{"id":66757,"date":"2026-07-05T09:14:45","date_gmt":"2026-07-05T02:14:45","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/06\/16\/aws-tu-dong-hoa-xu-ly-tai-lieu-phuc-tap-voi-ai-tao-sinh\/"},"modified":"2026-06-30T17:52:59","modified_gmt":"2026-06-30T10:52:59","slug":"aws-tu-dong-hoa-xu-ly-tai-lieu-phuc-tap-voi-ai-tao-sinh","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/05\/aws-tu-dong-hoa-xu-ly-tai-lieu-phuc-tap-voi-ai-tao-sinh\/","title":{"rendered":"AWS: T\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u1edbi AI t\u1ea1o sinh"},"content":{"rendered":"<p>C\u00e1c doanh nghi\u1ec7p h\u00e0ng ng\u00e0y ph\u1ea3i x\u1eed l\u00fd h\u00e0ng tri\u1ec7u t\u00e0i li\u1ec7u, t\u1eeb h\u1ed3 s\u01a1 b\u1ea3o hi\u1ec3m, h\u00f3a \u0111\u01a1n \u0111\u1ebfn h\u1ee3p \u0111\u1ed3ng ph\u00e1p l\u00fd. C\u00e1c gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) truy\u1ec1n th\u1ed1ng ch\u1ec9 c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n th\u00f4, kh\u00f4ng hi\u1ec3u \u0111\u01b0\u1ee3c ng\u1eef c\u1ea3nh hay m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c d\u1eef li\u1ec7u. H\u1ea1n ch\u1ebf n\u00e0y t\u1ea1o ra c\u00e1c n\u00fat th\u1eaft c\u1ed5 chai, \u0111\u00f2i h\u1ecfi s\u1ef1 can thi\u1ec7p th\u1ee7 c\u00f4ng, l\u00e0m t\u0103ng th\u1eddi gian, chi ph\u00ed v\u00e0 nguy c\u01a1 sai s\u00f3t.<\/p>\n<p>\u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, AWS \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t ki\u1ebfn tr\u00fac pipeline x\u1eed l\u00fd t\u00e0i li\u1ec7u th\u00f4ng minh, k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a AI t\u1ea1o sinh tr\u00ean n\u1ec1n t\u1ea3ng Amazon Bedrock. Gi\u1ea3i ph\u00e1p n\u00e0y gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c tr\u00edch xu\u1ea5t v\u00e0 ph\u00e2n t\u00edch insight t\u1eeb c\u00e1c t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p, bao g\u1ed3m c\u1ea3 bi\u1ec3u \u0111\u1ed3 v\u00e0 \u0111\u1ed3 th\u1ecb, gi\u00fap doanh nghi\u1ec7p bi\u1ebfn quy tr\u00ecnh x\u1eed l\u00fd t\u00e0i li\u1ec7u t\u1eeb m\u1ed9t trung t\u00e2m chi ph\u00ed th\u00e0nh m\u1ed9t t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c.<\/p>\n<h2>T\u1ed5ng quan gi\u1ea3i ph\u00e1p x\u1eed l\u00fd t\u00e0i li\u1ec7u th\u00f4ng minh c\u1ee7a AWS<\/h2>\n<p>Pipeline x\u1eed l\u00fd t\u00e0i li\u1ec7u th\u00f4ng minh c\u1ee7a AWS k\u1ebft h\u1ee3p AI t\u1ea1o sinh v\u1edbi c\u00e1c lu\u1ed3ng c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng tr\u00edch xu\u1ea5t, ph\u00e2n t\u00edch c\u00e1c y\u1ebfu t\u1ed1 tr\u1ef1c quan (bi\u1ec3u \u0111\u1ed3, \u0111\u1ed3 th\u1ecb) v\u00e0 r\u00fat ra insight t\u1eeb t\u00e0i li\u1ec7u, \u0111\u1ed3ng th\u1eddi duy tr\u00ec ng\u1eef c\u1ea3nh v\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u. Gi\u1ea3i ph\u00e1p n\u00e0y x\u1eed l\u00fd t\u00e0i li\u1ec7u qua b\u1ed1n l\u1edbp t\u00edch h\u1ee3p:<\/p>\n<ul>\n<li><strong>L\u1edbp x\u1eed l\u00fd \u0111\u1ea7u v\u00e0o (Input processing):<\/strong> Ti\u1ebfp nh\u1eadn v\u00e0 \u0111i\u1ec1u h\u01b0\u1edbng t\u00e0i li\u1ec7u \u0111\u1ea7u v\u00e0o.