{"id":21811,"date":"2026-06-02T09:32:31","date_gmt":"2026-06-02T09:32:31","guid":{"rendered":"https:\/\/bkmos.com\/blog\/?p=21811"},"modified":"2026-08-01T08:58:04","modified_gmt":"2026-08-01T08:58:04","slug":"ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao","status":"publish","type":"post","link":"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/","title":{"rendered":"AI \u0111ang t\u00e1i c\u1ea5u tr\u00fac ng\u00e0nh d\u1ecbch thu\u1eadt to\u00e0n c\u1ea7u nh\u01b0 th\u1ebf n\u00e0o?"},"content":{"rendered":"<p><strong>AI kh\u00f4ng ch\u1ec9 b\u1ed5 sung m\u1ed9t c\u00f4ng c\u1ee5 m\u1edbi cho bi\u00ean d\u1ecbch vi\u00ean. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang thay \u0111\u1ed5i to\u00e0n b\u1ed9 c\u00e1ch n\u1ed9i dung \u0111a ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c ti\u1ebfp nh\u1eadn, ph\u00e2n lo\u1ea1i, d\u1ecbch, ki\u1ec3m tra, \u0111\u1ecbnh gi\u00e1 v\u00e0 b\u00e0n giao. V\u00ec v\u1eady, t\u00e1c \u0111\u1ed9ng th\u1ef1c s\u1ef1 c\u1ee7a AI \u0111\u1ed1i v\u1edbi ng\u00e0nh d\u1ecbch thu\u1eadt kh\u00f4ng n\u00ean \u0111\u01b0\u1ee3c nh\u00ecn nh\u1eadn \u0111\u01a1n gi\u1ea3n l\u00e0 cu\u1ed9c c\u1ea1nh tranh gi\u1eefa m\u00e1y v\u00e0 con ng\u01b0\u1eddi.<\/strong><\/p>\n<p>\u0110i\u1ec1u \u0111ang di\u1ec5n ra l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh t\u00e1i c\u1ea5u tr\u00fac chu\u1ed7i gi\u00e1 tr\u1ecb. M\u1ed9t ph\u1ea7n c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a; m\u1ed9t s\u1ed1 vai tr\u00f2 truy\u1ec1n th\u1ed1ng ch\u1ecbu \u00e1p l\u1ef1c; \u0111\u1ed3ng th\u1eddi, nh\u1eefng c\u00f4ng vi\u1ec7c m\u1edbi li\u00ean quan \u0111\u1ebfn h\u1eadu bi\u00ean t\u1eadp, qu\u1ea3n tr\u1ecb thu\u1eadt ng\u1eef, \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng AI, b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 thi\u1ebft k\u1ebf quy tr\u00ecnh ng\u00f4n ng\u1eef \u0111ang tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n.<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-21816 size-full\" src=\"https:\/\/bkmos.com\/blog\/wp-content\/uploads\/2026\/06\/tac-dong-cua-Ai-den-nganh-dich-thuat.png\" alt=\"ta\u0301c \u0111\u00f4\u0323ng cu\u0309a Ai \u0111\u00ea\u0301n nga\u0300nh di\u0323ch thu\u00e2\u0323t\" width=\"891\" height=\"501\" srcset=\"https:\/\/bkmos.com\/blog\/wp-content\/uploads\/2026\/06\/tac-dong-cua-Ai-den-nganh-dich-thuat.png 891w, https:\/\/bkmos.com\/blog\/wp-content\/uploads\/2026\/06\/tac-dong-cua-Ai-den-nganh-dich-thuat-300x169.png 300w, https:\/\/bkmos.com\/blog\/wp-content\/uploads\/2026\/06\/tac-dong-cua-Ai-den-nganh-dich-thuat-768x432.png 768w, https:\/\/bkmos.com\/blog\/wp-content\/uploads\/2026\/06\/tac-dong-cua-Ai-den-nganh-dich-thuat-747x420.png 747w, https:\/\/bkmos.com\/blog\/wp-content\/uploads\/2026\/06\/tac-dong-cua-Ai-den-nganh-dich-thuat-150x84.png 150w, https:\/\/bkmos.com\/blog\/wp-content\/uploads\/2026\/06\/tac-dong-cua-Ai-den-nganh-dich-thuat-696x391.png 696w\" sizes=\"auto, (max-width: 891px) 100vw, 891px\" \/><\/p>\n<p>Trong m\u00f4 h\u00ecnh m\u1edbi, gi\u00e1 tr\u1ecb c\u1ee7a m\u1ed9t \u0111\u01a1n v\u1ecb d\u1ecbch thu\u1eadt kh\u00f4ng c\u00f2n ch\u1ec9 \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng s\u1ed1 l\u01b0\u1ee3ng t\u1eeb c\u00f3 th\u1ec3 d\u1ecbch m\u1ed7i ng\u00e0y. N\u0103ng l\u1ef1c c\u1ea1nh tranh ng\u00e0y c\u00e0ng ph\u1ee5 thu\u1ed9c v\u00e0o kh\u1ea3 n\u0103ng l\u1ef1a ch\u1ecdn \u0111\u00fang c\u00f4ng ngh\u1ec7, ph\u00e2n lo\u1ea1i r\u1ee7i ro, qu\u1ea3n l\u00fd d\u1eef li\u1ec7u v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u0111\u1ed1i v\u1edbi n\u1ed9i dung cu\u1ed1i c\u00f9ng.<\/p>\n<p><strong>T\u00f3m t\u1eaft:<\/strong> AI kh\u00f4ng l\u00e0m nhu c\u1ea7u giao ti\u1ebfp \u0111a ng\u00f4n ng\u1eef bi\u1ebfn m\u1ea5t. AI \u0111ang thay \u0111\u1ed5i c\u00e1ch nhu c\u1ea7u \u0111\u00f3 \u0111\u01b0\u1ee3c \u0111\u00e1p \u1ee9ng, ai tham gia v\u00e0o quy tr\u00ecnh, ph\u1ea7n vi\u1ec7c n\u00e0o \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 ph\u1ea7n vi\u1ec7c n\u00e0o ph\u1ea3i do con ng\u01b0\u1eddi ki\u1ec3m so\u00e1t.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 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\">N\u1ed9i dung ch\u00ednh<\/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\" 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href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Khai_niem_ve_%E2%80%9CTai_cau_truc_nganh_dich_thuat%E2%80%9D\" >Kh\u00e1i ni\u1ec7m v\u1ec1 \u201cT\u00e1i c\u1ea5u tr\u00fac ng\u00e0nh d\u1ecbch thu\u1eadt\u201d?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Du_lieu_ELIS_2026_cho_thay_dieu_gi\" >D\u1eef li\u1ec7u ELIS 2026 cho th\u1ea5y \u0111i\u1ec1u g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Tam_chuyen_dich_lon_do_AI_tao_ra_trong_nganh_dich_thuat\" >T\u00e1m chuy\u1ec3n d\u1ecbch l\u1edbn do AI t\u1ea1o ra trong ng\u00e0nh d\u1ecbch thu\u1eadt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#AI_tac_dong_khac_nhau_den_tung_phan_khuc_dich_thuat\" >AI t\u00e1c \u0111\u1ed9ng kh\u00e1c nhau \u0111\u1ebfn t\u1eebng ph\u00e2n kh\u00fac d\u1ecbch thu\u1eadt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#AI_khong_thay_doi_nhung_trach_nhiem_cot_loi_nao\" >AI kh\u00f4ng thay \u0111\u1ed5i nh\u1eefng tr\u00e1ch nhi\u1ec7m c\u1ed1t l\u00f5i n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Mo_hinh_dich_thuat_ket_hop_dang_hinh_thanh_nhu_the_nao\" >M\u00f4 h\u00ecnh d\u1ecbch thu\u1eadt k\u1ebft h\u1ee3p \u0111ang h\u00ecnh th\u00e0nh nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#EU_AI_Act_co_dieu_chinh_dich_thuat_AI_khong\" >EU AI Act c\u00f3 \u0111i\u1ec1u ch\u1ec9nh d\u1ecbch thu\u1eadt AI kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Doanh_nghiep_nen_thich_ung_voi_nganh_dich_thuat_moi_nhu_the_nao\" >Doanh nghi\u1ec7p n\u00ean th\u00edch \u1ee9ng v\u1edbi ng\u00e0nh d\u1ecbch thu\u1eadt m\u1edbi nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Bien_dich_vien_can_chuan_bi_gi\" >Bi\u00ean d\u1ecbch vi\u00ean c\u1ea7n chu\u1ea9n b\u1ecb g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Cong_ty_dich_thuat_can_thay_doi_gi\" >C\u00f4ng ty d\u1ecbch thu\u1eadt c\u1ea7n thay \u0111\u1ed5i g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Quan_diem_cua_BKMOS\" >Quan \u0111i\u1ec3m c\u1ee7a BKMOS<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Cau_hoi_thuong_gap\" >C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Ket_luan\" >K\u1ebft lu\u1eadn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Tu_van_quy_trinh_dich_thuat_phu_hop_cho_doanh_nghiep\" >T\u01b0 v\u1ea5n quy tr\u00ecnh d\u1ecbch thu\u1eadt ph\u00f9 h\u1ee3p cho doanh nghi\u1ec7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-dang-tai-cau-truc-nganh-dich-thuat-toan-cau-nhu-the-nao\/#Nguon_tham_khao\" >Ngu\u1ed3n tham kh\u1ea3o<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Khai_niem_ve_%E2%80%9CTai_cau_truc_nganh_dich_thuat%E2%80%9D\"><\/span>Kh\u00e1i ni\u1ec7m v\u1ec1 \u201cT\u00e1i c\u1ea5u tr\u00fac ng\u00e0nh d\u1ecbch thu\u1eadt\u201d?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>T\u00e1i c\u1ea5u tr\u00fac kh\u00f4ng \u0111\u1ed3ng ngh\u0129a to\u00e0n b\u1ed9 bi\u00ean d\u1ecbch vi\u00ean b\u1ecb thay th\u1ebf ho\u1eb7c d\u1ecbch v\u1ee5 d\u1ecbch thu\u1eadt chuy\u00ean nghi\u1ec7p kh\u00f4ng c\u00f2n c\u1ea7n thi\u1ebft. Kh\u00e1i ni\u1ec7m n\u00e0y m\u00f4 t\u1ea3 s\u1ef1 thay \u0111\u1ed5i trong c\u00e1ch ng\u00e0nh ng\u00f4n ng\u1eef ph\u00e2n b\u1ed5 c\u00f4ng vi\u1ec7c, ngu\u1ed3n l\u1ef1c v\u00e0 tr\u00e1ch nhi\u1ec7m.<\/p>\n<p>Tr\u01b0\u1edbc \u0111\u00e2y, m\u1ed9t quy tr\u00ecnh d\u1ecbch thu\u1eadt th\u01b0\u1eddng \u0111\u01b0\u1ee3c h\u00ecnh dung t\u01b0\u01a1ng \u0111\u1ed1i tuy\u1ebfn t\u00ednh:<\/p>\n<ol>\n<li>Kh\u00e1ch h\u00e0ng g\u1eedi t\u00e0i li\u1ec7u;<\/li>\n<li>Bi\u00ean d\u1ecbch vi\u00ean th\u1ef1c hi\u1ec7n b\u1ea3n d\u1ecbch;<\/li>\n<li>Hi\u1ec7u \u0111\u00ednh vi\u00ean ki\u1ec3m tra;<\/li>\n<li>\u0110\u01a1n v\u1ecb d\u1ecbch thu\u1eadt \u0111\u1ecbnh d\u1ea1ng v\u00e0 b\u00e0n giao.<\/li>\n<\/ol>\n<p>Trong m\u00f4i tr\u01b0\u1eddng c\u00f3 AI, quy tr\u00ecnh c\u00f3 th\u1ec3 ph\u1ee9c t\u1ea1p h\u01a1n:<\/p>\n<ol>\n<li>Ti\u1ebfp nh\u1eadn v\u00e0 ph\u00e2n lo\u1ea1i n\u1ed9i dung theo m\u1ee9c \u0111\u1ed9 r\u1ee7i ro;<\/li>\n<li>Ki\u1ec3m tra \u0111\u1ecbnh d\u1ea1ng, d\u1eef li\u1ec7u v\u00e0 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt;<\/li>\n<li>\u0110\u1ed1i chi\u1ebfu b\u1ed9 nh\u1edb d\u1ecbch v\u00e0 b\u1ea3ng thu\u1eadt ng\u1eef;<\/li>\n<li>Quy\u1ebft \u0111\u1ecbnh ph\u1ea7n n\u00e0o \u0111\u01b0\u1ee3c x\u1eed l\u00fd t\u1ef1 \u0111\u1ed9ng;<\/li>\n<li>T\u1ea1o b\u1ea3n d\u1ecbch b\u1edfi con ng\u01b0\u1eddi, d\u1ecbch m\u00e1y ho\u1eb7c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef;<\/li>\n<li>H\u1eadu bi\u00ean t\u1eadp theo m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng;<\/li>\n<li>Ki\u1ec3m tra thu\u1eadt ng\u1eef, s\u1ed1 li\u1ec7u, t\u00ednh \u0111\u1ea7y \u0111\u1ee7 v\u00e0 \u0111\u1ecbnh d\u1ea1ng;<\/li>\n<li>\u0110\u00e1nh gi\u00e1 r\u1ee7i ro c\u1ee7a b\u1ea3n cu\u1ed1i;<\/li>\n<li>Ph\u00ea duy\u1ec7t v\u00e0 b\u00e0n giao;<\/li>\n<li>C\u1eadp nh\u1eadt t\u00e0i nguy\u00ean ng\u00f4n ng\u1eef n\u1ebfu \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng cho ph\u00e9p.