{"id":2920,"date":"2026-06-09T15:45:59","date_gmt":"2026-06-09T12:45:59","guid":{"rendered":"https:\/\/shareai.now\/?p=2920"},"modified":"2026-06-09T15:46:02","modified_gmt":"2026-06-09T12:46:02","slug":"theo-doi-llm-cong-ai","status":"publish","type":"post","link":"https:\/\/shareai.now\/vi\/blog\/nha-phat-trien\/theo-doi-llm-cong-ai\/","title":{"rendered":"Theo d\u00f5i LLM t\u1ea1i C\u1ed5ng AI: Xem m\u1ecdi l\u1ea7n g\u1ecdi m\u00f4 h\u00ecnh"},"content":{"rendered":"<p>Vi\u1ec7c theo d\u00f5i LLM tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n nhi\u1ec1u khi l\u01b0u l\u01b0\u1ee3ng m\u00f4 h\u00ecnh ch\u1ea1y qua m\u1ed9t l\u1edbp c\u1ed5ng duy nh\u1ea5t. Thay v\u00ec y\u00eau c\u1ea7u m\u1ed7i nh\u00f3m s\u1ea3n ph\u1ea9m th\u00eam ghi nh\u1eadt k\u00fd t\u00f9y ch\u1ec9nh xung quanh m\u1ed7i l\u1eddi nh\u1eafc, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, th\u1eed l\u1ea1i v\u00e0 ph\u1ea3n h\u1ed3i t\u1eeb nh\u00e0 cung c\u1ea5p, c\u1ed5ng c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh n\u01a1i nh\u1ea5t qu\u00e1n \u0111\u1ec3 \u0111o l\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng AI.<\/p>\n\n\n\n<p>\u0110i\u1ec1u n\u00e0y tr\u1edf n\u00ean quan tr\u1ecdng khi m\u1ed9t \u1ee9ng d\u1ee5ng v\u01b0\u1ee3t qua giai \u0111o\u1ea1n nguy\u00ean m\u1eabu \u0111\u01a1n gi\u1ea3n. M\u1ed9t t\u00ednh n\u0103ng AI trong s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 g\u1ecdi nhi\u1ec1u m\u00f4 h\u00ecnh, s\u1eed d\u1ee5ng c\u00e1c tuy\u1ebfn d\u1ef1 ph\u00f2ng, k\u00edch ho\u1ea1t c\u00f4ng c\u1ee5, ch\u1ea1y c\u00e1c c\u00f4ng vi\u1ec7c n\u1ec1n v\u00e0 ph\u1ee5c v\u1ee5 nhi\u1ec1u kh\u00e1ch h\u00e0ng v\u1edbi c\u00e1c m\u1eabu s\u1eed d\u1ee5ng kh\u00e1c nhau. N\u1ebfu kh\u00f4ng c\u00f3 c\u00e1c d\u1ea5u v\u1ebft c\u00f3 c\u1ea5u tr\u00fac, c\u00e1c nh\u00f3m s\u1ebd ph\u1ea3i \u0111o\u00e1n l\u00fd do t\u1ea1i sao ph\u1ea3n h\u1ed3i l\u1ea1i ch\u1eadm, t\u1ed1n k\u00e9m, ch\u1ea5t l\u01b0\u1ee3ng th\u1ea5p ho\u1eb7c kh\u00f3 t\u00e1i t\u1ea1o.<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00f3m \u0111\u00e3 s\u1eed d\u1ee5ng <a href=\"https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=llm-tracing-ai-gateway\">API AI<\/a> ho\u1eb7c \u0111ang \u0111\u00e1nh gi\u00e1 ki\u1ebfn tr\u00fac c\u1ed5ng, vi\u1ec7c theo d\u00f5i LLM l\u00e0 th\u00f3i quen v\u1eadn h\u00e0nh ti\u1ebfp theo c\u1ea7n thi\u1ebft k\u1ebf s\u1edbm.