<\/li>\n<li><strong>L\u1edbp tr\u00edch xu\u1ea5t v\u00e0 l\u01b0u tr\u1eef (Extraction and storage):<\/strong> Tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n th\u00f4, b\u1ea3ng bi\u1ec3u, ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u.<\/li>\n<li><strong>L\u1edbp tr\u00ed tu\u1ec7 (Intelligence):<\/strong> X\u00e2y d\u1ef1ng c\u01a1 s\u1edf tri th\u1ee9c v\u1edbi t\u00ecm ki\u1ebfm ng\u1eef ngh\u0129a v\u00e0 ph\u00e2n t\u00edch b\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng \u0111a ph\u01b0\u01a1ng th\u1ee9c (multimodal foundation model).<\/li>\n<li><strong>L\u1edbp \u0111i\u1ec1u ph\u1ed1i agent (Agentic coordination):<\/strong> S\u1eed d\u1ee5ng m\u1ed9t agent \u0111i\u1ec1u ph\u1ed1i v\u00e0 c\u00e1c agent chuy\u00ean tr\u00e1ch cho t\u1eebng t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3.<\/li>\n<\/ul>\n<h2>Ki\u1ebfn tr\u00fac v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh<\/h2>\n<p>Ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 c\u1ee7a gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd t\u00e0i li\u1ec7u m\u1ed9t c\u00e1ch li\u1ec1n m\u1ea1ch t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 790px; --smush-placeholder-aspect-ratio: 790\/291;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/3dd51bc4d0.png\" alt=\"S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac t\u1ed5ng quan c\u1ee7a pipeline x\u1eed l\u00fd t\u00e0i li\u1ec7u th\u00f4ng minh tr\u00ean AWS.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h3>L\u1edbp x\u1eed l\u00fd \u0111\u1ea7u v\u00e0o<\/h3>\n<p>L\u1edbp n\u00e0y qu\u1ea3n l\u00fd vi\u1ec7c ti\u1ebfp nh\u1eadn v\u00e0 \u0111\u1ecbnh tuy\u1ebfn ban \u0111\u1ea7u cho c\u00e1c t\u00e0i li\u1ec7u \u0111\u1ebfn. Khi t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean c\u00e1c bucket Amazon S3, lu\u1ed3ng x\u1eed l\u00fd s\u1ebd \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t. D\u1ecbch v\u1ee5 <strong>Amazon Bedrock Data Automation (BDA)<\/strong> \u0111\u00f3ng vai tr\u00f2 l\u00e0 c\u00f4ng c\u1ee5 tr\u00edch xu\u1ea5t c\u1ed1t l\u00f5i, x\u1eed l\u00fd vi\u1ec7c ph\u00e2n chia, ph\u00e2n lo\u1ea1i v\u00e0 tr\u00edch xu\u1ea5t n\u1ed9i dung t\u00e0i li\u1ec7u th\u00f4ng qua m\u1ed9t API h\u1ee3p nh\u1ea5t. <strong>AWS Step Functions<\/strong> \u0111i\u1ec1u ph\u1ed1i to\u00e0n b\u1ed9 lu\u1ed3ng c\u00f4ng vi\u1ec7c, mang l\u1ea1i kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t v\u00e0 ki\u1ec3m so\u00e1t ho\u1ea1t \u0111\u1ed9ng.