<\/li>\n<\/ol>\n<p>Nh\u01b0 v\u1eady, AI kh\u00f4ng ch\u1ec9 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn b\u01b0\u1edbc \u201cd\u1ecbch\u201d. N\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn vi\u1ec7c thi\u1ebft k\u1ebf to\u00e0n b\u1ed9 quy tr\u00ecnh s\u1ea3n xu\u1ea5t n\u1ed9i dung \u0111a ng\u00f4n ng\u1eef.<\/p>\n<p>Nh\u1eefng thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng b\u1eaft ngu\u1ed3n t\u1eeb s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a d\u1ecbch m\u00e1y th\u1ea7n kinh, m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn, nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 v\u00e0 c\u00e1c quy tr\u00ecnh k\u1ebft h\u1ee3p con ng\u01b0\u1eddi v\u1edbi c\u00f4ng ngh\u1ec7. B\u00e0i <a href=\"\/blog\/cong-nghe-tin-tuc\/dich-thuat-ai-la-gi\/\">t\u1ed5ng quan v\u1ec1 c\u00f4ng ngh\u1ec7 d\u1ecbch thu\u1eadt AI<\/a> gi\u1ea3i th\u00edch c\u00e1c kh\u00e1i ni\u1ec7m v\u00e0 c\u01a1 ch\u1ebf n\u1ec1n t\u1ea3ng tr\u01b0\u1edbc khi b\u00e0i vi\u1ebft n\u00e0y ph\u00e2n t\u00edch t\u00e1c \u0111\u1ed9ng \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p v\u00e0 ng\u01b0\u1eddi l\u00e0m ngh\u1ec1.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Du_lieu_ELIS_2026_cho_thay_dieu_gi\"><\/span>D\u1eef li\u1ec7u ELIS 2026 cho th\u1ea5y \u0111i\u1ec1u g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/elis-survey.org\/wp-content\/uploads\/2026\/03\/ELIS-2026-Report.pdf\" target=\"_blank\" rel=\"noopener\">European Language Industry Survey \u2013 ELIS 2026<\/a> kh\u1ea3o s\u00e1t c\u00e1c c\u00f4ng ty d\u1ecbch thu\u1eadt, chuy\u00ean gia ng\u00f4n ng\u1eef \u0111\u1ed9c l\u1eadp, b\u1ed9 ph\u1eadn ng\u00f4n ng\u1eef, c\u01a1 s\u1edf \u0111\u00e0o t\u1ea1o v\u00e0 sinh vi\u00ean ch\u1ee7 y\u1ebfu t\u1ea1i ch\u00e2u \u00c2u.<\/p>\n<p>Do ph\u1ea1m vi m\u1eabu kh\u1ea3o s\u00e1t, c\u00e1c k\u1ebft qu\u1ea3 kh\u00f4ng n\u00ean \u0111\u01b0\u1ee3c xem l\u00e0 th\u1ed1ng k\u00ea tuy\u1ec7t \u0111\u1ed1i c\u1ee7a to\u00e0n b\u1ed9 ng\u00e0nh d\u1ecbch thu\u1eadt th\u1ebf gi\u1edbi. Tuy nhi\u00ean, ch\u00fang cung c\u1ea5p nh\u1eefng d\u1ea5u hi\u1ec7u r\u00f5 r\u00e0ng v\u1ec1 h\u01b0\u1edbng thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng.<\/p>\n<table>\n<thead>\n<tr>\n<th>Ch\u1ec9 b\u00e1o t\u1eeb ELIS 2026<\/th>\n<th>K\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c b\u00e1o c\u00e1o<\/th>\n<th>\u00dd ngh\u0129a c\u1ea7n l\u01b0u \u00fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Tri\u1ec3n khai AI t\u1ea1o sinh t\u1ea1i c\u00e1c b\u1ed9 ph\u1eadn ng\u00f4n ng\u1eef<\/strong><\/td>\n<td>T\u0103ng t\u1eeb 30% l\u00ean 64% trong m\u1ed9t n\u0103m.<\/td>\n<td>AI \u0111ang chuy\u1ec3n t\u1eeb giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m sang c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o quy tr\u00ecnh.<\/td>\n<\/tr>\n<tr>\n<td><strong>S\u1eed d\u1ee5ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng c\u1ee7a chuy\u00ean gia \u0111\u1ed9c l\u1eadp<\/strong><\/td>\n<td>Kh\u1ea3o s\u00e1t \u01b0\u1edbc t\u00ednh t\u1ed5ng m\u1ee9c s\u1eed d\u1ee5ng l\u00e0 63%, g\u1ed3m n\u1ed9i dung kh\u00e1ch h\u00e0ng d\u1ecbch tr\u01b0\u1edbc v\u00e0 tr\u01b0\u1eddng h\u1ee3p ng\u01b0\u1eddi d\u1ecbch ch\u1ee7 \u0111\u1ed9ng s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5.<\/td>\n<td>Ranh gi\u1edbi gi\u1eefa d\u1ecbch m\u00e1y truy\u1ec1n th\u1ed1ng v\u00e0 AI t\u1ea1o sinh ng\u00e0y c\u00e0ng kh\u00f3 ph\u00e2n bi\u1ec7t.<\/td>\n<\/tr>\n<tr>\n<td><strong>T\u1ef7 tr\u1ecdng d\u1ecbch thu\u1eadt truy\u1ec1n th\u1ed1ng<\/strong><\/td>\n<td>Trong c\u01a1 c\u1ea5u d\u1ecbch v\u1ee5 c\u1ee7a nh\u00f3m c\u00f4ng ty tham gia, t\u1ef7 tr\u1ecdng gi\u1ea3m t\u1eeb 37% xu\u1ed1ng 29%.<\/td>\n<td>D\u1ecbch thu\u1eadt thu\u1ea7n t\u00fay \u0111ang chia s\u1ebb doanh thu v\u1edbi h\u1eadu bi\u00ean t\u1eadp, b\u1ea3n \u0111\u1ecba h\u00f3a, c\u00f4ng ngh\u1ec7 v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 li\u00ean quan.<\/td>\n<\/tr>\n<tr>\n<td><strong>T\u1ef7 tr\u1ecdng h\u1eadu bi\u00ean t\u1eadp<\/strong><\/td>\n<td>Chi\u1ebfm kho\u1ea3ng 24% t\u1ed5ng doanh thu d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a c\u1ee7a nh\u00f3m c\u00f4ng ty tham gia.<\/td>\n<td>H\u1eadu bi\u00ean t\u1eadp \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t d\u1ecbch v\u1ee5 ch\u00ednh, kh\u00f4ng c\u00f2n l\u00e0 ho\u1ea1t \u0111\u1ed9ng ph\u1ee5.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0110\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng<\/strong><\/td>\n<td>Ch\u1ec9 23% chuy\u00ean gia \u0111\u1ed9c l\u1eadp \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng \u1edf m\u1ee9c cao ho\u1eb7c r\u1ea5t cao, gi\u1ea3m t\u1eeb 40% n\u0103m tr\u01b0\u1edbc.<\/td>\n<td>Vi\u1ec7c s\u1eed d\u1ee5ng r\u1ed9ng h\u01a1n gi\u00fap ng\u01b0\u1eddi trong ng\u00e0nh nh\u1eadn th\u1ee9c r\u00f5 h\u01a1n c\u1ea3 \u01b0u \u0111i\u1ec3m v\u00e0 gi\u1edbi h\u1ea1n c\u1ee7a AI.<\/td>\n<\/tr>\n<tr>\n<td><strong>Nh\u00e2n s\u1ef1 t\u1ea1i c\u00f4ng ty d\u1ecbch thu\u1eadt<\/strong><\/td>\n<td>47% c\u00f4ng ty tham gia b\u00e1o c\u00e1o gi\u1ea3m nh\u00e2n s\u1ef1; 7% b\u00e1o c\u00e1o t\u0103ng.<\/td>\n<td>C\u00e1c vai tr\u00f2 s\u1ea3n xu\u1ea5t ng\u00f4n ng\u1eef truy\u1ec1n th\u1ed1ng \u0111ang ch\u1ecbu s\u1ee9c \u00e9p \u0111\u00e1ng k\u1ec3.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>M\u1ed9t \u0111i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 th\u00e1i \u0111\u1ed9 c\u1ee7a ng\u00e0nh kh\u00f4ng ho\u00e0n to\u00e0n t\u00edch c\u1ef1c ho\u1eb7c ti\u00eau c\u1ef1c. C\u00e1c \u0111\u01a1n v\u1ecb tham gia v\u1eeba ghi nh\u1eadn n\u0103ng su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 cao h\u01a1n, v\u1eeba ph\u1ea3n \u00e1nh t\u00ecnh tr\u1ea1ng m\u1ea5t doanh thu, \u00e1p l\u1ef1c v\u1ec1 gi\u00e1 v\u00e0 suy gi\u1ea3m c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m \u1edf m\u1ed9t s\u1ed1 nh\u00f3m.<\/p>\n<p>B\u1ea1n c\u00f3 th\u1ec3 xem ph\u00e2n t\u00edch \u0111\u1ea7y \u0111\u1ee7 h\u01a1n t\u1ea1i b\u00e0i <a href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/bao-cao-elis-2026-nganh-dich-thuat-trong-ky-nguyen-ai\/\">B\u00e1o c\u00e1o ELIS 2026 v\u1ec1 ng\u00e0nh d\u1ecbch thu\u1eadt trong k\u1ef7 nguy\u00ean AI<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tam_chuyen_dich_lon_do_AI_tao_ra_trong_nganh_dich_thuat\"><\/span>T\u00e1m chuy\u1ec3n d\u1ecbch l\u1edbn do AI t\u1ea1o ra trong ng\u00e0nh d\u1ecbch thu\u1eadt<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>1. T\u1eeb d\u1ecbch t\u1eebng t\u00e0i li\u1ec7u sang qu\u1ea3n tr\u1ecb v\u00f2ng \u0111\u1eddi n\u1ed9i dung \u0111a ng\u00f4n ng\u1eef<\/h3>\n<p>Trong m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng, \u0111\u01a1n v\u1ecb d\u1ecbch thu\u1eadt th\u01b0\u1eddng nh\u1eadn m\u1ed9t t\u1ec7p, ho\u00e0n th\u00e0nh b\u1ea3n d\u1ecbch v\u00e0 k\u1ebft th\u00fac d\u1ef1 \u00e1n. M\u00f4 h\u00ecnh n\u00e0y v\u1eabn t\u1ed3n t\u1ea1i, \u0111\u1eb7c bi\u1ec7t v\u1edbi h\u1ed3 s\u01a1 h\u00e0nh ch\u00ednh, gi\u1ea5y t\u1edd c\u00e1 nh\u00e2n v\u00e0 t\u00e0i li\u1ec7u ph\u00e1t sinh m\u1ed9t l\u1ea7n.<\/p>\n<p>Tuy nhi\u00ean, kh\u00e1ch h\u00e0ng doanh nghi\u1ec7p ng\u00e0y c\u00e0ng s\u1edf h\u1eefu h\u1ec7 th\u1ed1ng n\u1ed9i dung li\u00ean t\u1ee5c thay \u0111\u1ed5i:<\/p>\n<ul>\n<li>Website v\u00e0 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed;<\/li>\n<li>Ph\u1ea7n m\u1ec1m v\u00e0 \u1ee9ng d\u1ee5ng;<\/li>\n<li>Catalogue v\u00e0 d\u1eef li\u1ec7u s\u1ea3n ph\u1ea9m;<\/li>\n<li>T\u00e0i li\u1ec7u \u0111\u00e0o t\u1ea1o;<\/li>\n<li>H\u01b0\u1edbng d\u1eabn k\u1ef9 thu\u1eadt;<\/li>\n<li>H\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng;<\/li>\n<li>B\u00e1o c\u00e1o v\u00e0 bi\u1ec3u m\u1eabu \u0111\u1ecbnh k\u1ef3;<\/li>\n<li>N\u1ed9i dung marketing cho nhi\u1ec1u th\u1ecb tr\u01b0\u1eddng.<\/li>\n<\/ul>\n<p>V\u1edbi nh\u1eefng h\u1ec7 th\u1ed1ng n\u00e0y, d\u1ecbch m\u1ed9t t\u00e0i li\u1ec7u ri\u00eang l\u1ebb kh\u00f4ng c\u00f2n \u0111\u1ee7. Doanh nghi\u1ec7p c\u1ea7n qu\u1ea3n tr\u1ecb to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi n\u1ed9i dung, g\u1ed3m phi\u00ean b\u1ea3n, thu\u1eadt ng\u1eef, quy\u1ec1n truy c\u1eadp, c\u1eadp nh\u1eadt v\u00e0 t\u00e1i s\u1eed d\u1ee5ng.<\/p>\n<p>AI gi\u00fap ph\u00e2n lo\u1ea1i, so s\u00e1nh v\u00e0 t\u1ea1o b\u1ea3n nh\u00e1p cho l\u01b0\u1ee3ng n\u1ed9i dung l\u1edbn. V\u00ec v\u1eady, c\u00e1c c\u00f4ng ty d\u1ecbch thu\u1eadt \u0111ang d\u1ea7n chuy\u1ec3n t\u1eeb nh\u00e0 cung c\u1ea5p \u201cb\u1ea3n d\u1ecbch\u201d sang nh\u00e0 cung c\u1ea5p gi\u1ea3i ph\u00e1p v\u1eadn h\u00e0nh n\u1ed9i dung \u0111a ng\u00f4n ng\u1eef.