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Nh\u1eefng g\u00ec LLM Tracing N\u00ean Ghi L\u1ea1i<\/h2>\n\n\n\n<p>M\u1ed9t d\u1ea5u v\u1ebft h\u1eefu \u00edch kh\u00f4ng ch\u1ec9 l\u00e0 l\u1eddi nh\u1eafc v\u00e0 ph\u1ea3n h\u1ed3i th\u00f4. N\u00f3 n\u00ean gi\u1ea3i th\u00edch nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra trong m\u1ed9t y\u00eau c\u1ea7u AI t\u1eeb l\u00fac \u1ee9ng d\u1ee5ng g\u1eedi \u0111i \u0111\u1ebfn l\u00fac ng\u01b0\u1eddi d\u00f9ng nh\u1eadn \u0111\u01b0\u1ee3c c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>M\u00f4 h\u00ecnh v\u00e0 nh\u00e0 cung c\u1ea5p n\u00e0o \u0111\u00e3 x\u1eed l\u00fd y\u00eau c\u1ea7u<\/li>\n\n\n\n<li>Y\u00eau c\u1ea7u m\u1ea5t bao l\u00e2u t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i<\/li>\n\n\n\n<li>S\u1ed1 l\u01b0\u1ee3ng token \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra \u0111\u00e3 s\u1eed d\u1ee5ng<\/li>\n\n\n\n<li>Li\u1ec7u c\u00f3 li\u00ean quan \u0111\u1ebfn \u0111\u1ecbnh tuy\u1ebfn, d\u1ef1 ph\u00f2ng, th\u1eed l\u1ea1i ho\u1eb7c gi\u1edbi h\u1ea1n t\u1ed1c \u0111\u1ed9 hay kh\u00f4ng<\/li>\n\n\n\n<li>\u1ee8ng d\u1ee5ng, ng\u01b0\u1eddi d\u00f9ng, kh\u00f4ng gian l\u00e0m vi\u1ec7c ho\u1eb7c t\u00ednh n\u0103ng n\u00e0o \u0111\u00e3 t\u1ea1o ra cu\u1ed9c g\u1ecdi<\/li>\n\n\n\n<li>C\u00e1c cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, b\u01b0\u1edbc \u0111\u1ea1i l\u00fd ho\u1eb7c h\u1ec7 th\u1ed1ng h\u1ea1 ngu\u1ed3n n\u00e0o l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a phi\u00ean<\/li>\n\n\n\n<li>Li\u1ec7u \u0111\u1ea7u ra c\u00f3 v\u01b0\u1ee3t qua \u0111\u00e1nh gi\u00e1, ki\u1ec3m duy\u1ec7t ho\u1eb7c ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng hay kh\u00f4ng<\/li>\n<\/ul>\n\n\n\n<p>M\u1ee5c ti\u00eau kh\u00f4ng ph\u1ea3i l\u00e0 l\u01b0u tr\u1eef m\u1ecdi th\u1ee9 m\u00e3i m\u00e3i. M\u1ee5c ti\u00eau l\u00e0 l\u00e0m cho h\u00e0nh vi AI trong s\u1ea3n xu\u1ea5t \u0111\u1ee7 d\u1ec5 hi\u1ec3u \u0111\u1ec3 c\u00e1c nh\u00f3m k\u1ef9 thu\u1eadt, s\u1ea3n ph\u1ea9m v\u00e0 h\u1ed7 tr\u1ee3 c\u00f3 th\u1ec3 g\u1ee1 l\u1ed7i c\u00e1c s\u1ef1 c\u1ed1 th\u1ef1c t\u1ebf m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i t\u00e1i t\u1ea1o l\u1ea1i d\u00f2ng th\u1eddi gian b\u1eb1ng tay.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">T\u1ea1i sao C\u1ed5ng l\u00e0 N\u01a1i T\u1ed1t Nh\u1ea5t \u0111\u1ec3 B\u1eaft \u0110\u1ea7u<\/h2>\n\n\n\n<p>Theo d\u00f5i \u1edf c\u1ea5p \u0111\u1ed9 \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng cho m\u1ed9t \u1ee9ng d\u1ee5ng. N\u00f3 tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p khi c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng, \u0111\u1ed9i nh\u00f3m, m\u00f4 h\u00ecnh v\u00e0 nh\u00e0 cung c\u1ea5p tham gia. M\u1ed7i \u0111\u1ed9i nh\u00f3m c\u00f3 th\u1ec3 ghi l\u1ea1i c\u00e1c tr\u01b0\u1eddng kh\u00e1c nhau, s\u1eed d\u1ee5ng c\u00e1c quy \u01b0\u1edbc \u0111\u1eb7t t\u00ean kh\u00e1c nhau ho\u1eb7c b\u1ecf qua vi\u1ec7c theo d\u00f5i ho\u00e0n to\u00e0n khi th\u1eddi h\u1ea1n tr\u1edf n\u00ean g\u1ea5p r\u00fat.