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 773px; --smush-placeholder-aspect-ratio: 773\/1024;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: none; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/8845df989b.png\" alt=\"Lu\u1ed3ng x\u1eed l\u00fd t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i b\u1edfi AWS Step Functions.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<p>Lu\u1ed3ng \u0111i\u1ec1u ph\u1ed1i chi ti\u1ebft bao g\u1ed3m:<\/p>\n<ul>\n<li><strong>Ti\u1ebfp nh\u1eadn t\u00e0i li\u1ec7u:<\/strong> C\u00e1c t\u1ec7p v\u1edbi nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o S3 v\u00e0 x\u1eed l\u00fd qua API h\u1ee3p nh\u1ea5t.<\/li>\n<li><strong>Ghi nh\u1eadn metadata:<\/strong> Lu\u1ed3ng c\u00f4ng vi\u1ec7c ghi l\u1ea1i metadata c\u1ee7a t\u00e0i li\u1ec7u trong Amazon DynamoDB \u0111\u1ec3 theo d\u00f5i v\u00e0 ki\u1ec3m to\u00e1n.<\/li>\n<li><strong>Ph\u00e2n t\u00edch s\u1ed1 trang:<\/strong> Lu\u1ed3ng c\u00f4ng vi\u1ec7c ki\u1ec3m tra s\u1ed1 trang \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c x\u1eed l\u00fd. BDA c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng x\u1eed l\u00fd c\u00e1c t\u00e0i li\u1ec7u l\u00ean \u0111\u1ebfn 3.000 trang.<\/li>\n<li><strong>G\u1ecdi x\u1eed l\u00fd BDA:<\/strong> Lu\u1ed3ng c\u00f4ng vi\u1ec7c kh\u1edfi ch\u1ea1y m\u1ed9t t\u00e1c v\u1ee5 BDA b\u1ea5t \u0111\u1ed3ng b\u1ed9. BDA s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e2n chia, ph\u00e2n lo\u1ea1i, kh\u1edbp t\u00e0i li\u1ec7u v\u1edbi c\u00e1c <em>blueprint<\/em> (b\u1ea3n thi\u1ebft k\u1ebf) ph\u00f9 h\u1ee3p v\u00e0 tr\u00edch xu\u1ea5t to\u00e0n b\u1ed9 n\u1ed9i dung.<\/li>\n<li><strong>X\u1eed l\u00fd b\u1ea5t \u0111\u1ed3ng b\u1ed9:<\/strong> Lu\u1ed3ng c\u00f4ng vi\u1ec7c ch\u1edd \u0111\u1ee3i t\u00e1c v\u1ee5 BDA ho\u00e0n th\u00e0nh, cho ph\u00e9p x\u1eed l\u00fd h\u00e0ng ngh\u00ecn t\u00e0i li\u1ec7u \u0111\u1ed3ng th\u1eddi.<\/li>\n<li><strong>X\u1eed l\u00fd l\u1ed7i:<\/strong> H\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd c\u00e1c k\u1ecbch b\u1ea3n l\u1ed7i kh\u00e1c nhau \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u00f4ng t\u00e0i li\u1ec7u n\u00e0o b\u1ecb m\u1ea5t.<\/li>\n<\/ul>\n<h3>L\u1edbp tr\u00edch xu\u1ea5t v\u00e0 l\u01b0u tr\u1eef<\/h3>\n<p>\u0110\u00e2y l\u00e0 l\u1edbp trung t\u00e2m c\u1ee7a gi\u1ea3i ph\u00e1p, n\u01a1i <strong>Amazon Bedrock Data Automation (BDA)<\/strong> bi\u1ebfn n\u1ed9i dung th\u00f4 th\u00e0nh d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 h\u1eefu \u00edch. BDA cung c\u1ea5p hai t\u00f9y ch\u1ecdn \u0111\u1ea7u ra linh ho\u1ea1t:<\/p>\n<ul>\n<li><strong>\u0110\u1ea7u ra ti\u00eau chu\u1ea9n:<\/strong> Cung c\u1ea5p th\u00f4ng tin th\u01b0\u1eddng d\u00f9ng nh\u01b0 t\u00f3m t\u1eaft t\u00e0i li\u1ec7u, v\u0103n b\u1ea3n \u0111\u00e3 tr\u00edch xu\u1ea5t, ch\u00fa th\u00edch b\u1ea3ng bi\u1ec3u v\u00e0 c\u00e1c insight do AI t\u1ea1o ra.