<\/p>\n<h3>2. T\u1eeb m\u1ed9t quy tr\u00ecnh chung sang quy tr\u00ecnh ph\u00e2n t\u1ea7ng theo r\u1ee7i ro<\/h3>\n<p>Tr\u01b0\u1edbc \u0111\u00e2y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng g\u1ea7n nh\u01b0 c\u00f9ng m\u1ed9t quy tr\u00ecnh cho m\u1ecdi lo\u1ea1i n\u1ed9i dung. AI khi\u1ebfn c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y tr\u1edf n\u00ean thi\u1ebfu hi\u1ec7u qu\u1ea3 ho\u1eb7c kh\u00f4ng an to\u00e0n.<\/p>\n<p>M\u1ed9t b\u00e0i vi\u1ebft tham kh\u1ea3o n\u1ed9i b\u1ed9 kh\u00f4ng c\u1ea7n m\u1ee9c ki\u1ec3m so\u00e1t gi\u1ed1ng h\u1ee3p \u0111\u1ed3ng, h\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng thi\u1ebft b\u1ecb ho\u1eb7c h\u1ed3 s\u01a1 y t\u1ebf. Do \u0111\u00f3, quy tr\u00ecnh \u0111ang \u0111\u01b0\u1ee3c ph\u00e2n t\u1ea7ng:<\/p>\n<table>\n<thead>\n<tr>\n<th>M\u1ee9c \u0111\u1ed9 r\u1ee7i ro<\/th>\n<th>V\u00ed d\u1ee5<\/th>\n<th>Ph\u01b0\u01a1ng \u00e1n c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Th\u1ea5p<\/strong><\/td>\n<td>\u0110\u1ecdc tham kh\u1ea3o, ph\u00e2n lo\u1ea1i ph\u1ea3n h\u1ed3i, n\u1ed9i dung n\u1ed9i b\u1ed9 kh\u00f4ng nh\u1ea1y c\u1ea3m.<\/td>\n<td>D\u1ecbch t\u1ef1 \u0111\u1ed9ng ho\u1eb7c AI \u0111\u1ec3 hi\u1ec3u \u00fd ch\u00ednh; ng\u01b0\u1eddi s\u1eed d\u1ee5ng t\u1ef1 ki\u1ec3m tra.<\/td>\n<\/tr>\n<tr>\n<td><strong>Trung b\u00ecnh<\/strong><\/td>\n<td>Website, b\u00e0i \u0111\u00e0o t\u1ea1o, n\u1ed9i dung marketing ph\u1ed5 th\u00f4ng.<\/td>\n<td>AI ho\u1eb7c d\u1ecbch m\u00e1y t\u1ea1o b\u1ea3n nh\u00e1p, sau \u0111\u00f3 bi\u00ean d\u1ecbch vi\u00ean h\u1eadu bi\u00ean t\u1eadp.<\/td>\n<\/tr>\n<tr>\n<td><strong>Cao<\/strong><\/td>\n<td>H\u1ee3p \u0111\u1ed3ng, t\u00e0i ch\u00ednh, k\u1ef9 thu\u1eadt an to\u00e0n, y t\u1ebf, h\u1ed3 s\u01a1 ph\u00e1p l\u00fd.<\/td>\n<td>Bi\u00ean d\u1ecbch vi\u00ean chuy\u00ean ng\u00e0nh x\u1eed l\u00fd; c\u00f4ng ngh\u1ec7 ch\u1ec9 h\u1ed7 tr\u1ee3 trong ph\u1ea1m vi \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t.<\/td>\n<\/tr>\n<tr>\n<td><strong>Nh\u1ea1y c\u1ea3m<\/strong><\/td>\n<td>B\u00ed m\u1eadt kinh doanh, d\u1eef li\u1ec7u c\u00e1 nh\u00e2n, h\u1ed3 s\u01a1 tranh ch\u1ea5p, t\u00e0i li\u1ec7u ch\u01b0a c\u00f4ng b\u1ed1.<\/td>\n<td>Gi\u1edbi h\u1ea1n ho\u1eb7c lo\u1ea1i tr\u1eeb c\u00f4ng c\u1ee5 AI c\u00f4ng c\u1ed9ng; \u00e1p d\u1ee5ng b\u1ea3o m\u1eadt, ph\u00e2n quy\u1ec1n v\u00e0 th\u1ecfa thu\u1eadn ri\u00eang.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Ph\u00e2n t\u1ea7ng r\u1ee7i ro gi\u00fap doanh nghi\u1ec7p kh\u00f4ng ph\u1ea3i tr\u1ea3 c\u00f9ng m\u1ed9t m\u1ee9c chi ph\u00ed cho m\u1ecdi n\u1ed9i dung, \u0111\u1ed3ng th\u1eddi tr\u00e1nh d\u00f9ng quy tr\u00ecnh r\u00fat g\u1ecdn cho t\u00e0i li\u1ec7u c\u00f3 th\u1ec3 g\u00e2y h\u1eadu qu\u1ea3 nghi\u00eam tr\u1ecdng n\u1ebfu d\u1ecbch sai.<\/p>\n<h3>3. T\u1eeb t\u00ednh gi\u00e1 \u0111\u01a1n thu\u1ea7n theo kh\u1ed1i l\u01b0\u1ee3ng sang \u0111\u1ecbnh gi\u00e1 theo quy tr\u00ecnh v\u00e0 tr\u00e1ch nhi\u1ec7m<\/h3>\n<p>S\u1ed1 t\u1eeb, s\u1ed1 trang ho\u1eb7c th\u1eddi l\u01b0\u1ee3ng v\u1eabn l\u00e0 c\u0103n c\u1ee9 quan tr\u1ecdng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c. Tuy nhi\u00ean, AI khi\u1ebfn m\u1ed1i quan h\u1ec7 gi\u1eefa kh\u1ed1i l\u01b0\u1ee3ng v\u00e0 c\u00f4ng s\u1ee9c tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p h\u01a1n.<\/p>\n<p>M\u1ed9t t\u00e0i li\u1ec7u d\u00e0i nh\u01b0ng c\u00f3 nhi\u1ec1u n\u1ed9i dung l\u1eb7p l\u1ea1i c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd hi\u1ec7u qu\u1ea3 b\u1eb1ng b\u1ed9 nh\u1edb d\u1ecbch. Ng\u01b0\u1ee3c l\u1ea1i, m\u1ed9t t\u00e0i li\u1ec7u ng\u1eafn nh\u01b0ng c\u00f3 thu\u1eadt ng\u1eef ph\u00e1p l\u00fd ph\u1ee9c t\u1ea1p, b\u1ea3n scan k\u00e9m ho\u1eb7c y\u00eau c\u1ea7u b\u1ea3o m\u1eadt cao c\u00f3 th\u1ec3 c\u1ea7n nhi\u1ec1u th\u1eddi gian h\u01a1n.<\/p>\n<p>Chi ph\u00ed th\u1ef1c t\u1ebf ng\u00e0y c\u00e0ng ph\u1ee5 thu\u1ed9c v\u00e0o:<\/p>\n<ul>\n<li>Ch\u1ea5t l\u01b0\u1ee3ng t\u00e0i li\u1ec7u ngu\u1ed3n;<\/li>\n<li>M\u1ee9c \u0111\u1ed9 l\u1eb7p l\u1ea1i;<\/li>\n<li>C\u1eb7p ng\u00f4n ng\u1eef;<\/li>\n<li>Chuy\u00ean ng\u00e0nh;<\/li>\n<li>Ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra t\u1ef1 \u0111\u1ed9ng;<\/li>\n<li>M\u1ee9c h\u1eadu bi\u00ean t\u1eadp \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u;<\/li>\n<li>S\u1ed1 v\u00f2ng hi\u1ec7u \u0111\u00ednh;<\/li>\n<li>Y\u00eau c\u1ea7u \u0111\u1ecbnh d\u1ea1ng;<\/li>\n<li>Y\u00eau c\u1ea7u b\u1ea3o m\u1eadt;<\/li>\n<li>Tr\u00e1ch nhi\u1ec7m c\u1ee7a \u0111\u01a1n v\u1ecb cung c\u1ea5p \u0111\u1ed1i v\u1edbi b\u1ea3n cu\u1ed1i.<\/li>\n<\/ul>\n<p>ELIS 2026 cho th\u1ea5y m\u1ee9c gi\u1ea3m gi\u00e1 h\u1eadu bi\u00ean t\u1eadp trung b\u00ecnh \u0111\u01b0\u1ee3c c\u00e1c nh\u00f3m b\u00e1o c\u00e1o dao \u0111\u1ed9ng t\u1eeb 13% \u0111\u1ebfn 29%, t\u1eadp trung quanh kho\u1ea3ng 20%. \u0110i\u1ec1u n\u00e0y kh\u00f4ng c\u00f3 ngh\u0129a m\u1ecdi d\u1ef1 \u00e1n AI \u0111\u1ec1u ti\u1ebft ki\u1ec7m 20%. \u0110\u00e2y l\u00e0 k\u1ebft qu\u1ea3 kh\u1ea3o s\u00e1t v\u1ec1 m\u1ee9c chi\u1ebft gi\u1ea3m gi\u00e1, kh\u00f4ng ph\u1ea3i t\u1ef7 l\u1ec7 n\u0103ng su\u1ea5t ho\u1eb7c l\u1ee3i nhu\u1eadn \u0111\u01b0\u1ee3c b\u1ea3o \u0111\u1ea3m.<\/p>\n<p>N\u1ebfu b\u1ea3n d\u1ecbch t\u1ef1 \u0111\u1ed9ng c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng th\u1ea5p, th\u1eddi gian s\u1eeda c\u00f3 th\u1ec3 t\u01b0\u01a1ng \u0111\u01b0\u01a1ng ho\u1eb7c l\u1edbn h\u01a1n th\u1eddi gian d\u1ecbch l\u1ea1i. V\u00ec v\u1eady, b\u00e1o gi\u00e1 h\u1eadu bi\u00ean t\u1eadp c\u1ea7n d\u1ef1a tr\u00ean m\u1eabu t\u00e0i li\u1ec7u th\u1ef1c t\u1ebf thay v\u00ec m\u1ed9t t\u1ef7 l\u1ec7 m\u1eb7c \u0111\u1ecbnh.<\/p>\n<h3>4. Vai tr\u00f2 bi\u00ean d\u1ecbch vi\u00ean chuy\u1ec3n t\u1eeb s\u1ea3n xu\u1ea5t c\u00e2u ch\u1eef sang ki\u1ec3m so\u00e1t \u00fd ngh\u0129a<\/h3>\n<p>AI c\u00f3 th\u1ec3 t\u1ea1o c\u00e2u v\u0103n nhanh v\u00e0 t\u01b0\u01a1ng \u0111\u1ed1i tr\u00f4i ch\u1ea3y. \u0110i\u1ec1u \u0111\u00f3 l\u00e0m gi\u1ea3m gi\u00e1 tr\u1ecb c\u1ee7a c\u00f4ng vi\u1ec7c ch\u1ec9 mang t\u00ednh chuy\u1ec3n \u0111\u1ed5i c\u00e2u ch\u1eef c\u01a1 b\u1ea3n, \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi n\u1ed9i dung ph\u1ed5 th\u00f4ng v\u00e0 c\u00f3 c\u1ea5u tr\u00fac l\u1eb7p l\u1ea1i.<\/p>\n<p>Ng\u01b0\u1ee3c l\u1ea1i, nh\u1eefng n\u0103ng l\u1ef1c sau tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n:<\/p>\n<ul>\n<li>Ph\u00e1t hi\u1ec7n c\u00e2u tr\u00f4i ch\u1ea3y nh\u01b0ng sai ngh\u0129a;<\/li>\n<li>\u0110\u00e1nh gi\u00e1 n\u1ed9i dung b\u1ecb thi\u1ebfu ho\u1eb7c t\u1ef1 b\u1ed5 sung;<\/li>\n<li>Ki\u1ec3m tra thu\u1eadt ng\u1eef chuy\u00ean ng\u00e0nh;<\/li>\n<li>\u0110\u1ed1i chi\u1ebfu t\u00ean ri\u00eang, ng\u00e0y th\u00e1ng v\u00e0 s\u1ed1 li\u1ec7u;<\/li>\n<li>Hi\u1ec3u m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng c\u1ee7a b\u1ea3n d\u1ecbch;<\/li>\n<li>\u0110\u00e1nh gi\u00e1 t\u00e1c \u0111\u1ed9ng ph\u00e1p l\u00fd ho\u1eb7c k\u1ef9 thu\u1eadt;<\/li>\n<li>Th\u00edch \u1ee9ng v\u0103n h\u00f3a v\u00e0 gi\u1ecdng \u0111i\u1ec7u;<\/li>\n<li>Quy\u1ebft \u0111\u1ecbnh khi n\u00e0o n\u00ean s\u1eeda v\u00e0 khi n\u00e0o ph\u1ea3i d\u1ecbch l\u1ea1i;<\/li>\n<li>Ph\u00ea duy\u1ec7t b\u1ea3n cu\u1ed1i v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m ngh\u1ec1 nghi\u1ec7p.<\/li>\n<\/ul>\n<p>Bi\u00ean d\u1ecbch vi\u00ean trong m\u00f4 h\u00ecnh m\u1edbi kh\u00f4ng ch\u1ec9 l\u00e0 ng\u01b0\u1eddi \u201cd\u1ecbch\u201d. H\u1ecd c\u00f3 th\u1ec3 \u0111\u1ea3m nhi\u1ec7m vai tr\u00f2 h\u1eadu bi\u00ean t\u1eadp vi\u00ean, chuy\u00ean gia thu\u1eadt ng\u1eef, \u0111\u00e1nh gi\u00e1 vi\u00ean ch\u1ea5t l\u01b0\u1ee3ng AI, t\u01b0 v\u1ea5n b\u1ea3n \u0111\u1ecba h\u00f3a ho\u1eb7c chuy\u00ean gia ki\u1ec3m so\u00e1t n\u1ed9i dung c\u00f3 r\u1ee7i ro cao.<\/p>\n<p>\u0110i\u1ec1u n\u00e0y kh\u00f4ng c\u00f3 ngh\u0129a m\u1ecdi bi\u00ean d\u1ecbch vi\u00ean \u0111\u1ec1u ph\u1ea3i tr\u1edf th\u00e0nh k\u1ef9 s\u01b0 AI. Nh\u01b0ng ng\u01b0\u1eddi l\u00e0m ngh\u1ec1 c\u1ea7n hi\u1ec3u c\u00f4ng c\u1ee5 \u0111ang t\u1ea1o ra \u0111\u1ea7u ra nh\u01b0 th\u1ebf n\u00e0o, gi\u1edbi h\u1ea1n n\u1eb1m \u1edf \u0111\u00e2u v\u00e0 c\u00e1ch ki\u1ec3m tra l\u1ed7i \u0111\u1eb7c tr\u01b0ng c\u1ee7a h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng.<\/p>\n<h3>5. Qu\u1ea3n l\u00fd d\u1ef1 \u00e1n tr\u1edf th\u00e0nh ng\u01b0\u1eddi thi\u1ebft k\u1ebf quy tr\u00ecnh ng\u00f4n ng\u1eef<\/h3>\n<p>Khi m\u1ed9t d\u1ef1 \u00e1n c\u00f3 nhi\u1ec1u c\u00f4ng c\u1ee5, nhi\u1ec1u lo\u1ea1i n\u1ed9i dung v\u00e0 nhi\u1ec1u m\u1ee9c r\u1ee7i ro, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n kh\u00f4ng th\u1ec3 ch\u1ec9 ph\u00e2n chia s\u1ed1 trang v\u00e0 theo d\u00f5i th\u1eddi h\u1ea1n.