<\/p>\n\n\n\n<p>M\u1ed9t c\u1ed5ng cung c\u1ea5p cho c\u00e1c \u0111\u1ed9i nh\u00f3m m\u1ed9t c\u1eeda tr\u01b0\u1edbc duy nh\u1ea5t cho l\u01b0u l\u01b0\u1ee3ng m\u00f4 h\u00ecnh. L\u1edbp trung t\u00e2m \u0111\u00f3 c\u00f3 th\u1ec3 chu\u1ea9n h\u00f3a si\u00eau d\u1eef li\u1ec7u y\u00eau c\u1ea7u, d\u1eef li\u1ec7u s\u1eed d\u1ee5ng, ph\u1ea3n h\u1ed3i c\u1ee7a nh\u00e0 cung c\u1ea5p v\u00e0 quy\u1ebft \u0111\u1ecbnh \u0111\u1ecbnh tuy\u1ebfn tr\u01b0\u1edbc khi d\u1eef li\u1ec7u ch\u1ea3y v\u00e0o h\u1ec7 th\u1ed1ng quan s\u00e1t ho\u1eb7c \u0111\u00e1nh gi\u00e1.<\/p>\n\n\n\n<p>\u0110\u00e2y c\u0169ng l\u00e0 l\u00fd do t\u1ea1i sao vi\u1ec7c theo d\u00f5i LLM ph\u00f9 h\u1ee3p m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean b\u00ean c\u1ea1nh c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ed5ng r\u1ed9ng h\u01a1n. M\u1ed9t \u0111\u1ed9i nh\u00f3m h\u1ecfi <a href=\"https:\/\/shareai.now\/vi\/blog\/tai-sao-su-dung-cong-llm\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=llm-tracing-ai-gateway\">t\u1ea1i sao h\u1ecd n\u00ean s\u1eed d\u1ee5ng m\u1ed9t c\u1ed5ng LLM<\/a> th\u01b0\u1eddng \u0111ang h\u1ecfi v\u1ec1 quy\u1ec1n truy c\u1eadp m\u00f4 h\u00ecnh, \u0111\u1ecbnh tuy\u1ebfn, chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng, ki\u1ec3m so\u00e1t chi ph\u00ed v\u00e0 qu\u1ea3n tr\u1ecb. Vi\u1ec7c theo d\u00f5i bi\u1ebfn nh\u1eefng quy\u1ebft \u0111\u1ecbnh c\u1ed5ng \u0111\u00f3 th\u00e0nh b\u1eb1ng ch\u1ee9ng m\u00e0 \u0111\u1ed9i nh\u00f3m c\u00f3 th\u1ec3 ki\u1ec3m tra sau n\u00e0y.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Theo d\u00f5i LLM T\u1ea1i C\u1ed5ng AI H\u1ed7 Tr\u1ee3 \u0110\u00e1nh Gi\u00e1<\/h2>\n\n\n\n<p>Theo d\u00f5i v\u00e0 \u0111\u00e1nh gi\u00e1 n\u00ean \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i. M\u1ed9t d\u1ea5u v\u1ebft cho b\u1ea1n bi\u1ebft \u0111i\u1ec1u g\u00ec \u0111\u00e3 x\u1ea3y ra. M\u1ed9t v\u00f2ng l\u1eb7p \u0111\u00e1nh gi\u00e1 gi\u00fap b\u1ea1n quy\u1ebft \u0111\u1ecbnh li\u1ec7u k\u1ebft qu\u1ea3 c\u00f3 \u0111\u1ee7 t\u1ed1t hay kh\u00f4ng.<\/p>\n\n\n\n<p>Khi c\u00e1c d\u1ea5u v\u1ebft \u0111\u01b0\u1ee3c ghi l\u1ea1i m\u1ed9t c\u00e1ch nh\u1ea5t qu\u00e1n, c\u00e1c \u0111\u1ed9i nh\u00f3m c\u00f3 th\u1ec3 bi\u1ebfn c\u00e1c v\u00ed d\u1ee5 s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf th\u00e0nh c\u00e1c b\u1ed9 \u0111\u00e1nh gi\u00e1. H\u1ecd c\u00f3 th\u1ec3 so s\u00e1nh c\u00e1c thay \u0111\u1ed5i l\u1eddi nh\u1eafc, ki\u1ec3m tra ho\u00e1n \u0111\u1ed5i m\u00f4 h\u00ecnh, ph\u00e2n t\u00edch l\u1ed7i v\u00e0 x\u00e1c \u0111\u1ecbnh b\u01b0\u1edbc ch\u00ednh x\u00e1c n\u01a1i m\u1ed9t t\u00e1c nh\u00e2n \u0111\u00e3 \u0111i sai h\u01b0\u1edbng.