<\/li>\n<li><strong>\u0110\u1ea7u ra t\u00f9y ch\u1ec9nh v\u1edbi Blueprints:<\/strong> <em>Blueprints<\/em> l\u00e0 c\u00e1c b\u1ea3n thi\u1ebft k\u1ebf \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh s\u1eb5n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh logic tr\u00edch xu\u1ea5t cho t\u1eebng lo\u1ea1i t\u00e0i li\u1ec7u c\u1ee5 th\u1ec3. V\u00ed d\u1ee5, m\u1ed9t blueprint cho h\u00f3a \u0111\u01a1n v\u00e0 m\u1ed9t blueprint kh\u00e1c cho b\u00e1o c\u00e1o t\u00e0i ch\u00ednh. BDA c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng kh\u1edbp t\u00e0i li\u1ec7u v\u1edbi blueprint ph\u00f9 h\u1ee3p, cho ph\u00e9p x\u1eed l\u00fd nhi\u1ec1u lo\u1ea1i t\u00e0i li\u1ec7u \u0111a d\u1ea1ng trong m\u1ed9t lu\u1ed3ng c\u00f4ng vi\u1ec7c duy nh\u1ea5t.<\/li>\n<\/ul>\n<p>Ngo\u00e0i ra, BDA c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh, tr\u00edch xu\u1ea5t insight t\u1eeb c\u00e1c bi\u1ec3u \u0111\u1ed3, \u0111\u1ed3 th\u1ecb m\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p OCR truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 di\u1ec5n gi\u1ea3i \u0111\u01b0\u1ee3c.<\/p>\n<h3>L\u1edbp tr\u00ed tu\u1ec7<\/h3>\n<p>L\u1edbp n\u00e0y l\u00e0 b\u1ed9 n\u00e3o nh\u1eadn th\u1ee9c c\u1ee7a gi\u1ea3i ph\u00e1p. <strong>Amazon Bedrock Knowledge Bases<\/strong> \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng v\u1edbi Amazon OpenSearch Serverless, bi\u1ebfn n\u1ed9i dung th\u00f4 th\u00e0nh insight th\u00f4ng qua t\u00ecm ki\u1ebfm ng\u1eef ngh\u0129a v\u00e0 k\u1ef9 thu\u1eadt <em>Retrieval Augmented Generation (RAG)<\/em>. C\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (FM) tr\u00ean Amazon Bedrock s\u1ebd ph\u00e2n t\u00edch n\u1ed9i dung tr\u1ef1c quan, di\u1ec5n gi\u1ea3i bi\u1ec3u \u0111\u1ed3 v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c m\u1ed1i quan h\u1ec7 gi\u1eefa v\u0103n b\u1ea3n v\u00e0 h\u00ecnh \u1ea3nh.<\/p>\n<h3>L\u1edbp \u0111i\u1ec1u ph\u1ed1i Agent<\/h3>\n<p>L\u1edbp n\u00e0y t\u1ed5 ch\u1ee9c tr\u00ed th\u00f4ng minh c\u1ee7a gi\u1ea3i ph\u00e1p. <strong>Strands Agents<\/strong> tr\u00ean <strong>Amazon Bedrock AgentCore Runtime<\/strong> qu\u1ea3n l\u00fd lu\u1ed3ng x\u1eed l\u00fd t\u1ed5ng th\u1ec3 b\u1eb1ng c\u00e1ch \u0111\u1ecbnh tuy\u1ebfn c\u00e1c y\u00eau c\u1ea7u \u0111\u1ebfn c\u00e1c agent chuy\u00ean tr\u00e1ch ph\u00f9 h\u1ee3p.