<\/p>\n<p>Ng\u01b0\u1eddi qu\u1ea3n l\u00fd c\u1ea7n quy\u1ebft \u0111\u1ecbnh:<\/p>\n<ul>\n<li>T\u00e0i li\u1ec7u n\u00e0o \u0111\u01b0\u1ee3c ph\u00e9p d\u00f9ng AI;<\/li>\n<li>D\u1eef li\u1ec7u n\u00e0o ph\u1ea3i \u0111\u01b0\u1ee3c kh\u1eed nh\u1eadn d\u1ea1ng;<\/li>\n<li>C\u00f4ng c\u1ee5 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi c\u1eb7p ng\u00f4n ng\u1eef;<\/li>\n<li>Ph\u1ea7n n\u00e0o d\u00f9ng b\u1ed9 nh\u1edb d\u1ecbch;<\/li>\n<li>Ph\u1ea7n n\u00e0o ph\u1ea3i do chuy\u00ean gia x\u1eed l\u00fd;<\/li>\n<li>M\u1ee9c h\u1eadu bi\u00ean t\u1eadp n\u00e0o \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u;<\/li>\n<li>Ai \u0111\u01b0\u1ee3c quy\u1ec1n truy c\u1eadp;<\/li>\n<li>Ti\u00eau ch\u00ed n\u00e0o d\u00f9ng \u0111\u1ec3 nghi\u1ec7m thu;<\/li>\n<li>Khi n\u00e0o c\u1ea7n hi\u1ec7u \u0111\u00ednh \u0111\u1ed9c l\u1eadp;<\/li>\n<li>C\u00e1ch ghi nh\u1eadn ph\u1ea3n h\u1ed3i cho d\u1ef1 \u00e1n ti\u1ebfp theo.<\/li>\n<\/ul>\n<p>Do \u0111\u00f3, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n \u0111ang chuy\u1ec3n th\u00e0nh vai tr\u00f2 ki\u1ebfn tr\u00fac s\u01b0 quy tr\u00ecnh, k\u1ebft n\u1ed1i kh\u00e1ch h\u00e0ng, bi\u00ean d\u1ecbch vi\u00ean, c\u00f4ng ngh\u1ec7, d\u1eef li\u1ec7u v\u00e0 y\u00eau c\u1ea7u ch\u1ea5t l\u01b0\u1ee3ng.<\/p>\n<h3>6. C\u00f4ng ty d\u1ecbch thu\u1eadt chuy\u1ec3n t\u1eeb LSP sang \u0111\u1ed1i t\u00e1c v\u1eadn h\u00e0nh ng\u00f4n ng\u1eef<\/h3>\n<p>M\u00f4 h\u00ecnh c\u00f4ng ty d\u1ecbch thu\u1eadt truy\u1ec1n th\u1ed1ng ch\u1ee7 y\u1ebfu d\u1ef1a tr\u00ean vi\u1ec7c nh\u1eadn t\u00e0i li\u1ec7u, ph\u00e2n c\u00f4ng bi\u00ean d\u1ecbch vi\u00ean v\u00e0 b\u00e0n giao b\u1ea3n d\u1ecbch. AI l\u00e0m gi\u1ea3m l\u1ee3i th\u1ebf c\u1ee7a nh\u1eefng \u0111\u01a1n v\u1ecb ch\u1ec9 \u0111\u00f3ng vai tr\u00f2 trung gian \u0111\u01a1n gi\u1ea3n.<\/p>\n<p>\u0110\u1ec3 ti\u1ebfp t\u1ee5c t\u1ea1o gi\u00e1 tr\u1ecb, m\u1ed9t nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 ng\u00f4n ng\u1eef c\u1ea7n b\u1ed5 sung c\u00e1c n\u0103ng l\u1ef1c nh\u01b0:<\/p>\n<ul>\n<li>\u0110\u00e1nh gi\u00e1 c\u00f4ng c\u1ee5 d\u1ecbch m\u00e1y v\u00e0 AI;<\/li>\n<li>Thi\u1ebft k\u1ebf quy tr\u00ecnh Human-in-the-Loop;<\/li>\n<li>X\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n tr\u1ecb b\u1ea3ng thu\u1eadt ng\u1eef;<\/li>\n<li>Qu\u1ea3n l\u00fd b\u1ed9 nh\u1edb d\u1ecbch;<\/li>\n<li>T\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng qu\u1ea3n tr\u1ecb n\u1ed9i dung;<\/li>\n<li>\u0110\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra t\u1ef1 \u0111\u1ed9ng;<\/li>\n<li>Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u v\u00e0 quy\u1ec1n truy c\u1eadp;<\/li>\n<li>B\u1ea3n \u0111\u1ecba h\u00f3a ph\u1ea7n m\u1ec1m v\u00e0 n\u1ed9i dung s\u1ed1;<\/li>\n<li>T\u01b0 v\u1ea5n chi\u1ebfn l\u01b0\u1ee3c \u0111a ng\u00f4n ng\u1eef;<\/li>\n<li>Ki\u1ec3m \u0111\u1ecbnh n\u1ed9i dung do kh\u00e1ch h\u00e0ng t\u1ef1 t\u1ea1o b\u1eb1ng AI.<\/li>\n<\/ul>\n<p>\u0110\u00e2y l\u00e0 l\u00fd do nh\u1eefng d\u1ecbch v\u1ee5 nh\u01b0 b\u1ea3n \u0111\u1ecba h\u00f3a, \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng, c\u00f4ng ngh\u1ec7 ng\u00f4n ng\u1eef, transcreation v\u00e0 h\u1eadu bi\u00ean t\u1eadp \u0111ang \u0111\u01b0\u1ee3c c\u00e1c doanh nghi\u1ec7p trong kh\u1ea3o s\u00e1t ELIS quan t\u00e2m nhi\u1ec1u h\u01a1n.<\/p>\n<h3>7. Ch\u1ea5t l\u01b0\u1ee3ng chuy\u1ec3n t\u1eeb \u201cc\u00e2u v\u0103n hay\u201d sang \u201cph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c \u0111\u00edch\u201d<\/h3>\n<p>\u0110\u1ea7u ra AI th\u01b0\u1eddng t\u1ea1o c\u1ea3m gi\u00e1c thuy\u1ebft ph\u1ee5c v\u00ec c\u00e2u ch\u1eef tr\u00f4i ch\u1ea3y. Tuy nhi\u00ean, \u0111\u1ed9 l\u01b0u lo\u00e1t ch\u1ec9 l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch thu\u1eadt.<\/p>\n<p>M\u1ed9t b\u1ea3n d\u1ecbch c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng ph\u1ea3i \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 tr\u00ean nhi\u1ec1u ti\u00eau ch\u00ed:<\/p>\n<table>\n<thead>\n<tr>\n<th>Ti\u00eau ch\u00ed<\/th>\n<th>C\u00e2u h\u1ecfi c\u1ea7n ki\u1ec3m tra<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0110\u1ea7y \u0111\u1ee7<\/strong><\/td>\n<td>C\u00f3 c\u00e2u, \u0111o\u1ea1n, b\u1ea3ng ho\u1eb7c ch\u00fa th\u00edch n\u00e0o b\u1ecb b\u1ecf s\u00f3t kh\u00f4ng?<\/td>\n<\/tr>\n<tr>\n<td><strong>Trung th\u00e0nh<\/strong><\/td>\n<td>N\u1ed9i dung c\u00f3 ph\u1ea3n \u00e1nh \u0111\u00fang t\u00e0i li\u1ec7u ngu\u1ed3n hay \u0111\u00e3 b\u1ecb di\u1ec5n gi\u1ea3i, l\u00e0m nh\u1eb9 ho\u1eb7c l\u00e0m m\u1ea1nh?<\/td>\n<\/tr>\n<tr>\n<td><strong>Thu\u1eadt ng\u1eef<\/strong><\/td>\n<td>Thu\u1eadt ng\u1eef c\u00f3 \u0111\u00fang chuy\u00ean ng\u00e0nh v\u00e0 th\u1ed1ng nh\u1ea5t trong to\u00e0n b\u1ed9 t\u00e0i li\u1ec7u kh\u00f4ng?<\/td>\n<\/tr>\n<tr>\n<td><strong>S\u1ed1 li\u1ec7u<\/strong><\/td>\n<td>Ng\u00e0y th\u00e1ng, s\u1ed1 ti\u1ec1n, t\u1ef7 l\u1ec7, \u0111\u01a1n v\u1ecb v\u00e0 s\u1ed1 hi\u1ec7u c\u00f3 b\u1ecb thay \u0111\u1ed5i kh\u00f4ng?<\/td>\n<\/tr>\n<tr>\n<td><strong>Ng\u1eef d\u1ee5ng<\/strong><\/td>\n<td>C\u00e1ch di\u1ec5n \u0111\u1ea1t c\u00f3 ph\u00f9 h\u1ee3p v\u1edbi ng\u01b0\u1eddi \u0111\u1ecdc v\u00e0 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng kh\u00f4ng?<\/td>\n<\/tr>\n<tr>\n<td><strong>Ph\u00e1p l\u00fd v\u00e0 k\u1ef9 thu\u1eadt<\/strong><\/td>\n<td>B\u1ea3n d\u1ecbch c\u00f3 gi\u1eef \u0111\u00fang m\u1ee9c \u0111\u1ed9 b\u1eaft bu\u1ed9c, \u0111i\u1ec1u ki\u1ec7n v\u00e0 gi\u1edbi h\u1ea1n tr\u00e1ch nhi\u1ec7m kh\u00f4ng?<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0110\u1ecbnh d\u1ea1ng<\/strong><\/td>\n<td>B\u1ea3ng bi\u1ec3u, c\u1ea5u tr\u00fac, k\u00fd hi\u1ec7u v\u00e0 b\u1ed1 c\u1ee5c c\u00f3 \u0111\u01b0\u1ee3c t\u00e1i hi\u1ec7n ch\u00ednh x\u00e1c kh\u00f4ng?<\/td>\n<\/tr>\n<tr>\n<td><strong>Kh\u1ea3 n\u0103ng truy v\u1ebft<\/strong><\/td>\n<td>C\u00f3 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c ai \u0111\u00e3 d\u1ecbch, ai ki\u1ec3m tra v\u00e0 c\u00f4ng c\u1ee5 n\u00e0o \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng kh\u00f4ng?<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a href=\"https:\/\/www.iso.org\/standard\/62970.html\" target=\"_blank\" rel=\"noopener\">ISO 18587:2017<\/a> quy \u0111\u1ecbnh c\u00e1c y\u00eau c\u1ea7u \u0111\u1ed1i v\u1edbi qu\u00e1 tr\u00ecnh h\u1eadu bi\u00ean t\u1eadp \u0111\u1ea7y \u0111\u1ee7 \u0111\u1ea7u ra d\u1ecbch m\u00e1y v\u00e0 n\u0103ng l\u1ef1c c\u1ee7a ng\u01b0\u1eddi h\u1eadu bi\u00ean t\u1eadp. Ti\u00eau chu\u1ea9n n\u00e0y kh\u00f4ng tuy\u00ean b\u1ed1 \u0111\u1ea7u ra h\u1eadu bi\u00ean t\u1eadp m\u1eb7c nhi\u00ean b\u1eb1ng ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch ho\u00e0n to\u00e0n b\u1edfi con ng\u01b0\u1eddi; ch\u1ea5t l\u01b0\u1ee3ng c\u00f2n ph\u1ee5 thu\u1ed9c y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng.<\/p>\n<p>Trong n\u0103m 2026, ISO \u0111ang ph\u00e1t tri\u1ec3n phi\u00ean b\u1ea3n m\u1edbi v\u1edbi t\u00ean g\u1ecdi r\u1ed9ng h\u01a1n l\u00e0 h\u1eadu bi\u00ean t\u1eadp \u201c\u0111\u1ea7u ra d\u1ecbch kh\u00f4ng do con ng\u01b0\u1eddi t\u1ea1o ra\u201d. S\u1ef1 thay \u0111\u1ed5i thu\u1eadt ng\u1eef n\u00e0y ph\u1ea3n \u00e1nh th\u1ef1c t\u1ebf r\u1eb1ng \u0111\u1ea7u v\u00e0o h\u1eadu bi\u00ean t\u1eadp hi\u1ec7n kh\u00f4ng ch\u1ec9 \u0111\u1ebfn t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng d\u1ecbch m\u00e1y truy\u1ec1n th\u1ed1ng m\u00e0 c\u00f2n c\u00f3 th\u1ec3 \u0111\u1ebfn t\u1eeb m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng AI kh\u00e1c.<\/p>\n<h3>8. Mua d\u1ecbch v\u1ee5 ng\u00f4n ng\u1eef chuy\u1ec3n th\u00e0nh b\u00e0i to\u00e1n qu\u1ea3n tr\u1ecb AI v\u00e0 d\u1eef li\u1ec7u<\/h3>\n<p>Tr\u01b0\u1edbc \u0111\u00e2y, b\u1ed9 ph\u1eadn mua h\u00e0ng th\u01b0\u1eddng t\u1eadp trung v\u00e0o c\u1eb7p ng\u00f4n ng\u1eef, s\u1ed1 trang, th\u1eddi h\u1ea1n v\u00e0 \u0111\u01a1n gi\u00e1. Khi AI tham gia v\u00e0o quy tr\u00ecnh, doanh nghi\u1ec7p c\u1ea7n \u0111\u1eb7t th\u00eam nhi\u1ec1u c\u00e2u h\u1ecfi:<\/p>\n<ul>\n<li>Nh\u00e0 cung c\u1ea5p c\u00f3 s\u1eed d\u1ee5ng AI ho\u1eb7c d\u1ecbch m\u00e1y kh\u00f4ng?<\/li>\n<li>C\u00f4ng c\u1ee5 n\u00e0o \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng?<\/li>\n<li>D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u \u1edf \u0111\u00e2u?<\/li>\n<li>N\u1ed9i dung c\u00f3 \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n h\u1ec7 th\u1ed1ng kh\u00f4ng?<\/li>\n<li>Nh\u00e2n s\u1ef1 n\u00e0o \u0111\u01b0\u1ee3c quy\u1ec1n truy c\u1eadp?<\/li>\n<li>Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 y\u00eau c\u1ea7u kh\u00f4ng s\u1eed d\u1ee5ng AI kh\u00f4ng?<\/li>\n<li>\u0110\u1ea7u ra \u0111\u01b0\u1ee3c h\u1eadu bi\u00ean t\u1eadp \u1edf m\u1ee9c n\u00e0o?<\/li>\n<li>Ai ph\u00ea duy\u1ec7t b\u1ea3n cu\u1ed1i?