<\/p>\n\n\n\n<p>\u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch cho c\u00e1c t\u00e1c nh\u00e2n v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c nhi\u1ec1u b\u01b0\u1edbc. M\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi cu\u1ed1i c\u00f9ng c\u00f3 th\u1ec3 tr\u00f4ng sai, nh\u01b0ng nguy\u00ean nh\u00e2n g\u1ed1c c\u00f3 th\u1ec3 n\u1eb1m \u1edf giai \u0111o\u1ea1n tr\u01b0\u1edbc trong chu\u1ed7i: tr\u00ecnh truy xu\u1ea5t tr\u1ea3 v\u1ec1 ng\u1eef c\u1ea3nh y\u1ebfu, m\u1ed9t cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5 th\u1ea5t b\u1ea1i m\u1ed9t c\u00e1ch \u00e2m th\u1ea7m, m\u00f4 h\u00ecnh v\u01b0\u1ee3t qu\u00e1 ng\u00e2n s\u00e1ch ho\u1eb7c m\u1ed9t m\u00f4 h\u00ecnh d\u1ef1 ph\u00f2ng x\u1eed l\u00fd y\u00eau c\u1ea7u kh\u00e1c v\u1edbi mong \u0111\u1ee3i.<\/p>\n\n\n\n<p>V\u1edbi vi\u1ec7c theo d\u00f5i \u1edf c\u1ea5p \u0111\u1ed9 c\u1ed5ng, c\u00e1c s\u1ef1 ki\u1ec7n n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i tr\u00ean to\u00e0n b\u1ed9 \u0111\u01b0\u1eddng d\u1eabn y\u00eau c\u1ea7u thay v\u00ec b\u1ecb ph\u00e2n t\u00e1n trong nh\u1eadt k\u00fd \u1ee9ng d\u1ee5ng, b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n nh\u00e0 cung c\u1ea5p v\u00e0 \u1ea3nh ch\u1ee5p m\u00e0n h\u00ecnh ri\u00eang l\u1ebb.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">S\u1eed d\u1ee5ng Ti\u00eau Chu\u1ea9n N\u01a1i Ch\u00fang C\u00f3 \u00cdch<\/h2>\n\n\n\n<p>C\u00e1c \u0111\u1ed9i nh\u00f3m kh\u00f4ng c\u1ea7n ph\u1ea3i ph\u00e1t minh ra m\u1ed9t \u0111\u1ecbnh d\u1ea1ng theo d\u00f5i ri\u00eang n\u1ebfu m\u1ed9t t\u00edn hi\u1ec7u ti\u00eau chu\u1ea9n \u0111\u00e3 ho\u1ea1t \u0111\u1ed9ng. <a href=\"https:\/\/opentelemetry.io\/docs\/concepts\/signals\/traces\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=llm-tracing-ai-gateway\">C\u00e1c d\u1ea5u v\u1ebft OpenTelemetry<\/a> \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u1ea1i di\u1ec7n cho c\u00f4ng vi\u1ec7c d\u01b0\u1edbi d\u1ea1ng c\u00e1c kho\u1ea3ng li\u00ean k\u1ebft, \u0111i\u1ec1u n\u00e0y l\u00e0m cho ch\u00fang ph\u00f9 h\u1ee3p h\u1eefu \u00edch cho c\u00e1c y\u00eau c\u1ea7u AI ph\u1ee9c t\u1ea1p di chuy\u1ec3n qua nhi\u1ec1u d\u1ecbch v\u1ee5.<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng AI, l\u1ef1a ch\u1ecdn quan tr\u1ecdng l\u00e0 m\u00f4 h\u00ecnh kho\u1ea3ng. M\u1ed9t d\u1ea5u v\u1ebft th\u1ef1c t\u1ebf c\u00f3 th\u1ec3 bao g\u1ed3m m\u1ed9t kho\u1ea3ng cha cho y\u00eau c\u1ea7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, c\u00e1c kho\u1ea3ng con cho \u0111\u1ecbnh tuy\u1ebfn, cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, truy xu\u1ea5t, \u0111\u00e1nh gi\u00e1 v\u00e0 x\u1eed l\u00fd h\u1eadu k\u1ef3, c\u1ed9ng v\u1edbi si\u00eau d\u1eef li\u1ec7u cho t\u00ean m\u00f4 h\u00ecnh, s\u1eed d\u1ee5ng token, \u0111\u1ed9 tr\u1ec5 v\u00e0 lo\u1ea1i l\u1ed7i.