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 843px; --smush-placeholder-aspect-ratio: 843\/593;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/0baecec073.png\" alt=\"Ki\u1ebfn tr\u00fac l\u1edbp \u0111i\u1ec1u ph\u1ed1i agent v\u1edbi agent \u0111i\u1ec1u ph\u1ed1i v\u00e0 c\u00e1c agent chuy\u00ean tr\u00e1ch.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<p>C\u00e1c agent chuy\u00ean tr\u00e1ch x\u1eed l\u00fd c\u00e1c ch\u1ee9c n\u0103ng c\u1ee5 th\u1ec3:<\/p>\n<ul>\n<li><strong>Agent ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng:<\/strong> X\u1eed l\u00fd b\u00e1o c\u00e1o th\u1ecb tr\u01b0\u1eddng t\u00e0i ch\u00ednh v\u00e0 t\u00e0i li\u1ec7u \u0111\u1ea7u t\u01b0.<\/li>\n<li><strong>Agent t\u01b0 v\u1ea5n \u0111\u1ea7u t\u01b0:<\/strong> Ph\u00e2n t\u00edch danh m\u1ee5c \u0111\u1ea7u t\u01b0 v\u00e0 t\u00e0i li\u1ec7u t\u01b0 v\u1ea5n.<\/li>\n<li><strong>Agent API b\u00ean ngo\u00e0i:<\/strong> T\u00edch h\u1ee3p d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c t\u1eeb c\u00e1c nh\u00e0 cung c\u1ea5p d\u1eef li\u1ec7u t\u00e0i ch\u00ednh.<\/li>\n<\/ul>\n<h2>Tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng: Ph\u00e2n t\u00edch b\u1ea5t \u0111\u1ed9ng s\u1ea3n th\u01b0\u01a1ng m\u1ea1i<\/h2>\n<p>M\u1ed9t c\u00f4ng ty \u0111\u1ea7u t\u01b0 b\u1ea5t \u0111\u1ed9ng s\u1ea3n th\u01b0\u01a1ng m\u1ea1i nh\u1eadn h\u01a1n 200 b\u00e1o c\u00e1o th\u1ea9m \u0111\u1ecbnh t\u00e0i s\u1ea3n m\u1ed7i th\u00e1ng. C\u00e1c b\u00e1o c\u00e1o n\u00e0y ch\u1ee9a nhi\u1ec1u lo\u1ea1i t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p: t\u1ed5ng quan t\u00e0i s\u1ea3n, b\u1ea3ng ph\u00e2n t\u00edch t\u00e0i ch\u00ednh, bi\u1ec3u \u0111\u1ed3 so s\u00e1nh th\u1ecb tr\u01b0\u1eddng, h\u00ecnh \u1ea3nh v\u00e0 t\u00e0i li\u1ec7u ph\u00e1p l\u00fd.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"assets\/deac0674eb.png\" alt=\"Giao di\u1ec7n t\u1ea3i t\u00e0i li\u1ec7u l\u00ean h\u1ec7 th\u1ed1ng \u0111\u1ec3 ph\u00e2n t\u00edch b\u1eb1ng AI.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h3>Tri\u1ec3n khai<\/h3>\n<p>Gi\u1ea3i ph\u00e1p c\u1ee7a AWS \u0111\u00e3 thay \u0111\u1ed5i c\u00e1ch c\u00f4ng ty n\u00e0y ph\u00e2n t\u00edch \u0111\u1ea7u t\u01b0 b\u1ea5t \u0111\u1ed9ng s\u1ea3n:<\/p>\n<ul>\n<li><strong>Ph\u00e2n lo\u1ea1i t\u00e0i li\u1ec7u:<\/strong> H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng x\u00e1c \u0111\u1ecbnh lo\u1ea1i t\u00e0i li\u1ec7u v\u00e0 \u0111\u1ecbnh tuy\u1ebfn \u0111\u1ebfn c\u00e1c agent x\u1eed l\u00fd ph\u00f9 h\u1ee3p.<\/li>\n<li><strong>Tr\u00edch xu\u1ea5t n\u1ed9i dung \u0111a ph\u01b0\u01a1ng th\u1ee9c:<\/strong> C\u00e1c agent ph\u00e2n t\u00edch bi\u1ec3u \u0111\u1ed3 t\u00e0i ch\u00ednh, h\u00ecnh \u1ea3nh b\u1ea5t \u0111\u1ed9ng s\u1ea3n v\u00e0 \u0111\u1ed1i chi\u1ebfu d\u1eef li\u1ec7u gi\u1eefa c\u00e1c t\u00e0i li\u1ec7u \u0111\u1ec3 x\u00e1c th\u1ef1c d\u00f2ng ti\u1ec1n d\u1ef1 ki\u1ebfn.