<\/li>\n<li>Nh\u00e0 cung c\u1ea5p ch\u1ecbu tr\u00e1ch nhi\u1ec7m trong ph\u1ea1m vi n\u00e0o?<\/li>\n<li>D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u00f3a ho\u1eb7c ho\u00e0n tr\u1ea3 ra sao sau d\u1ef1 \u00e1n?<\/li>\n<\/ul>\n<p>Nh\u1eefng c\u00e2u h\u1ecfi n\u00e0y cho th\u1ea5y d\u1ecbch thu\u1eadt \u0111ang tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n c\u1ee7a qu\u1ea3n tr\u1ecb c\u00f4ng ngh\u1ec7 v\u00e0 d\u1eef li\u1ec7u doanh nghi\u1ec7p, thay v\u00ec ch\u1ec9 l\u00e0 ho\u1ea1t \u0111\u1ed9ng mua m\u1ed9t b\u1ea3n v\u0103n b\u1eb1ng ng\u00f4n ng\u1eef kh\u00e1c.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_tac_dong_khac_nhau_den_tung_phan_khuc_dich_thuat\"><\/span>AI t\u00e1c \u0111\u1ed9ng kh\u00e1c nhau \u0111\u1ebfn t\u1eebng ph\u00e2n kh\u00fac d\u1ecbch thu\u1eadt<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>Ph\u00e2n kh\u00fac<\/th>\n<th>C\u00f4ng vi\u1ec7c AI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3<\/th>\n<th>Ph\u1ea7n vi\u1ec7c con ng\u01b0\u1eddi v\u1eabn gi\u1eef vai tr\u00f2 ch\u00ednh<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>N\u1ed9i dung n\u1ed9i b\u1ed9<\/strong><\/td>\n<td>D\u1ecbch \u0111\u1ec3 hi\u1ec3u \u00fd ch\u00ednh, ph\u00e2n lo\u1ea1i v\u00e0 t\u00f3m t\u1eaft t\u00e0i li\u1ec7u.<\/td>\n<td>X\u00e1c minh n\u1ed9i dung tr\u01b0\u1edbc khi d\u00f9ng \u0111\u1ec3 ra quy\u1ebft \u0111\u1ecbnh.<\/td>\n<\/tr>\n<tr>\n<td><strong>Website v\u00e0 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed<\/strong><\/td>\n<td>T\u1ea1o b\u1ea3n nh\u00e1p, x\u1eed l\u00fd danh m\u1ee5c l\u1edbn, ph\u00e1t hi\u1ec7n n\u1ed9i dung l\u1eb7p l\u1ea1i.<\/td>\n<td>B\u1ea3n \u0111\u1ecba h\u00f3a th\u01b0\u01a1ng hi\u1ec7u, ki\u1ec3m tra th\u00f4ng tin s\u1ea3n ph\u1ea9m v\u00e0 y\u00eau c\u1ea7u ph\u00e1p l\u00fd.<\/td>\n<\/tr>\n<tr>\n<td><strong>Marketing<\/strong><\/td>\n<td>\u0110\u1ec1 xu\u1ea5t nhi\u1ec1u c\u00e1ch di\u1ec5n \u0111\u1ea1t v\u00e0 phi\u00ean b\u1ea3n th\u00f4ng \u0111i\u1ec7p.<\/td>\n<td>Transcreation, \u0111\u1ecbnh v\u1ecb th\u01b0\u01a1ng hi\u1ec7u, \u0111\u00e1nh gi\u00e1 v\u0103n h\u00f3a v\u00e0 ph\u00ea duy\u1ec7t n\u1ed9i dung.<\/td>\n<\/tr>\n<tr>\n<td><strong>K\u1ef9 thu\u1eadt<\/strong><\/td>\n<td>Qu\u1ea3n l\u00fd thu\u1eadt ng\u1eef, t\u00e1i s\u1eed d\u1ee5ng ph\u00e2n \u0111o\u1ea1n, ki\u1ec3m tra s\u1ed1 li\u1ec7u v\u00e0 \u0111\u01a1n v\u1ecb.<\/td>\n<td>X\u00e1c minh quy tr\u00ecnh, c\u1ea3nh b\u00e1o, th\u00f4ng s\u1ed1 v\u00e0 n\u1ed9i dung \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn an to\u00e0n.<\/td>\n<\/tr>\n<tr>\n<td><strong>Ph\u00e1p l\u00fd<\/strong><\/td>\n<td>OCR, t\u00ecm ki\u1ebfm, ph\u00e2n lo\u1ea1i, \u0111\u1ed1i chi\u1ebfu v\u00e0 h\u1ed7 tr\u1ee3 t\u1ea1o b\u1ea3n nh\u00e1p trong m\u00f4i tr\u01b0\u1eddng ki\u1ec3m so\u00e1t.<\/td>\n<td>Gi\u1ea3i th\u00edch thu\u1eadt ng\u1eef, gi\u1eef \u0111\u00fang hi\u1ec7u l\u1ef1c c\u00e2u ch\u1eef v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u0111\u1ed1i v\u1edbi b\u1ea3n cu\u1ed1i.<\/td>\n<\/tr>\n<tr>\n<td><strong>Y t\u1ebf v\u00e0 d\u01b0\u1ee3c ph\u1ea9m<\/strong><\/td>\n<td>H\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd thu\u1eadt ng\u1eef v\u00e0 n\u1ed9i dung l\u1eb7p l\u1ea1i.<\/td>\n<td>Ki\u1ec3m tra n\u1ed9i dung l\u00e2m s\u00e0ng, li\u1ec1u l\u01b0\u1ee3ng, h\u01b0\u1edbng d\u1eabn v\u00e0 th\u00f4ng tin an to\u00e0n.<\/td>\n<\/tr>\n<tr>\n<td><strong>V\u0103n h\u1ecdc v\u00e0 s\u00e1ng t\u1ea1o<\/strong><\/td>\n<td>H\u1ed7 tr\u1ee3 tra c\u1ee9u ho\u1eb7c t\u1ea1o b\u1ea3n d\u1ecbch th\u1eed nghi\u1ec7m.<\/td>\n<td>Gi\u1ecdng \u0111i\u1ec7u, nh\u1ecbp \u0111i\u1ec7u, \u1ea9n d\u1ee5, phong c\u00e1ch t\u00e1c gi\u1ea3 v\u00e0 quy\u1ebft \u0111\u1ecbnh s\u00e1ng t\u1ea1o.<\/td>\n<\/tr>\n<tr>\n<td><strong>Ph\u1ee5 \u0111\u1ec1 v\u00e0 n\u1ed9i dung nghe nh\u00ecn<\/strong><\/td>\n<td>Nh\u1eadn d\u1ea1ng l\u1eddi n\u00f3i, t\u1ea1o ph\u1ee5 \u0111\u1ec1 th\u00f4, c\u0103n ch\u1ec9nh s\u01a1 b\u1ed9 v\u00e0 t\u1ed5ng h\u1ee3p gi\u1ecdng n\u00f3i.<\/td>\n<td>Ki\u1ec3m tra b\u1ea3n ch\u00e9p l\u1eddi, th\u1eddi gian, v\u0103n h\u00f3a, kh\u1ea9u h\u00ecnh v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi xem.<\/td>\n<\/tr>\n<tr>\n<td><strong>Phi\u00ean d\u1ecbch<\/strong><\/td>\n<td>Chuy\u1ec3n l\u1eddi n\u00f3i th\u00e0nh v\u0103n b\u1ea3n, ph\u1ee5 \u0111\u1ec1 tr\u1ef1c ti\u1ebfp v\u00e0 h\u1ed7 tr\u1ee3 cu\u1ed9c h\u1ecdp r\u1ee7i ro th\u1ea5p.<\/td>\n<td>T\u00f2a \u00e1n, y t\u1ebf, \u0111\u00e0m ph\u00e1n, h\u1ed9i ngh\u1ecb quan tr\u1ecdng v\u00e0 t\u00ecnh hu\u1ed1ng c\u1ea7n x\u1eed l\u00fd t\u01b0\u01a1ng t\u00e1c ph\u1ee9c t\u1ea1p.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Kh\u00f4ng th\u1ec3 l\u1ea5y ch\u1ea5t l\u01b0\u1ee3ng AI \u1edf m\u1ed9t ph\u00e2n kh\u00fac \u0111\u1ec3 suy r\u1ed9ng cho to\u00e0n ng\u00e0nh. M\u1ed9t h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng t\u1ed1t v\u1edbi n\u1ed9i dung th\u01b0\u01a1ng m\u1ea1i ph\u1ed5 th\u00f4ng ch\u01b0a ch\u1eafc ph\u00f9 h\u1ee3p v\u1edbi h\u1ee3p \u0111\u1ed3ng, h\u1ed3 s\u01a1 k\u1ef9 thu\u1eadt ho\u1eb7c v\u0103n h\u1ecdc.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_khong_thay_doi_nhung_trach_nhiem_cot_loi_nao\"><\/span>AI kh\u00f4ng thay \u0111\u1ed5i nh\u1eefng tr\u00e1ch nhi\u1ec7m c\u1ed1t l\u00f5i n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>D\u00f9 c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n, m\u1ed9t s\u1ed1 tr\u00e1ch nhi\u1ec7m v\u1eabn ph\u1ea3i \u0111\u01b0\u1ee3c giao cho con ng\u01b0\u1eddi ho\u1eb7c t\u1ed5 ch\u1ee9c c\u1ee5 th\u1ec3.<\/p>\n<h3>X\u00e1c \u0111\u1ecbnh m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng<\/h3>\n<p>AI kh\u00f4ng t\u1ef1 bi\u1ebft b\u1ea3n d\u1ecbch s\u1ebd d\u00f9ng \u0111\u1ec3 tham kh\u1ea3o, \u0111\u0103ng website, k\u00fd h\u1ee3p \u0111\u1ed3ng hay n\u1ed9p c\u01a1 quan nh\u00e0 n\u01b0\u1edbc. M\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng quy\u1ebft \u0111\u1ecbnh ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 m\u1ee9c ki\u1ec3m tra c\u1ea7n thi\u1ebft.<\/p>\n<h3>\u0110\u00e1nh gi\u00e1 h\u1eadu qu\u1ea3 n\u1ebfu d\u1ecbch sai<\/h3>\n<p>C\u00f4ng c\u1ee5 kh\u00f4ng t\u1ef1 ch\u1ecbu tr\u00e1ch nhi\u1ec7m n\u1ebfu m\u1ed9t con s\u1ed1, \u0111i\u1ec1u kho\u1ea3n ho\u1eb7c h\u01b0\u1edbng d\u1eabn an to\u00e0n b\u1ecb d\u1ecbch sai. Doanh nghi\u1ec7p ph\u1ea3i \u0111\u00e1nh gi\u00e1 m\u1ee9c r\u1ee7i ro tr\u01b0\u1edbc khi ch\u1ecdn quy tr\u00ecnh.<\/p>\n<h3>Quy\u1ebft \u0111\u1ecbnh c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u<\/h3>\n<p>Vi\u1ec7c m\u1ed9t t\u00e0i li\u1ec7u c\u00f3 \u0111\u01b0\u1ee3c ph\u00e9p \u0111\u01b0a l\u00ean n\u1ec1n t\u1ea3ng AI c\u00f4ng c\u1ed9ng hay kh\u00f4ng l\u00e0 quy\u1ebft \u0111\u1ecbnh v\u1ec1 b\u1ea3o m\u1eadt v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u, kh\u00f4ng ph\u1ea3i quy\u1ebft \u0111\u1ecbnh thu\u1ea7n t\u00fay v\u1ec1 ng\u00f4n ng\u1eef.<\/p>\n<h3>Ph\u00ea duy\u1ec7t n\u1ed9i dung cu\u1ed1i c\u00f9ng<\/h3>\n<p>M\u1ed9t ng\u01b0\u1eddi ho\u1eb7c m\u1ed9t t\u1ed5 ch\u1ee9c v\u1eabn ph\u1ea3i x\u00e1c nh\u1eadn r\u1eb1ng b\u1ea3n d\u1ecbch \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111\u1ec3 s\u1eed d\u1ee5ng. AI kh\u00f4ng th\u1ec3 k\u00fd t\u00ean, x\u00e1c nh\u1eadn t\u01b0 c\u00e1ch ngh\u1ec1 nghi\u1ec7p ho\u1eb7c nh\u1eadn tr\u00e1ch nhi\u1ec7m h\u1ee3p \u0111\u1ed3ng thay cho nh\u00e0 cung c\u1ea5p.<\/p>\n<h3>Gi\u1ea3i quy\u1ebft kh\u00e1c bi\u1ec7t v\u0103n h\u00f3a v\u00e0 l\u1ee3i \u00edch<\/h3>\n<p>B\u1ea3n d\u1ecbch c\u00f3 th\u1ec3 \u0111\u00fang ng\u1eef ph\u00e1p nh\u01b0ng kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi v\u0103n h\u00f3a, nh\u00f3m ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c \u0111\u1ecbnh v\u1ecb th\u01b0\u01a1ng hi\u1ec7u. Nh\u1eefng quy\u1ebft \u0111\u1ecbnh n\u00e0y c\u1ea7n s\u1ef1 hi\u1ec3u bi\u1ebft v\u1ec1 x\u00e3 h\u1ed9i v\u00e0 b\u1ed1i c\u1ea3nh th\u1ef1c t\u1ebf.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Mo_hinh_dich_thuat_ket_hop_dang_hinh_thanh_nhu_the_nao\"><\/span>M\u00f4 h\u00ecnh d\u1ecbch thu\u1eadt k\u1ebft h\u1ee3p \u0111ang h\u00ecnh th\u00e0nh nh\u01b0 th\u1ebf n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Kh\u00f4ng c\u00f3 m\u1ed9t m\u00f4 h\u00ecnh Human-in-the-Loop duy nh\u1ea5t. T\u00f9y lo\u1ea1i t\u00e0i li\u1ec7u, doanh nghi\u1ec7p c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn m\u1ed9t trong c\u00e1c c\u1ea5p \u0111\u1ed9 sau:<\/p>\n<h3>C\u1ea5p \u0111\u1ed9 1: \u0110\u1ea7u ra t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 tham kh\u1ea3o<\/h3>\n<p>AI ho\u1eb7c d\u1ecbch m\u00e1y t\u1ea1o b\u1ea3n d\u1ecbch \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u n\u1ed9i dung c\u01a1 b\u1ea3n. Kh\u00f4ng c\u00f3 cam k\u1ebft r\u1eb1ng b\u1ea3n d\u1ecbch \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111\u1ec3 c\u00f4ng b\u1ed1 ho\u1eb7c s\u1eed d\u1ee5ng ch\u00ednh th\u1ee9c.