<\/p>\n\n\n\n<p>C\u1ea5u tr\u00fac \u0111\u00f3 l\u00e0m cho c\u00e1c d\u1ea5u v\u1ebft tr\u1edf n\u00ean h\u1eefu \u00edch gi\u1eefa c\u00e1c nh\u00f3m. C\u00e1c k\u1ef9 s\u01b0 n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 ki\u1ec3m tra \u0111\u1ed9 tr\u1ec5 v\u00e0 l\u1ed7i c\u1ee7a nh\u00e0 cung c\u1ea5p. C\u00e1c nh\u00f3m s\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 nghi\u00ean c\u1ee9u c\u00e1c t\u00ednh n\u0103ng n\u00e0o th\u00fac \u0111\u1ea9y vi\u1ec7c s\u1eed d\u1ee5ng. C\u00e1c nh\u00f3m t\u00e0i ch\u00ednh c\u00f3 th\u1ec3 hi\u1ec3u c\u00e1c m\u1eabu chi ph\u00ed token. C\u00e1c nh\u00f3m h\u1ed7 tr\u1ee3 c\u00f3 th\u1ec3 \u0111i\u1ec1u tra c\u00e1c l\u1ed7i do ng\u01b0\u1eddi d\u00f9ng b\u00e1o c\u00e1o v\u1edbi m\u1ed9t d\u00f2ng th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u1ea9n Th\u1eadn V\u1edbi D\u1eef Li\u1ec7u L\u1eddi Nh\u1eafc V\u00e0 Ph\u1ea3n H\u1ed3i<\/h2>\n\n\n\n<p>C\u00e1c d\u1ea5u v\u1ebft LLM c\u00f3 th\u1ec3 ch\u1ee9a d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m. L\u1eddi nh\u1eafc v\u00e0 ph\u1ea3n h\u1ed3i c\u00f3 th\u1ec3 bao g\u1ed3m h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng, t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9, th\u00f4ng tin \u0111\u0103ng nh\u1eadp v\u00f4 t\u00ecnh \u0111\u01b0\u1ee3c ng\u01b0\u1eddi d\u00f9ng d\u00e1n v\u00e0o, ho\u1eb7c ng\u1eef c\u1ea3nh kinh doanh b\u00ed m\u1eadt.<\/p>\n\n\n\n<p>Tr\u01b0\u1edbc khi xu\u1ea5t d\u1eef li\u1ec7u y\u00eau c\u1ea7u \u0111\u1ea7y \u0111\u1ee7, c\u00e1c nh\u00f3m n\u00ean quy\u1ebft \u0111\u1ecbnh nh\u1eefng g\u00ec c\u1ea7n \u0111\u01b0\u1ee3c thu th\u1eadp, che gi\u1ea5u, l\u1ea5y m\u1eabu, ho\u1eb7c lo\u1ea1i tr\u1eeb. Trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p, si\u00eau d\u1eef li\u1ec7u l\u00e0 \u0111\u1ee7 cho ph\u00e2n t\u00edch chi ph\u00ed, \u0111\u1ed9 tr\u1ec5, \u0111\u1ecbnh tuy\u1ebfn v\u00e0 \u0111\u1ed9 tin c\u1eady. Vi\u1ec7c thu th\u1eadp \u0111\u1ea7y \u0111\u1ee7 l\u1eddi nh\u1eafc v\u00e0 ph\u1ea3n h\u1ed3i c\u00f3 th\u1ec3 h\u1eefu \u00edch cho vi\u1ec7c \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng, nh\u01b0ng n\u00f3 c\u1ea7n \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t m\u1ed9t c\u00e1ch c\u1ea9n th\u1eadn.<\/p>\n\n\n\n<p>M\u1ed9t k\u1ebf ho\u1ea1ch theo d\u00f5i t\u1ed1t tr\u1ea3 l\u1eddi b\u1ed1n c\u00e2u h\u1ecfi: ai c\u00f3 th\u1ec3 xem c\u00e1c d\u1ea5u v\u1ebft, c\u00e1c tr\u01b0\u1eddng n\u00e0o \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c gi\u1eef l\u1ea1i bao l\u00e2u, v\u00e0 nh\u1eefng g\u00ec kh\u00f4ng bao gi\u1edd \u0111\u01b0\u1ee3c r\u1eddi kh\u1ecfi m\u00f4i tr\u01b0\u1eddng ki\u1ec3m so\u00e1t.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Danh S\u00e1ch Ki\u1ec3m Tra Theo D\u00f5i LLM Th\u1ef1c T\u1ebf<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0110\u1ecbnh tuy\u1ebfn c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh s\u1ea3n xu\u1ea5t qua m\u1ed9t l\u1edbp API duy nh\u1ea5t n\u1ebfu c\u00f3 th\u1ec3.