddng G\u1eb7p<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Monetization \u1ee9ng d\u1ee5ng RAG m\u00e3 ngu\u1ed3n m\u1edf l\u00e0 g\u00ec?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Monetization \u1ee9ng d\u1ee5ng RAG m\u00e3 ngu\u1ed3n m\u1edf l\u00e0 c\u00e1ch \u0111\u1ec3 gi\u1eef m\u00e3 ngu\u1ed3n ho\u1eb7c tr\u1ea3i nghi\u1ec7m c\u1ed1t l\u00f5i c\u1ee7a d\u1ef1 \u00e1n c\u00f3 th\u1ec3 truy c\u1eadp trong khi t\u00ednh ph\u00ed cho c\u00e1c h\u00e0nh \u0111\u1ed9ng AI \u0111\u1ecbnh k\u1ef3 nh\u01b0 c\u00e2u tr\u1ea3 l\u1eddi c\u00f3 c\u0103n c\u1ee9, c\u00e1c l\u1ea7n ch\u1ea1y nghi\u00ean c\u1ee9u, ho\u1eb7c s\u1eed d\u1ee5ng suy lu\u1eadn n\u1eb7ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">M\u1ed9t d\u1ef1 \u00e1n RAG m\u00e3 ngu\u1ed3n m\u1edf c\u00f3 th\u1ec3 v\u1eabn mi\u1ec5n ph\u00ed kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00f3. Kho l\u01b0u tr\u1eef, giao di\u1ec7n c\u1ee5c b\u1ed9 v\u00e0 c\u00e1c t\u00ednh n\u0103ng kh\u00f4ng ph\u1ea3i AI c\u00f3 th\u1ec3 v\u1eabn mi\u1ec5n ph\u00ed. Ng\u01b0\u1eddi duy tr\u00ec c\u00f3 th\u1ec3 l\u00e0m cho vi\u1ec7c s\u1eed d\u1ee5ng AI \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef ho\u1eb7c \u0111\u1ecbnh tuy\u1ebfn tr\u1edf th\u00e0nh t\u00f9y ch\u1ecdn v\u00e0 tr\u1ea3 ph\u00ed khi n\u00f3 t\u1ea1o ra chi ph\u00ed \u0111\u1ecbnh k\u1ef3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">T\u1ea1i sao \u0111\u1ecbnh gi\u00e1 c\u00e1c truy v\u1ea5n RAG thay v\u00ec l\u01b0\u1ee3t t\u1ea3i xu\u1ed1ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t l\u01b0\u1ee3t t\u1ea3i xu\u1ed1ng ch\u1ec9 x\u1ea3y ra m\u1ed9t l\u1ea7n v\u00e0 kh\u00f4ng cho th\u1ea5y l\u01b0\u1ee3ng AI m\u00e0 ng\u01b0\u1eddi d\u00f9ng ti\u00eau th\u1ee5. Kh\u1ed1i l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a truy v\u1ea5n l\u00e0 c\u00e1c t\u00edn hi\u1ec7u t\u1ed1t h\u01a1n cho c\u00f4ng vi\u1ec7c suy lu\u1eadn \u0111\u1ecbnh k\u1ef3 v\u00e0 gi\u00e1 tr\u1ecb ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0110i\u1ec1u g\u00ec n\u00ean \u0111\u01b0\u1ee3c t\u00ednh l\u00e0 m\u1ed9t truy v\u1ea5n RAG tr\u1ea3 ph\u00ed?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1eed d\u1ee5ng m\u1ed9t k\u1ebft qu\u1ea3 kh\u00e1ch h\u00e0ng ho\u00e0n th\u00e0nh th\u00e0nh c\u00f4ng, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u1ed9t c\u00e2u h\u1ecfi \u0111\u01b0\u1ee3c tr\u1ea3 l\u1eddi ho\u1eb7c m\u1ed9t l\u1ea7n ch\u1ea1y nghi\u00ean c\u1ee9u ho\u00e0n t\u1ea5t. X\u00e1c \u0111\u1ecbnh c\u00e1ch c\u00e1c l\u1ea7n th\u1eed l\u1ea1i, d\u1ef1 ph\u00f2ng, th\u1ea5t b\u1ea1i v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c nhi\u1ec1u b\u01b0\u1edbc ph\u00f9 h\u1ee3p v\u1edbi \u0111\u01a1n v\u1ecb \u0111\u00f3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ng\u01b0\u1eddi d\u00f9ng c\u00f3 n\u00ean \u0111\u01b0\u1ee3c t\u00ednh ph\u00ed tr\u1ef1c ti\u1ebfp theo s\u1ed1 l\u01b0\u1ee3ng token kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c token h\u1eefu \u00edch cho vi\u1ec7c \u0111o l\u01b0\u1eddng chi ph\u00ed n\u1ed9i b\u1ed9. M\u1ed9t \u0111\u01a1n v\u1ecb h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng nh\u01b0 c\u00e2u tr\u1ea3 l\u1eddi, b\u00e1o c\u00e1o, ho\u1eb7c cu\u1ed9c tr\u00f2 chuy\u1ec7n \u0111\u00e3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft th\u01b0\u1eddng d\u1ec5 hi\u1ec3u h\u01a1n, mi\u1ec5n l\u00e0 gi\u00e1 ph\u1ea3n \u00e1nh \u0111\u00fang m\u1ee9c s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ShareAI Builder h\u1ed7 tr\u1ee3 ki\u1ebfm ti\u1ec1n t\u1eeb