<\/p>\n<h3>C\u1ea5p \u0111\u1ed9 2: H\u1eadu bi\u00ean t\u1eadp gi\u1edbi h\u1ea1n<\/h3>\n<p>Ng\u01b0\u1eddi h\u1eadu bi\u00ean t\u1eadp s\u1eeda c\u00e1c l\u1ed7i nghi\u00eam tr\u1ecdng \u0111\u1ec3 n\u1ed9i dung d\u1ec5 hi\u1ec3u h\u01a1n, nh\u01b0ng kh\u00f4ng nh\u1ea5t thi\u1ebft \u0111\u1ea1t m\u1ee9c trau chu\u1ed1t ho\u1eb7c ki\u1ec3m tra to\u00e0n di\u1ec7n. C\u1ea5p \u0111\u1ed9 n\u00e0y ch\u1ec9 ph\u00f9 h\u1ee3p khi ph\u1ea1m vi s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5.<\/p>\n<h3>C\u1ea5p \u0111\u1ed9 3: H\u1eadu bi\u00ean t\u1eadp \u0111\u1ea7y \u0111\u1ee7<\/h3>\n<p>Ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n \u0111\u1ed1i chi\u1ebfu ngu\u1ed3n, s\u1eeda \u00fd ngh\u0129a, thu\u1eadt ng\u1eef, ng\u1eef ph\u00e1p, v\u0103n phong v\u00e0 t\u00ednh nh\u1ea5t qu\u00e1n nh\u1eb1m \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u \u0111\u00e3 th\u1ecfa thu\u1eadn.<\/p>\n<h3>C\u1ea5p \u0111\u1ed9 4: D\u1ecbch b\u1edfi chuy\u00ean gia v\u00e0 hi\u1ec7u \u0111\u00ednh \u0111\u1ed9c l\u1eadp<\/h3>\n<p>Bi\u00ean d\u1ecbch vi\u00ean tr\u1ef1c ti\u1ebfp th\u1ef1c hi\u1ec7n b\u1ea3n d\u1ecbch; m\u1ed9t ng\u01b0\u1eddi \u0111\u1ee7 n\u0103ng l\u1ef1c kh\u00e1c ki\u1ec3m tra. C\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd thu\u1eadt ng\u1eef, b\u1ed9 nh\u1edb d\u1ecbch v\u00e0 QA nh\u01b0ng kh\u00f4ng quy\u1ebft \u0111\u1ecbnh n\u1ed9i dung.<\/p>\n<h3>C\u1ea5p \u0111\u1ed9 5: Quy tr\u00ecnh chuy\u00ean ng\u00e0nh c\u00f3 ph\u00ea duy\u1ec7t nhi\u1ec1u l\u1edbp<\/h3>\n<p>Ngo\u00e0i bi\u00ean d\u1ecbch v\u00e0 hi\u1ec7u \u0111\u00ednh, b\u1ea3n d\u1ecbch c\u00f2n \u0111\u01b0\u1ee3c chuy\u00ean gia ng\u00e0nh, ph\u00e1p ch\u1ebf, k\u1ef9 s\u01b0, b\u00e1c s\u0129 ho\u1eb7c b\u1ed9 ph\u1eadn ph\u1ee5 tr\u00e1ch c\u1ee7a kh\u00e1ch h\u00e0ng x\u00e1c minh tr\u01b0\u1edbc khi ph\u00e1t h\u00e0nh.<\/p>\n<p>Ch\u1ea5t l\u01b0\u1ee3ng kh\u00f4ng ph\u1ee5 thu\u1ed9c vi\u1ec7c quy tr\u00ecnh c\u00f3 s\u1eed d\u1ee5ng AI hay kh\u00f4ng, m\u00e0 ph\u1ee5 thu\u1ed9c vi\u1ec7c c\u1ea5p \u0111\u1ed9 d\u1ecbch v\u1ee5 c\u00f3 ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c \u0111\u00edch v\u00e0 r\u1ee7i ro c\u1ee7a n\u1ed9i dung hay kh\u00f4ng.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"EU_AI_Act_co_dieu_chinh_dich_thuat_AI_khong\"><\/span>EU AI Act c\u00f3 \u0111i\u1ec1u ch\u1ec9nh d\u1ecbch thu\u1eadt AI kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/regulatory-framework-ai\" target=\"_blank\" rel=\"noopener\">\u0110\u1ea1o lu\u1eadt AI c\u1ee7a Li\u00ean minh ch\u00e2u \u00c2u<\/a> s\u1eed d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 r\u1ee7i ro c\u1ee7a h\u1ec7 th\u1ed1ng v\u00e0 m\u1ee5c \u0111\u00edch tri\u1ec3n khai.<\/p>\n<p>Kh\u00f4ng n\u00ean hi\u1ec3u r\u1eb1ng m\u1ecdi c\u00f4ng c\u1ee5 d\u1ecbch \u0111\u01b0\u1ee3c d\u00f9ng trong l\u0129nh v\u1ef1c y t\u1ebf, ph\u00e1p lu\u1eadt ho\u1eb7c t\u00e0i ch\u00ednh \u0111\u1ec1u t\u1ef1 \u0111\u1ed9ng tr\u1edf th\u00e0nh h\u1ec7 th\u1ed1ng AI r\u1ee7i ro cao. Vi\u1ec7c ph\u00e2n lo\u1ea1i ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ee9c n\u0103ng, b\u1ed1i c\u1ea3nh s\u1eed d\u1ee5ng v\u00e0 vai tr\u00f2 c\u1ee7a h\u1ec7 th\u1ed1ng trong qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n<p>Tuy nhi\u00ean, c\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a EU AI Act \u0111\u01b0a ra nh\u1eefng nguy\u00ean t\u1eafc c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p d\u1ecbch thu\u1eadt v\u00e0 kh\u00e1ch h\u00e0ng:<\/p>\n<ul>\n<li>\u0110\u00e1nh gi\u00e1 v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro;<\/li>\n<li>S\u1eed d\u1ee5ng d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c \u0111\u00edch;<\/li>\n<li>L\u01b0u gi\u1eef th\u00f4ng tin \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m kh\u1ea3 n\u0103ng truy v\u1ebft;<\/li>\n<li>Cung c\u1ea5p t\u00e0i li\u1ec7u v\u00e0 h\u01b0\u1edbng d\u1eabn r\u00f5 r\u00e0ng;<\/li>\n<li>\u00c1p d\u1ee5ng gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi khi c\u1ea7n thi\u1ebft;<\/li>\n<li>B\u1ea3o \u0111\u1ea3m \u0111\u1ed9 v\u1eefng ch\u1eafc, an ninh m\u1ea1ng v\u00e0 m\u1ee9c ch\u00ednh x\u00e1c ph\u00f9 h\u1ee3p;<\/li>\n<li>Minh b\u1ea1ch v\u1ec1 c\u00e1ch h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/li>\n<\/ul>\n<p>\u0110\u1ed1i v\u1edbi doanh nghi\u1ec7p Vi\u1ec7t Nam ph\u1ee5c v\u1ee5 kh\u00e1ch h\u00e0ng qu\u1ed1c t\u1ebf, c\u00e1c nguy\u00ean t\u1eafc n\u00e0y c\u0169ng l\u00e0 c\u01a1 s\u1edf h\u1eefu \u00edch \u0111\u1ec3 x\u00e2y d\u1ef1ng ch\u00ednh s\u00e1ch AI, ngay c\u1ea3 khi m\u1ed9t d\u1ef1 \u00e1n c\u1ee5 th\u1ec3 kh\u00f4ng tr\u1ef1c ti\u1ebfp thu\u1ed9c ph\u1ea1m vi \u0111i\u1ec1u ch\u1ec9nh c\u1ee7a EU AI Act.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Doanh_nghiep_nen_thich_ung_voi_nganh_dich_thuat_moi_nhu_the_nao\"><\/span>Doanh nghi\u1ec7p n\u00ean th\u00edch \u1ee9ng v\u1edbi ng\u00e0nh d\u1ecbch thu\u1eadt m\u1edbi nh\u01b0 th\u1ebf n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>1. Ph\u00e2n lo\u1ea1i danh m\u1ee5c n\u1ed9i dung<\/h3>\n<p>Kh\u00f4ng n\u00ean quy\u1ebft \u0111\u1ecbnh \u201cd\u00f9ng AI hay kh\u00f4ng\u201d cho to\u00e0n b\u1ed9 doanh nghi\u1ec7p. H\u00e3y ph\u00e2n lo\u1ea1i t\u1eebng nh\u00f3m n\u1ed9i dung theo t\u00ednh b\u1ea3o m\u1eadt, h\u1eadu qu\u1ea3 n\u1ebfu sai, t\u1ea7n su\u1ea5t c\u1eadp nh\u1eadt v\u00e0 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng.<\/p>\n<h3>2. X\u00e2y d\u1ef1ng b\u1ea3ng thu\u1eadt ng\u1eef<\/h3>\n<p>AI kh\u00f3 t\u1ea1o n\u1ed9i dung nh\u1ea5t qu\u00e1n n\u1ebfu doanh nghi\u1ec7p ch\u01b0a th\u1ed1ng nh\u1ea5t t\u00ean s\u1ea3n ph\u1ea9m, ch\u1ee9c danh, quy tr\u00ecnh v\u00e0 thu\u1eadt ng\u1eef chuy\u00ean ng\u00e0nh. Glossary c\u1ea7n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u01b0\u1edbc ho\u1eb7c song song v\u1edbi qu\u00e1 tr\u00ecnh tri\u1ec3n khai c\u00f4ng ngh\u1ec7.<\/p>\n<h3>3. Quy \u0111\u1ecbnh c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c ph\u00e9p s\u1eed d\u1ee5ng<\/h3>\n<p>Ch\u00ednh s\u00e1ch n\u1ed9i b\u1ed9 n\u00ean n\u00eau r\u00f5 n\u1ec1n t\u1ea3ng n\u00e0o \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t, lo\u1ea1i d\u1eef li\u1ec7u n\u00e0o kh\u00f4ng \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean, ai c\u00f3 quy\u1ec1n s\u1eed d\u1ee5ng v\u00e0 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u gi\u1eef trong bao l\u00e2u.<\/p>\n<h3>4. Th\u1eed nghi\u1ec7m tr\u00ean t\u00e0i li\u1ec7u th\u1ef1c t\u1ebf<\/h3>\n<p>Kh\u00f4ng n\u00ean \u0111\u00e1nh gi\u00e1 AI b\u1eb1ng m\u1ed9t v\u00e0i c\u00e2u ng\u1eafn. B\u1ed9 th\u1eed nghi\u1ec7m c\u1ea7n bao g\u1ed3m thu\u1eadt ng\u1eef, b\u1ea3ng bi\u1ec3u, s\u1ed1 li\u1ec7u, c\u00e2u ph\u1ee7 \u0111\u1ecbnh, n\u1ed9i dung d\u00e0i v\u00e0 nh\u1eefng t\u00ecnh hu\u1ed1ng c\u00f3 th\u1ec3 g\u00e2y h\u1eadu qu\u1ea3 n\u1ebfu d\u1ecbch sai.<\/p>\n<h3>5. \u0110o to\u00e0n b\u1ed9 chi ph\u00ed quy tr\u00ecnh<\/h3>\n<p>Chi ph\u00ed AI kh\u00f4ng ch\u1ec9 l\u00e0 ph\u00ed s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5. Doanh nghi\u1ec7p c\u1ea7n t\u00ednh th\u00eam th\u1eddi gian chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, h\u1eadu bi\u00ean t\u1eadp, ki\u1ec3m tra, s\u1eeda l\u1ed7i, qu\u1ea3n tr\u1ecb h\u1ec7 th\u1ed1ng v\u00e0 x\u1eed l\u00fd r\u1ee7i ro.<\/p>\n<h3>6. X\u00e1c \u0111\u1ecbnh ng\u01b0\u1eddi ph\u00ea duy\u1ec7t cu\u1ed1i c\u00f9ng<\/h3>\n<p>M\u1ed7i lo\u1ea1i t\u00e0i li\u1ec7u c\u1ea7n c\u00f3 ng\u01b0\u1eddi ho\u1eb7c b\u1ed9 ph\u1eadn ch\u1ecbu tr\u00e1ch nhi\u1ec7m x\u00e1c nh\u1eadn b\u1ea3n d\u1ecbch. \u0110\u1ed1i v\u1edbi n\u1ed9i dung chuy\u00ean ng\u00e0nh, ng\u01b0\u1eddi ph\u00ea duy\u1ec7t c\u00f3 th\u1ec3 c\u1ea7n c\u1ea3 n\u0103ng l\u1ef1c ng\u00f4n ng\u1eef v\u00e0 ki\u1ebfn th\u1ee9c l\u0129nh v\u1ef1c.<\/p>\n<h3>7. Y\u00eau c\u1ea7u nh\u00e0 cung c\u1ea5p minh b\u1ea1ch<\/h3>\n<p>H\u1ee3p \u0111\u1ed3ng ho\u1eb7c y\u00eau c\u1ea7u d\u1ecbch v\u1ee5 n\u00ean n\u00eau r\u00f5 ph\u1ea1m vi s\u1eed d\u1ee5ng AI, m\u1ee9c h\u1eadu bi\u00ean t\u1eadp, tr\u00e1ch nhi\u1ec7m ch\u1ea5t l\u01b0\u1ee3ng, b\u1ea3o m\u1eadt v\u00e0 c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u sau khi d\u1ef1 \u00e1n k\u1ebft th\u00fac.