<\/li>\n\n\n\n<li>\u0110\u00ednh k\u00e8m si\u00eau d\u1eef li\u1ec7u \u1ed5n \u0111\u1ecbnh nh\u01b0 \u1ee9ng d\u1ee5ng, m\u00f4i tr\u01b0\u1eddng, kh\u00f4ng gian l\u00e0m vi\u1ec7c, t\u00ednh n\u0103ng, v\u00e0 \u0111\u1ecbnh danh ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c nh\u00f3m.<\/li>\n\n\n\n<li>Theo d\u00f5i m\u00f4 h\u00ecnh, nh\u00e0 cung c\u1ea5p, \u0111\u1ed9 tr\u1ec5, s\u1eed d\u1ee5ng token, m\u00e3 tr\u1ea1ng th\u00e1i, th\u1eed l\u1ea1i, d\u1ef1 ph\u00f2ng, v\u00e0 d\u1eef li\u1ec7u l\u1ed7i.<\/li>\n\n\n\n<li>K\u1ebft n\u1ed1i c\u00e1c cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5 v\u00e0 c\u00e1c b\u01b0\u1edbc t\u00e1c nh\u00e2n v\u1edbi c\u00f9ng m\u1ed9t d\u1ea5u v\u1ebft cha.<\/li>\n\n\n\n<li>Xu\u1ea5t c\u00e1c d\u1ea5u v\u1ebft sau khi y\u00eau c\u1ea7u h\u01b0\u1edbng t\u1edbi ng\u01b0\u1eddi d\u00f9ng ho\u00e0n t\u1ea5t n\u1ebfu c\u00f3 th\u1ec3, \u0111\u1ec3 kh\u1ea3 n\u0103ng quan s\u00e1t kh\u00f4ng l\u00e0m ch\u1eadm \u0111\u01b0\u1eddng d\u1eabn ph\u1ea3n h\u1ed3i.<\/li>\n\n\n\n<li>G\u1eedi c\u00e1c d\u1ea5u v\u1ebft v\u00e0o m\u1ed9t c\u00f4ng c\u1ee5 quan s\u00e1t ho\u1eb7c \u0111\u00e1nh gi\u00e1 m\u00e0 nh\u00f3m th\u1ef1c s\u1ef1 s\u1ebd s\u1eed d\u1ee5ng.<\/li>\n\n\n\n<li>Lo\u1ea1i tr\u1eeb, che gi\u1ea5u, ho\u1eb7c l\u1ea5y m\u1eabu d\u1eef li\u1ec7u l\u1eddi nh\u1eafc v\u00e0 ph\u1ea3n h\u1ed3i nh\u1ea1y c\u1ea3m d\u1ef1a tr\u00ean ch\u00ednh s\u00e1ch.<\/li>\n\n\n\n<li>Xem x\u00e9t c\u00e1c d\u1ea5u v\u1ebft th\u01b0\u1eddng xuy\u00ean \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ecbnh tuy\u1ebfn, l\u1eddi nh\u1eafc, l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh, v\u00e0 ki\u1ec3m so\u00e1t chi ph\u00ed.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">V\u1ecb Tr\u00ed C\u1ee7a ShareAI<\/h2>\n\n\n\n<p>ShareAI cung c\u1ea5p cho c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n m\u1ed9t API cho h\u01a1n 150+ m\u00f4 h\u00ecnh, v\u1edbi kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb tr\u00ean th\u1ecb tr\u01b0\u1eddng, \u0111\u1ecbnh tuy\u1ebfn, chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng, theo d\u00f5i s\u1eed d\u1ee5ng v\u00e0 truy c\u1eadp tr\u1ea3 ph\u00ed theo token. L\u1edbp truy c\u1eadp m\u00f4 h\u00ecnh trung t\u00e2m \u0111\u00f3 l\u00e0 n\u1ec1n t\u1ea3ng m\u00e0 c\u00e1c nh\u00f3m c\u1ea7n tr\u01b0\u1edbc khi h\u1ecd c\u00f3 th\u1ec3 suy ngh\u0129 r\u00f5 r\u00e0ng v\u1ec1 l\u01b0u l\u01b0\u1ee3ng AI tr\u00ean c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 nh\u00e0 cung c\u1ea5p.