RAG nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ng\u01b0\u1eddi duy tr\u00ec \u0111\u1ecbnh tuy\u1ebfn l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn \u0111\u01b0\u1ee3c ch\u1ecdn t\u1eeb \u1ee9ng d\u1ee5ng hi\u1ec7n c\u00f3 th\u00f4ng qua ShareAI v\u00e0 thi\u1ebft l\u1eadp bi\u00ean l\u1ee3i nhu\u1eadn ho\u1eb7c ph\u1ee5 ph\u00ed. Kh\u00e1ch h\u00e0ng tr\u1ea3 ti\u1ec1n cho ShareAI cho m\u1ee9c s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn, v\u00e0 Builder nh\u1eadn c\u00e1c kho\u1ea3n thanh to\u00e1n h\u00e0ng th\u00e1ng d\u1ef1a tr\u00ean thu nh\u1eadp t\u1ea1o ra.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ShareAI c\u00f3 x\u00e2y d\u1ef1ng ho\u1eb7c l\u01b0u tr\u1eef \u1ee9ng d\u1ee5ng RAG kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng. \u1ee8ng d\u1ee5ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng, l\u01b0u tr\u1eef v\u00e0 duy tr\u00ec b\u00ean ngo\u00e0i ShareAI. ShareAI l\u00e0 l\u1edbp th\u1ecb tr\u01b0\u1eddng, API, \u0111\u1ecbnh tuy\u1ebfn, s\u1eed d\u1ee5ng, thanh to\u00e1n, bi\u00ean l\u1ee3i nhu\u1eadn, v\u00e0 thanh to\u00e1n cho l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn qua n\u00f3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ai tr\u1ea3 ti\u1ec1n cho m\u1ee9c s\u1eed d\u1ee5ng RAG \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn qua ShareAI?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00e1ch h\u00e0ng cu\u1ed1i ho\u1eb7c ng\u01b0\u1eddi d\u00f9ng tr\u1ea3 ti\u1ec1n tr\u1ef1c ti\u1ebfp cho ShareAI cho m\u1ee9c s\u1eed d\u1ee5ng AI \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn. \u1ee8ng d\u1ee5ng n\u00ean gi\u1ea3i th\u00edch lu\u1ed3ng thanh to\u00e1n n\u00e0y tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u m\u1ee9c s\u1eed d\u1ee5ng c\u00f3 tr\u1ea3 ph\u00ed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ShareAI c\u00f3 bao g\u1ed3m chi ph\u00ed c\u01a1 s\u1edf d\u1eef li\u1ec7u vector v\u00e0 l\u01b0u tr\u1eef kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng t\u1ef1 \u0111\u1ed9ng. Ng\u01b0\u1eddi duy tr\u00ec n\u00ean theo d\u00f5i l\u01b0u tr\u1eef vector, x\u1eed l\u00fd t\u00e0i li\u1ec7u, c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng truy xu\u1ea5t, v\u00e0 l\u01b0u tr\u1eef \u1ee9ng d\u1ee5ng ri\u00eang bi\u1ec7t khi thi\u1ebft l\u1eadp gi\u00e1 v\u00e0 bi\u00ean l\u1ee3i nhu\u1eadn h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">BYOK c\u00f3 t\u1ed1t h\u01a1n m\u1ee9c s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn qua ShareAI kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BYOK c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi ng\u01b0\u1eddi d\u00f9ng k\u1ef9 thu\u1eadt mu\u1ed1n t\u00e0i kho\u1ea3n nh\u00e0 cung c\u1ea5p tr\u1ef1c ti\u1ebfp. M\u1ee9c s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn qua ShareAI c\u00f3 th\u1ec3 cung c\u1ea5p m\u1ed9t con \u0111\u01b0\u1eddng tr\u1ea3 ph\u00ed \u0111\u01a1n gi\u1ea3n v\u1edbi m\u00f4 h\u00ecnh th\u1ecb tr\u01b0\u1eddng v\u00e0 ki\u1ebfm ti\u1ec1n t\u1eeb Builder. M\u1ed9t s\u1ed1 d\u1ef1 \u00e1n c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 c\u1ea3 hai.