<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/633;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/d5ad4aeebf.png\" alt=\"B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n tr\u1ea1ng th\u00e1i x\u1eed l\u00fd t\u00e0i li\u1ec7u.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<ul>\n<li><strong>Truy v\u1ea5n b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean:<\/strong> C\u00e1c chuy\u00ean gia \u0111\u1ea7u t\u01b0 c\u00f3 th\u1ec3 \u0111\u1eb7t c\u00e2u h\u1ecfi b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, v\u00ed d\u1ee5: &#8220;Hi\u1ec3n th\u1ecb c\u00e1c t\u00e0i s\u1ea3n c\u00f3 IRR d\u1ef1 ki\u1ebfn tr\u00ean 12%&#8221; ho\u1eb7c &#8220;So s\u00e1nh d\u1ef1 b\u00e1o t\u0103ng tr\u01b0\u1edfng NOI v\u1edbi hi\u1ec7u su\u1ea5t th\u1ecb tr\u01b0\u1eddng th\u1ef1c t\u1ebf cho c\u00e1c t\u00e0i s\u1ea3n t\u01b0\u01a1ng t\u1ef1.&#8221;<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 745px; --smush-placeholder-aspect-ratio: 745\/1024;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/e2178d1e0f.png\" alt=\"Giao di\u1ec7n chatbot t\u01b0 v\u1ea5n \u0111\u1ea7u t\u01b0 AI, tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h3>The results<\/h3>\n<p>Th\u1eddi gian x\u1eed l\u00fd s\u00e0ng l\u1ecdc ban \u0111\u1ea7u cho m\u1ed7i t\u00e0i s\u1ea3n <strong>gi\u1ea3m t\u1eeb 3-4 gi\u1edd xu\u1ed1ng c\u00f2n 15-20 ph\u00fat<\/strong>. Vi\u1ec7c tr\u00edch xu\u1ea5t t\u1ef1 \u0111\u1ed9ng gi\u00fap lo\u1ea1i b\u1ecf l\u1ed7i nh\u1eadp li\u1ec7u th\u1ee7 c\u00f4ng, trong khi vi\u1ec7c x\u00e1c th\u1ef1c ch\u00e9o gi\u1eefa c\u00e1c t\u00e0i li\u1ec7u gi\u00fap ph\u00e1t hi\u1ec7n s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n. C\u00f4ng ty c\u00f3 th\u1ec3 x\u1eed l\u00fd nhi\u1ec1u c\u01a1 h\u1ed9i h\u01a1n \u0111\u00e1ng k\u1ec3 v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c kho\u1ea3n \u0111\u1ea7u t\u01b0 h\u1ea5p d\u1eabn m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y c\u00f3 th\u1ec3 \u0111\u00e3 b\u1ecb b\u1ecf qua. Gi\u1ea3i ph\u00e1p \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng v\u1ec1 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, x\u1eed l\u00fd th\u00e0nh c\u00f4ng h\u01a1n <strong>50.000 t\u00e0i li\u1ec7u PDF<\/strong> \u0111\u1ed3ng th\u1eddi m\u00e0 kh\u00f4ng b\u1ecb suy gi\u1ea3m hi\u1ec7u n\u0103ng.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/841;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/23303265d8.png\" alt=\"B\u1ea3ng ph\u00e2n t\u00edch hi\u1ec3n th\u1ecb t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng, th\u1eddi gian x\u1eed l\u00fd trung b\u00ecnh v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng t\u00e0i li\u1ec7u h\u00e0ng ng\u00e0y.