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bien_dich_vien_can_chuan_bi_gi\"><\/span>Bi\u00ean d\u1ecbch vi\u00ean c\u1ea7n chu\u1ea9n b\u1ecb g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Nh\u1eefng n\u0103ng l\u1ef1c ch\u1ec9 d\u1ef1a tr\u00ean vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i c\u00e2u ch\u1eef ph\u1ed5 th\u00f4ng s\u1ebd ch\u1ecbu \u00e1p l\u1ef1c ng\u00e0y c\u00e0ng l\u1edbn. Ng\u01b0\u1eddi l\u00e0m ngh\u1ec1 n\u00ean ph\u00e1t tri\u1ec3n k\u1ebft h\u1ee3p c\u00e1c nh\u00f3m k\u1ef9 n\u0103ng sau:<\/p>\n<ul>\n<li><strong>Chuy\u00ean m\u00f4n h\u00f3a:<\/strong> ph\u00e1p lu\u1eadt, t\u00e0i ch\u00ednh, k\u1ef9 thu\u1eadt, y t\u1ebf ho\u1eb7c m\u1ed9t l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3;<\/li>\n<li><strong>H\u1eadu bi\u00ean t\u1eadp:<\/strong> ph\u00e1t hi\u1ec7n l\u1ed7i \u0111\u1eb7c tr\u01b0ng c\u1ee7a d\u1ecbch m\u00e1y v\u00e0 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef;<\/li>\n<li><strong>Qu\u1ea3n tr\u1ecb thu\u1eadt ng\u1eef:<\/strong> x\u00e2y d\u1ef1ng, \u00e1p d\u1ee5ng v\u00e0 ki\u1ec3m tra glossary;<\/li>\n<li><strong>C\u00f4ng ngh\u1ec7 d\u1ecbch thu\u1eadt:<\/strong> CAT Tool, b\u1ed9 nh\u1edb d\u1ecbch, QA v\u00e0 quy tr\u00ecnh t\u1ec7p;<\/li>\n<li><strong>\u0110\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng:<\/strong> ph\u00e2n lo\u1ea1i l\u1ed7i v\u00e0 x\u00e1c \u0111\u1ecbnh m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng;<\/li>\n<li><strong>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u:<\/strong> hi\u1ec3u gi\u1edbi h\u1ea1n c\u1ee7a n\u1ec1n t\u1ea3ng c\u00f4ng c\u1ed9ng v\u00e0 y\u00eau c\u1ea7u h\u1ee3p \u0111\u1ed3ng;<\/li>\n<li><strong>Giao ti\u1ebfp v\u1edbi kh\u00e1ch h\u00e0ng:<\/strong> l\u00e0m r\u00f5 m\u1ee5c \u0111\u00edch, ph\u1ea1m vi v\u00e0 ti\u00eau ch\u00ed nghi\u1ec7m thu;<\/li>\n<li><strong>Tr\u00e1ch nhi\u1ec7m ngh\u1ec1 nghi\u1ec7p:<\/strong> bi\u1ebft khi n\u00e0o kh\u00f4ng n\u00ean ch\u1ea5p nh\u1eadn ho\u1eb7c ph\u00ea duy\u1ec7t \u0111\u1ea7u ra AI.<\/li>\n<\/ul>\n<p>T\u01b0\u01a1ng lai c\u1ee7a ngh\u1ec1 d\u1ecbch c\u00f3 th\u1ec3 c\u00f3 \u00edt c\u00f4ng vi\u1ec7c thu\u1ea7n t\u00fay nh\u1eadp v\u00e0 chuy\u1ec3n c\u00e2u h\u01a1n, nh\u01b0ng s\u1ebd c\u1ea7n nhi\u1ec1u h\u01a1n nh\u1eefng ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng ki\u1ec3m \u0111\u1ecbnh, gi\u1ea3i th\u00edch v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u0111\u1ed1i v\u1edbi n\u1ed9i dung quan tr\u1ecdng.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cong_ty_dich_thuat_can_thay_doi_gi\"><\/span>C\u00f4ng ty d\u1ecbch thu\u1eadt c\u1ea7n thay \u0111\u1ed5i g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0110\u01a1n v\u1ecb d\u1ecbch thu\u1eadt kh\u00f4ng n\u00ean ch\u1ec9 b\u1ed5 sung AI v\u00e0o quy tr\u00ecnh c\u0169 r\u1ed3i qu\u1ea3ng b\u00e1 r\u1eb1ng d\u1ecbch v\u1ee5 tr\u1edf n\u00ean nhanh v\u00e0 r\u1ebb h\u01a1n. Vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i c\u1ea7n \u0111i s\u00e2u h\u01a1n:<\/p>\n<ul>\n<li>Ph\u00e2n lo\u1ea1i d\u1ecbch v\u1ee5 theo m\u1ee5c \u0111\u00edch v\u00e0 r\u1ee7i ro;<\/li>\n<li>C\u00f4ng khai ph\u1ea1m vi AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng;<\/li>\n<li>Cho ph\u00e9p kh\u00e1ch h\u00e0ng y\u00eau c\u1ea7u kh\u00f4ng s\u1eed d\u1ee5ng AI;<\/li>\n<li>X\u00e2y d\u1ef1ng ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 \u0111\u1ea7u ra t\u1ef1 \u0111\u1ed9ng;<\/li>\n<li>\u0110\u00e0o t\u1ea1o bi\u00ean d\u1ecbch vi\u00ean v\u1ec1 h\u1eadu bi\u00ean t\u1eadp;<\/li>\n<li>Qu\u1ea3n l\u00fd c\u00f4ng c\u1ee5 v\u00e0 t\u00e0i kho\u1ea3n t\u1eadp trung;<\/li>\n<li>Ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp d\u1eef li\u1ec7u;<\/li>\n<li>Ph\u00e1t tri\u1ec3n n\u0103ng l\u1ef1c qu\u1ea3n tr\u1ecb thu\u1eadt ng\u1eef;<\/li>\n<li>T\u00e1ch r\u00f5 d\u1ecbch \u0111\u1ec3 tham kh\u1ea3o v\u00e0 d\u1ecbch \u0111\u1ec3 s\u1eed d\u1ee5ng ch\u00ednh th\u1ee9c;<\/li>\n<li>Kh\u00f4ng cam k\u1ebft t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c, ti\u1ebft ki\u1ec7m ho\u1eb7c t\u0103ng t\u1ed1c gi\u1ed1ng nhau cho m\u1ecdi d\u1ef1 \u00e1n.<\/li>\n<\/ul>\n<p>C\u00f4ng ngh\u1ec7 t\u1ea1o l\u1ee3i th\u1ebf khi \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o m\u1ed9t quy tr\u00ecnh c\u00f3 tr\u00e1ch nhi\u1ec7m. N\u1ebfu ch\u1ec9 d\u00f9ng AI \u0111\u1ec3 gi\u1ea3m gi\u00e1 m\u00e0 kh\u00f4ng \u0111\u1ea7u t\u01b0 v\u00e0o ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng, l\u1ee3i th\u1ebf ng\u1eafn h\u1ea1n c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh r\u1ee7i ro th\u01b0\u01a1ng hi\u1ec7u v\u00e0 ph\u00e1p l\u00fd.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Quan_diem_cua_BKMOS\"><\/span>Quan \u0111i\u1ec3m c\u1ee7a BKMOS<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>BKMOS nh\u00ecn nh\u1eadn AI l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a s\u1ef1 ph\u00e1t tri\u1ec3n t\u1ef1 nhi\u00ean trong ng\u00e0nh ng\u00f4n ng\u1eef, t\u01b0\u01a1ng t\u1ef1 qu\u00e1 tr\u00ecnh ng\u00e0nh d\u1ecbch thu\u1eadt t\u1eebng ti\u1ebfp nh\u1eadn CAT Tool, b\u1ed9 nh\u1edb d\u1ecbch, qu\u1ea3n l\u00fd thu\u1eadt ng\u1eef, OCR v\u00e0 c\u00f4ng c\u1ee5 QA.<\/p>\n<p>Tuy nhi\u00ean, AI kh\u00e1c c\u00e1c c\u00f4ng c\u1ee5 tr\u01b0\u1edbc \u0111\u00e2y \u1edf kh\u1ea3 n\u0103ng t\u1ea1o ra n\u1ed9i dung tr\u00f4i ch\u1ea3y v\u00e0 c\u00f3 v\u1ebb ho\u00e0n ch\u1ec9nh. Ch\u00ednh \u0111\u1eb7c \u0111i\u1ec3m n\u00e0y l\u00e0m t\u0103ng nguy c\u01a1 ng\u01b0\u1eddi s\u1eed d\u1ee5ng tin v\u00e0o \u0111\u1ea7u ra tr\u01b0\u1edbc khi ki\u1ec3m tra \u0111\u1ea7y \u0111\u1ee7.<\/p>\n<p>V\u00ec v\u1eady, BKMOS ti\u1ebfp c\u1eadn AI d\u1ef1a tr\u00ean b\u1ed1n nguy\u00ean t\u1eafc:<\/p>\n<ul>\n<li><strong>Ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c \u0111\u00edch:<\/strong> kh\u00f4ng d\u00f9ng c\u00f9ng m\u1ed9t quy tr\u00ecnh cho m\u1ecdi t\u00e0i li\u1ec7u;<\/li>\n<li><strong>Ph\u00e2n t\u1ea7ng r\u1ee7i ro:<\/strong> t\u00e0i li\u1ec7u c\u00f3 h\u1ec7 qu\u1ea3 cao c\u1ea7n m\u1ee9c ki\u1ec3m so\u00e1t cao h\u01a1n;<\/li>\n<li><strong>Minh b\u1ea1ch:<\/strong> kh\u00e1ch h\u00e0ng c\u00f3 quy\u1ec1n x\u00e1c \u0111\u1ecbnh gi\u1edbi h\u1ea1n s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7;<\/li>\n<li><strong>Con ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m:<\/strong> c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 x\u1eed l\u00fd, chuy\u00ean gia ki\u1ec3m tra v\u00e0 ph\u00ea duy\u1ec7t b\u1ea3n cu\u1ed1i.<\/li>\n<\/ul>\n<p>Chi ti\u1ebft v\u1ec1 c\u00e1ch BKMOS ti\u1ebfp c\u1eadn c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y t\u1ea1i b\u00e0i <a href=\"https:\/\/bkmos.com\/blog\/tin-tuc-bkmos\/dich-thuat-bkmos-va-tri-tue-nhan-tao-ai\/\">BKMOS \u1ee9ng d\u1ee5ng AI trong d\u1ecbch thu\u1eadt: C\u00f4ng ngh\u1ec7 h\u1ed7 tr\u1ee3, chuy\u00ean gia ch\u1ecbu tr\u00e1ch nhi\u1ec7m<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cau_hoi_thuong_gap\"><\/span>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>AI c\u00f3 \u0111ang l\u00e0m ng\u00e0nh d\u1ecbch thu\u1eadt thu h\u1eb9p kh\u00f4ng?<\/h3>\n<p>AI \u0111ang g\u00e2y \u00e1p l\u1ef1c l\u00ean m\u1ed9t s\u1ed1 c\u00f4ng vi\u1ec7c d\u1ecbch ph\u1ed5 th\u00f4ng v\u00e0 quy tr\u00ecnh th\u1ee7 c\u00f4ng, nh\u01b0ng \u0111\u1ed3ng th\u1eddi m\u1edf r\u1ed9ng nhu c\u1ea7u v\u1ec1 h\u1eadu bi\u00ean t\u1eadp, \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng, qu\u1ea3n tr\u1ecb thu\u1eadt ng\u1eef, b\u1ea3n \u0111\u1ecba h\u00f3a v\u00e0 ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u. T\u00e1c \u0111\u1ed9ng kh\u00e1c nhau theo ph\u00e2n kh\u00fac v\u00e0 lo\u1ea1i t\u00e0i li\u1ec7u.<\/p>\n<h3>AI c\u00f3 thay th\u1ebf ho\u00e0n to\u00e0n bi\u00ean d\u1ecbch vi\u00ean kh\u00f4ng?<\/h3>\n<p>AI c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a m\u1ed9t ph\u1ea7n c\u00f4ng vi\u1ec7c, \u0111\u1eb7c bi\u1ec7t v\u1edbi n\u1ed9i dung ph\u1ed5 th\u00f4ng, l\u1eb7p l\u1ea1i v\u00e0 r\u1ee7i ro th\u1ea5p. Tuy nhi\u00ean, vi\u1ec7c x\u00e1c \u0111\u1ecbnh m\u1ee5c \u0111\u00edch, ki\u1ec3m tra \u00fd ngh\u0129a, \u0111\u00e1nh gi\u00e1 r\u1ee7i ro, x\u1eed l\u00fd v\u0103n h\u00f3a v\u00e0 ph\u00ea duy\u1ec7t n\u1ed9i dung quan tr\u1ecdng v\u1eabn c\u1ea7n con ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m.<\/p>\n<h3>H\u1eadu bi\u00ean t\u1eadp c\u00f3 \u0111\u01a1n gi\u1ea3n h\u01a1n d\u1ecbch t\u1eeb \u0111\u1ea7u kh\u00f4ng?<\/h3>\n<p>Kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng v\u1eady. N\u1ebfu \u0111\u1ea7u ra t\u1ef1 \u0111\u1ed9ng t\u1ed1t v\u00e0 t\u00e0i li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac \u1ed5n \u0111\u1ecbnh, h\u1eadu bi\u00ean t\u1eadp c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m th\u1eddi gian. N\u1ebfu \u0111\u1ea7u ra ch\u1ee9a nhi\u1ec1u l\u1ed7i tinh vi, thi\u1ebfu n\u1ed9i dung ho\u1eb7c sai thu\u1eadt ng\u1eef, d\u1ecbch l\u1ea1i t\u1eeb \u0111\u1ea7u c\u00f3 th\u1ec3 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n<h3>AI c\u00f3 l\u00e0m gi\u00e1 d\u1ecbch thu\u1eadt gi\u1ea3m kh\u00f4ng?<\/h3>\n<p>AI c\u00f3 th\u1ec3 gi\u1ea3m m\u1ed9t ph\u1ea7n c\u00f4ng vi\u1ec7c l\u1eb7p l\u1ea1i trong m\u1ed9t s\u1ed1 d\u1ef1 \u00e1n, nh\u01b0ng chi ph\u00ed cu\u1ed1i c\u00f9ng c\u00f2n ph\u1ee5 thu\u1ed9c m\u1ee9c h\u1eadu bi\u00ean t\u1eadp, b\u1ea3o m\u1eadt, \u0111\u1ecbnh d\u1ea1ng, chuy\u00ean ng\u00e0nh v\u00e0 tr\u00e1ch nhi\u1ec7m ch\u1ea5t l\u01b0\u1ee3ng. Kh\u00f4ng c\u00f3 m\u1ed9t t\u1ef7 l\u1ec7 gi\u1ea3m gi\u00e1 c\u1ed1 \u0111\u1ecbnh \u00e1p d\u1ee5ng cho m\u1ecdi t\u00e0i li\u1ec7u.