<\/p>\n\n\n\n<p>Khi c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c t\u1eadp trung h\u00f3a, c\u00e1c nh\u00f3m c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n v\u1ec1 nh\u1eefng g\u00ec c\u1ea7n theo d\u00f5i, nh\u1eefng g\u00ec c\u1ea7n \u0111\u00e1nh gi\u00e1 v\u00e0 n\u01a1i c\u1ea7n t\u1ed1i \u01b0u h\u00f3a. H\u1ecd c\u00f3 th\u1ec3 so s\u00e1nh h\u00e0nh vi c\u1ee7a m\u00f4 h\u00ecnh, hi\u1ec3u c\u00e1c m\u1eabu s\u1eed d\u1ee5ng v\u00e0 x\u00e2y d\u1ef1ng th\u00f3i quen v\u1eadn h\u00e0nh d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf thay v\u00ec c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n nh\u00e0 cung c\u1ea5p r\u1ea3i r\u00e1c.<\/p>\n\n\n\n<p>B\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch \u0111\u1ecbnh tuy\u1ebfn c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh th\u00f4ng qua m\u1ed9t t\u00edch h\u1ee3p, sau \u0111\u00f3 thi\u1ebft k\u1ebf quy tr\u00ecnh theo d\u00f5i v\u00e0 \u0111\u00e1nh gi\u00e1 c\u1ee7a b\u1ea1n xung quanh c\u00e1c t\u00edn hi\u1ec7u quan tr\u1ecdng nh\u1ea5t: \u0111\u1ed9 tr\u1ec5, chi ph\u00ed, ch\u1ea5t l\u01b0\u1ee3ng, \u0111\u1ed9 tin c\u1eady v\u00e0 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng.<\/p>","protected":false},"excerpt":{"rendered":"<p>Theo d\u00f5i LLM gi\u00fap c\u00e1c nh\u00f3m th\u1ea5y c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, \u0111\u1ed9 tr\u1ec5, s\u1eed d\u1ee5ng token, l\u1ed7i v\u00e0 d\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1 t\u1eeb m\u1ed9t l\u1edbp c\u1ed5ng duy nh\u1ea5t.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"Integrate one API","cta-description":"Access 150+ models with smart routing and failover.","cta-button-text":"View Docs","cta-button-link":"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=llm-tracing-ai-gateway","rank_math_title":"LLM Tracing at the AI Gateway: Practical Guide","rank_math_description":"LLM tracing helps teams see model calls, latency, tokens, errors, and evaluation data from one gateway layer.","rank_math_focus_keyword":"LLM tracing","footnotes":""},"categories":[4,9],"tags":[88,42,46],"class_list":["post-2920","post","type-post","status-publish","format-standard","hentry","category-developers","category-product","tag-ai-api","tag-ai-api-routing","tag-ai-gateway"],"_links":{"self":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2920","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/comments?post=2920"}],"version-history":[{"count":1,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2920\/revisions"}],"predecessor-version":[{"id":2921,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2920\/revisions\/2921"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/media?parent=2920"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/categories?post=2920"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/tags?post=2920"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}