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h2>Tri\u1ec3n khai v\u00e0 t\u1ed1i \u01b0u chi ph\u00ed<\/h2>\n<p>AWS cung c\u1ea5p m\u00e3 ngu\u1ed3n tri\u1ec3n khai ho\u00e0n ch\u1ec9nh th\u00f4ng qua <strong>AWS Cloud Development Kit (AWS CDK)<\/strong> tr\u00ean <a href=\"https:\/\/github.com\/aws-samples\/intelligent-document-processing-bedrock-agents\">kho l\u01b0u tr\u1eef GitHub c\u00f4ng khai<\/a>, cho ph\u00e9p doanh nghi\u1ec7p thi\u1ebft l\u1eadp to\u00e0n b\u1ed9 ki\u1ebfn tr\u00fac b\u1eb1ng ph\u01b0\u01a1ng ph\u00e1p <em>h\u1ea1 t\u1ea7ng d\u01b0\u1edbi d\u1ea1ng m\u00e3 (IaC)<\/em>.<\/p>\n<p>\u0110\u1ec3 qu\u1ea3n l\u00fd chi ph\u00ed v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3, AWS \u0111\u1ec1 xu\u1ea5t c\u00e1c chi\u1ebfn l\u01b0\u1ee3c sau:<\/p>\n<ul>\n<li><strong>\u0110\u1ecbnh tuy\u1ebfn th\u00f4ng minh:<\/strong> \u0110\u1ecbnh tuy\u1ebfn t\u00e0i li\u1ec7u \u0111\u1ebfn c\u00e1c c\u1ea5p \u0111\u1ed9 x\u1eed l\u00fd ph\u00f9 h\u1ee3p d\u1ef1a tr\u00ean \u0111\u1ed9 ph\u1ee9c t\u1ea1p.<\/li>\n<li><strong>X\u1eed l\u00fd theo l\u00f4 (Batch processing):<\/strong> Nh\u00f3m nhi\u1ec1u t\u00e0i li\u1ec7u v\u00e0o m\u1ed9t y\u00eau c\u1ea7u BDA duy nh\u1ea5t \u0111\u1ec3 gi\u1ea3m chi ph\u00ed.<\/li>\n<li><strong>Qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi l\u01b0u tr\u1eef:<\/strong> S\u1eed d\u1ee5ng ch\u00ednh s\u00e1ch v\u00f2ng \u0111\u1eddi c\u1ee7a Amazon S3 \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng chuy\u1ec3n c\u00e1c t\u00e0i li\u1ec7u \u0111\u00e3 x\u1eed l\u00fd sang c\u00e1c t\u1ea7ng l\u01b0u tr\u1eef chi ph\u00ed th\u1ea5p h\u01a1n.<\/li>\n<\/ul>\n<p>Ki\u1ebfn tr\u00fac n\u00e0y c\u0169ng t\u00edch h\u1ee3p c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt c\u1ea5p doanh nghi\u1ec7p nh\u01b0 m\u00e3 h\u00f3a b\u1eb1ng AWS KMS, k\u1ebft n\u1ed1i an to\u00e0n qua AWS PrivateLink v\u00e0 vai tr\u00f2 IAM v\u1edbi nguy\u00ean t\u1eafc c\u1ea5p quy\u1ec1n t\u1ed1i thi\u1ec3u.<\/p>\n<p>B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c tr\u00edch xu\u1ea5t v\u00e0 ph\u00e2n t\u00edch insight t\u1eeb t\u00e0i li\u1ec7u, bao g\u1ed3m c\u1ea3 c\u00e1c y\u1ebfu t\u1ed1 tr\u1ef1c quan ph\u1ee9c t\u1ea1p, doanh nghi\u1ec7p c\u00f3 th\u1ec3 khai ph\u00e1 gi\u00e1 tr\u1ecb b\u1ecb kh\u00f3a trong n\u1ed9i dung phi c\u1ea5u tr\u00fac, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf c\u1ea1nh tranh.