<\/p>\n<h3>Doanh nghi\u1ec7p n\u00ean t\u1ef1 d\u1ecbch b\u1eb1ng AI hay thu\u00ea c\u00f4ng ty d\u1ecbch thu\u1eadt?<\/h3>\n<p>AI c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p \u0111\u1ec3 \u0111\u1ecdc tham kh\u1ea3o ho\u1eb7c x\u1eed l\u00fd n\u1ed9i dung r\u1ee7i ro th\u1ea5p. V\u1edbi n\u1ed9i dung c\u00f4ng b\u1ed1, h\u1ee3p \u0111\u1ed3ng, h\u1ed3 s\u01a1 ph\u00e1p l\u00fd, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt ho\u1eb7c d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m, doanh nghi\u1ec7p n\u00ean c\u00f3 bi\u00ean d\u1ecbch vi\u00ean v\u00e0 quy tr\u00ecnh ki\u1ec3m so\u00e1t ph\u00f9 h\u1ee3p.<\/p>\n<h3>Ngh\u1ec1 d\u1ecbch thu\u1eadt c\u00f2n tri\u1ec3n v\u1ecdng kh\u00f4ng?<\/h3>\n<p>Nhu c\u1ea7u \u0111\u1ed1i v\u1edbi nh\u1eefng c\u00f4ng vi\u1ec7c ch\u1ec9 chuy\u1ec3n \u0111\u1ed5i n\u1ed9i dung ph\u1ed5 th\u00f4ng c\u00f3 th\u1ec3 gi\u1ea3m. Ng\u01b0\u1ee3c l\u1ea1i, c\u01a1 h\u1ed9i v\u1eabn t\u1ed3n t\u1ea1i \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi c\u00f3 chuy\u00ean m\u00f4n ng\u00e0nh, n\u0103ng l\u1ef1c h\u1eadu bi\u00ean t\u1eadp, qu\u1ea3n tr\u1ecb thu\u1eadt ng\u1eef, c\u00f4ng ngh\u1ec7 ng\u00f4n ng\u1eef v\u00e0 kh\u1ea3 n\u0103ng ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u0111\u1ed1i v\u1edbi n\u1ed9i dung ph\u1ee9c t\u1ea1p.<\/p>\n<h3>EU AI Act c\u00f3 c\u1ea5m s\u1eed d\u1ee5ng AI \u0111\u1ec3 d\u1ecbch kh\u00f4ng?<\/h3>\n<p>Kh\u00f4ng. EU AI Act kh\u00f4ng c\u1ea5m d\u1ecbch thu\u1eadt AI n\u00f3i chung. Quy \u0111\u1ecbnh \u00e1p d\u1ee5ng theo lo\u1ea1i h\u1ec7 th\u1ed1ng, m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng v\u00e0 m\u1ee9c \u0111\u1ed9 r\u1ee7i ro. Doanh nghi\u1ec7p c\u1ea7n xem x\u00e9t minh b\u1ea1ch, gi\u00e1m s\u00e1t con ng\u01b0\u1eddi, d\u1eef li\u1ec7u, an ninh v\u00e0 kh\u1ea3 n\u0103ng truy v\u1ebft khi tri\u1ec3n khai.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span>K\u1ebft lu\u1eadn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI kh\u00f4ng \u0111\u01a1n gi\u1ea3n thay th\u1ebf m\u1ed9t c\u00f4ng c\u1ee5 d\u1ecbch b\u1eb1ng m\u1ed9t c\u00f4ng c\u1ee5 t\u1ed1t h\u01a1n. N\u00f3 \u0111ang t\u00e1i c\u1ea5u tr\u00fac c\u00e1ch ng\u00e0nh ng\u00f4n ng\u1eef t\u1ea1o ra v\u00e0 ph\u00e2n ph\u1ed1i gi\u00e1 tr\u1ecb.<\/p>\n<p>D\u1ecbch thu\u1eadt truy\u1ec1n th\u1ed1ng v\u1eabn c\u1ea7n thi\u1ebft, nh\u01b0ng kh\u00f4ng c\u00f2n \u0111\u1ee9ng ri\u00eang bi\u1ec7t. N\u00f3 \u0111ang \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi h\u1eadu bi\u00ean t\u1eadp, qu\u1ea3n tr\u1ecb thu\u1eadt ng\u1eef, t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh, b\u1ea3n \u0111\u1ecba h\u00f3a, \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u.<\/p>\n<p>Trong m\u00f4 h\u00ecnh m\u1edbi, doanh nghi\u1ec7p th\u00e0nh c\u00f4ng kh\u00f4ng ph\u1ea3i l\u00e0 doanh nghi\u1ec7p s\u1eed d\u1ee5ng nhi\u1ec1u AI nh\u1ea5t. \u0110\u00f3 l\u00e0 doanh nghi\u1ec7p bi\u1ebft:<\/p>\n<ul>\n<li>N\u1ed9i dung n\u00e0o n\u00ean t\u1ef1 \u0111\u1ed9ng h\u00f3a;<\/li>\n<li>N\u1ed9i dung n\u00e0o c\u1ea7n chuy\u00ean gia;<\/li>\n<li>R\u1ee7i ro n\u00e0o ph\u1ea3i \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t;<\/li>\n<li>D\u1eef li\u1ec7u n\u00e0o c\u1ea7n \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7;<\/li>\n<li>Ti\u00eau chu\u1ea9n n\u00e0o \u00e1p d\u1ee5ng cho b\u1ea3n cu\u1ed1i;<\/li>\n<li>Ai l\u00e0 ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m khi n\u1ed9i dung \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/li>\n<\/ul>\n<p>\u0110\u1ed1i v\u1edbi bi\u00ean d\u1ecbch vi\u00ean v\u00e0 c\u00f4ng ty d\u1ecbch thu\u1eadt, gi\u00e1 tr\u1ecb t\u01b0\u01a1ng lai kh\u00f4ng ch\u1ec9 n\u1eb1m \u1edf t\u1ed1c \u0111\u1ed9 t\u1ea1o c\u00e2u ch\u1eef. Gi\u00e1 tr\u1ecb n\u1eb1m \u1edf kh\u1ea3 n\u0103ng thi\u1ebft k\u1ebf quy tr\u00ecnh, ki\u1ec3m \u0111\u1ecbnh \u0111\u1ea7u ra v\u00e0 b\u1ea3o \u0111\u1ea3m n\u1ed9i dung \u0111a ng\u00f4n ng\u1eef ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c \u0111\u00edch th\u1ef1c t\u1ebf.<\/p>\n<p>\u0110\u1ecdc th\u00eam:<\/p>\n<ul>\n<li><a href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/ai-hay-bien-dich-vien\/\">AI hay bi\u00ean d\u1ecbch vi\u00ean: N\u00ean l\u1ef1a ch\u1ecdn ph\u01b0\u01a1ng \u00e1n n\u00e0o?<\/a><\/li>\n<li><a href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/dich-thuat-ai-trong-giao-tiep-toan-cau\/\">D\u1ecbch thu\u1eadt AI trong giao ti\u1ebfp to\u00e0n c\u1ea7u<\/a><\/li>\n<li><a href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/bao-cao-elis-2026-nganh-dich-thuat-trong-ky-nguyen-ai\/\">B\u00e1o c\u00e1o ELIS 2026 v\u1ec1 ng\u00e0nh d\u1ecbch thu\u1eadt v\u00e0 AI<\/a><\/li>\n<li><a href=\"https:\/\/bkmos.com\/blog\/cong-nghe-tin-tuc\/bao-cao-nganh-dich-thuat-toan-cau-2026\/\">B\u00e1o c\u00e1o Ph\u00e1t tri\u1ec3n ng\u00e0nh d\u1ecbch thu\u1eadt to\u00e0n c\u1ea7u 2026<\/a><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tu_van_quy_trinh_dich_thuat_phu_hop_cho_doanh_nghiep\"><\/span>T\u01b0 v\u1ea5n quy tr\u00ecnh d\u1ecbch thu\u1eadt ph\u00f9 h\u1ee3p cho doanh nghi\u1ec7p<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>BKMOS cung c\u1ea5p d\u1ecbch v\u1ee5 d\u1ecbch thu\u1eadt chuy\u00ean ng\u00e0nh, qu\u1ea3n l\u00fd thu\u1eadt ng\u1eef, hi\u1ec7u \u0111\u00ednh v\u00e0 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng cho t\u00e0i li\u1ec7u ph\u00e1p l\u00fd, t\u00e0i ch\u00ednh, k\u1ef9 thu\u1eadt, h\u1ed3 s\u01a1 th\u1ea7u, website v\u00e0 n\u1ed9i dung doanh nghi\u1ec7p.<\/p>\n<p>Ph\u01b0\u01a1ng \u00e1n th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh sau khi ki\u1ec3m tra lo\u1ea1i t\u00e0i li\u1ec7u, m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng, m\u1ee9c \u0111\u1ed9 b\u1ea3o m\u1eadt, \u0111\u1ecbnh d\u1ea1ng v\u00e0 ti\u1ebfn \u0111\u1ed9 th\u1ef1c t\u1ebf.<\/p>\n<p>Tham kh\u1ea3o:<\/p>\n<ul>\n<li><a href=\"https:\/\/bkmos.com\/dich-thuat-chuyen-nganh\">D\u1ecbch thu\u1eadt chuy\u00ean ng\u00e0nh cho doanh nghi\u1ec7p<\/a><\/li>\n<li><a href=\"https:\/\/bkmos.com\/nguyen-dinh-phuc\">Nguy\u1ec5n \u0110\u00ecnh Ph\u00fac \u2013 Founder\/CEO BKMOS<\/a><\/li>\n<\/ul>\n<p><strong><a href=\"https:\/\/bkmos.com\/lien-he\">G\u1eedi t\u00e0i li\u1ec7u \u0111\u1ec3 BKMOS ki\u1ec3m tra v\u00e0 t\u01b0 v\u1ea5n ph\u01b0\u01a1ng \u00e1n ph\u00f9 h\u1ee3p<\/a><\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Nguon_tham_khao\"><\/span>Ngu\u1ed3n tham kh\u1ea3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/elis-survey.org\/wp-content\/uploads\/2026\/03\/ELIS-2026-Report.pdf\" target=\"_blank\" rel=\"noopener\">European Language Industry Survey 2026<\/a>.<\/li>\n<li><a href=\"https:\/\/www.iso.org\/standard\/62970.html\" target=\"_blank\" rel=\"noopener\">ISO 18587:2017 \u2013 Post-editing of machine translation output<\/a>.<\/li>\n<li><a href=\"https:\/\/www.iso.org\/standard\/88184.html\" target=\"_blank\" rel=\"noopener\">ISO\/DIS 18587 \u2013 Post-editing of non-human translation output<\/a>.<\/li>\n<li><a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/regulatory-framework-ai\" target=\"_blank\" rel=\"noopener\">European Commission \u2013 Regulatory framework on artificial intelligence<\/a>.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI kh\u00f4ng ch\u1ec9 b\u1ed5 sung m\u1ed9t c\u00f4ng c\u1ee5 m\u1edbi cho bi\u00ean d\u1ecbch vi\u00ean. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang thay \u0111\u1ed5i to\u00e0n b\u1ed9 c\u00e1ch n\u1ed9i dung \u0111a ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c ti\u1ebfp nh\u1eadn, ph\u00e2n lo\u1ea1i, d\u1ecbch, ki\u1ec3m tra, \u0111\u1ecbnh gi\u00e1 v\u00e0 b\u00e0n giao. V\u00ec v\u1eady, t\u00e1c \u0111\u1ed9ng th\u1ef1c s\u1ef1 c\u1ee7a AI \u0111\u1ed1i v\u1edbi ng\u00e0nh d\u1ecbch thu\u1eadt kh\u00f4ng n\u00ean [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":21816,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[69],"class_list":["post-21811","post","type-post","status-publish","format-standard","has-post-thumbnail","category-cong-nghe-tin-tuc","tag-dich-thuat-ai"],"_links":{"self":[{"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/posts\/21811","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/comments?post=21811"}],"version-history":[{"count":15,"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/posts\/21811\/revisions"}],"predecessor-version":[{"id":23022,"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/posts\/21811\/revisions\/23022"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/media\/21816"}],"wp:attachment":[{"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/media?parent=21811"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/categories?post=21811"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bkmos.com\/blog\/wp-json\/wp\/v2\/tags?post=21811"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}