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ng\u01b0\u1eddi duy tr\u00ec n\u00ean x\u1eed l\u00fd d\u1eef li\u1ec7u RAG nh\u1ea1y c\u1ea3m v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">T\u00e0i li\u1ec7u h\u00f3a lu\u1ed3ng d\u1eef li\u1ec7u th\u1ef1c t\u1ebf c\u1ee7a \u1ee9ng d\u1ee5ng, ch\u1ecdn c\u00e1c tuy\u1ebfn m\u1ed9t c\u00e1ch c\u1ea9n th\u1eadn, gi\u1ea3m thi\u1ec3u d\u1eef li\u1ec7u kh\u00f4ng c\u1ea7n thi\u1ebft, v\u00e0 ch\u1ec9 \u0111\u01b0a ra c\u00e1c tuy\u00ean b\u1ed1 v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 ho\u1eb7c tu\u00e2n th\u1ee7 \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c minh. Kh\u00f4ng gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng t\u00edch h\u1ee3p thanh to\u00e1n ho\u1eb7c \u0111\u1ecbnh tuy\u1ebfn thay \u0111\u1ed5i c\u00e1c ngh\u0129a v\u1ee5 r\u1ed9ng h\u01a1n c\u1ee7a \u1ee9ng d\u1ee5ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">T\u00e0i tr\u1ee3 v\u00e0 doanh thu t\u1eeb m\u1ee9c s\u1eed d\u1ee5ng c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng c\u00f9ng nhau kh\u00f4ng?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00f3. T\u00e0i tr\u1ee3 c\u00f3 th\u1ec3 t\u00e0i tr\u1ee3 gi\u00e1 tr\u1ecb c\u00f4ng c\u1ed9ng r\u1ed9ng l\u1edbn, trong khi doanh thu t\u1eeb m\u1ee9c s\u1eed d\u1ee5ng c\u00f3 th\u1ec3 gi\u00fap trang tr\u1ea3i c\u00f4ng vi\u1ec7c AI \u0111\u1ecbnh k\u1ef3 \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi ng\u01b0\u1eddi d\u00f9ng ho\u1ea1t \u0111\u1ed9ng. Ch\u00fang b\u1ed5 sung cho nhau thay v\u00ec lo\u1ea1i tr\u1eeb l\u1eabn nhau.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00e1m ph\u00e1 th\u00eam c\u00e1c b\u00e0i vi\u1ebft t\u1eadp trung v\u00e0o tri\u1ec3n khai trong <a href=\"https:\/\/shareai.now\/vi\/blog\/danh-muc\/nha-phat-trien\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization\">L\u01b0u tr\u1eef d\u00e0nh cho nh\u00e0 ph\u00e1t tri\u1ec3n<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Gi\u1eef m\u1ed9t \u1ee9ng d\u1ee5ng RAG m\u00e3 ngu\u1ed3n m\u1edf c\u00f3 th\u1ec3 truy c\u1eadp trong khi \u0111\u1ecbnh gi\u00e1 c\u00e1c truy v\u1ea5n AI \u0111\u1ecbnh k\u1ef3, suy lu\u1eadn \u0111\u1ecbnh tuy\u1ebfn v\u00e0 s\u1eed d\u1ee5ng n\u1eb7ng d\u1ef1a tr\u00ean gi\u00e1 tr\u1ecb kh\u00e1ch h\u00e0ng.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"Monetize App Traffic","cta-description":"Route AI usage from your app through ShareAI and set your margin.","cta-button-text":"Open Builder","cta-button-link":"https:\/\/console.shareai.now\/app\/builder\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=open-source-rag-app-monetization","rank_math_title":"Open Source RAG App Monetization: Price Queries","rank_math_description":"Open source RAG app monetization can keep downloads free while paid AI queries cover inference costs and create usage-based maintainer revenue.","rank_math_focus_keyword":"open source RAG app monetization, monetize open source RAG, RAG query pricing, usage-based RAG pricing, AI answer pricing, open-source AI monetization","footnotes":""},"categories":[4,9],"tags":[136,149,225,148,140],"class_list":["post-3225","post","type-post","status-publish","format-standard","hentry","category-developers","category-product","tag-ai-monetization","tag-open-source","tag-rag","tag-shareai-builder","tag-usage-based-pricing"],"_links":{"self":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3225","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/comments?post=3225"}],"version-history":[{"count":1,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3225\/revisions"}],"predecessor-version":[{"id":3226,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3225\/revisions\/3226"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/media?parent=3225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/categories?post=3225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/tags?post=3225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}