<\/p>","protected":false},"excerpt":{"rendered":"<p>C\u00e1c doanh nghi\u1ec7p h\u00e0ng ng\u00e0y ph\u1ea3i x\u1eed l\u00fd h\u00e0ng tri\u1ec7u t\u00e0i li\u1ec7u, t\u1eeb h\u1ed3 s\u01a1 b\u1ea3o hi\u1ec3m, h\u00f3a \u0111\u01a1n \u0111\u1ebfn h\u1ee3p \u0111\u1ed3ng ph\u00e1p l\u00fd. C\u00e1c gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) truy\u1ec1n th\u1ed1ng ch\u1ec9 c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n th\u00f4, kh\u00f4ng hi\u1ec3u \u0111\u01b0\u1ee3c ng\u1eef c\u1ea3nh hay m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c&#8230;<\/p>","protected":false},"author":22,"featured_media":66749,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-66757","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ctelers-blogs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AWS: T\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u1edbi AI t\u1ea1o sinh | CMC Telecom<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/05\/aws-tu-dong-hoa-xu-ly-tai-lieu-phuc-tap-voi-ai-tao-sinh\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS: T\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u1edbi AI t\u1ea1o sinh | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"C\u00e1c doanh nghi\u1ec7p h\u00e0ng ng\u00e0y ph\u1ea3i x\u1eed l\u00fd h\u00e0ng tri\u1ec7u t\u00e0i li\u1ec7u, t\u1eeb h\u1ed3 s\u01a1 b\u1ea3o hi\u1ec3m, h\u00f3a \u0111\u01a1n \u0111\u1ebfn h\u1ee3p \u0111\u1ed3ng ph\u00e1p l\u00fd. C\u00e1c gi\u1ea3i ph\u00e1p nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) truy\u1ec1n th\u1ed1ng ch\u1ec9 c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n th\u00f4, kh\u00f4ng hi\u1ec3u \u0111\u01b0\u1ee3c ng\u1eef c\u1ea3nh hay m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/05\/aws-tu-dong-hoa-xu-ly-tai-lieu-phuc-tap-voi-ai-tao-sinh\/\" \/>\n<meta property=\"og:site_name\" content=\"CMC Telecom\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/CMCTelecomOfficial\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-05T02:14:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/from-pdfs-to-insights-architecting-an-intelligent-document-processing-pipeline-with-aws-generative-ai-services.thumbnail.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta 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T\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u1edbi AI t\u1ea1o sinh | CMC Telecom","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/05\/aws-tu-dong-hoa-xu-ly-tai-lieu-phuc-tap-voi-ai-tao-sinh\/","og_locale":"en_US","og_type":"article","og_title":"AWS: T\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u1edbi AI t\u1ea1o sinh | CMC Telecom","og_description":"C\u00e1c doanh nghi\u1ec7p h\u00e0ng ng\u00e0y ph\u1ea3i x\u1eed l\u00fd h\u00e0ng tri\u1ec7u t\u00e0i li\u1ec7u, t\u1eeb h\u1ed3 s\u01a1 b\u1ea3o hi\u1ec3m, h\u00f3a \u0111\u01a1n \u0111\u1ebfn h\u1ee3p \u0111\u1ed3ng ph\u00e1p l\u00fd. 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