{"id":1665,"date":"2025-08-01T13:43:02","date_gmt":"2025-08-01T04:43:02","guid":{"rendered":"https:\/\/www.aidma-hd.jp\/ai\/?p=1665"},"modified":"2025-12-17T15:34:02","modified_gmt":"2025-12-17T06:34:02","slug":"reccomend_llmops_tools","status":"publish","type":"post","link":"https:\/\/www.aidma-hd.jp\/ai\/reccomend_llmops_tools\/","title":{"rendered":"\u304a\u3059\u3059\u3081\u306eLLMOps\u30c4\u30fc\u30eb10\u9078\uff01\u30c4\u30fc\u30eb\u691c\u8a0e\u6642\u306e\u6ce8\u610f\u70b9\u3082\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>\u304a\u3059\u3059\u3081\u306eLLMOps\u30c4\u30fc\u30eb\u3092\u63a2\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u300c\u4f55\u3092\u6bd4\u3079\u308c\u3070\u3044\u3044\uff1f\u300d\u300c\u4e2d\u5c0f\u4f01\u696d\u3067\u3082\u904b\u7528\u3067\u304d\u308b\uff1f\u300d\u3068\u4e0d\u5b89\u306f\u5c3d\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>LLM\u6d3b\u7528\u306f<strong><span class=\"swl-marker mark_yellow\">\u5c0e\u5165\u5f8c\u306e\u201c\u904b\u7528\u201d\u3053\u305d\u304c\u672c\u756a\u3067\u3001\u54c1\u8cea\u76e3\u8996\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u30fb\u6a29\u9650\u7d71\u5236\u307e\u3067\u542b\u3081\u305fLLMOps\u4f53\u5236\u304c\u9375<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001LLMOps\u306e\u57fa\u790e\u306b\u3064\u3044\u3066\u89e6\u308c\u3064\u3064\u3001<strong>\u304a\u3059\u3059\u3081\u306eLLMOps\u30c4\u30fc\u30eb\u309210\u7a2e\u985e<\/strong>\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3059\u3002\u73fe\u5834\u62c5\u5f53\u8005\u3067\u3082\u8aad\u307f\u5207\u308c\u308b\u7c92\u5ea6\u3067\u6700\u65b0\u60c5\u5831\u3092\u76db\u308a\u8fbc\u3093\u3067\u89e3\u8aac\u3057\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u300c\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3079\u3070\u3044\u3044\u304b\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u65b9\u306f\u3001<a href=\"https:\/\/www.aidma-hd.jp\/ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI\u6d3b\u7528\u7814\u7a76\u6240<\/a>\u306b\u76f8\u8ac7\u3059\u308b\u306e\u3082\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u3001\u305c\u3072\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/www.aidma-hd.jp\/ai\/contact\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1eAI\u3092\u3082\u3063\u3068\u6d3b\u7528\u3057\u3084\u3059\u304f\uff01\u4eca\u3059\u3050AI\u6d3b\u7528\u7814\u7a76\u6240\u3078\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cm.marke-media.net\/sd01?fm_cp=676b771accb84101b612d961&amp;fm_mu=693a552f6e29912805330210&amp;utm_campaign=676b771accb84101b612d961&amp;utm_medium=else&amp;utm_source=UC#6768ebeddfa6af024d93cbe0-e134f665d675f19636fc934d\" target=\"_blank\"><img decoding=\"async\" width=\"1024\" height=\"513\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/02\/image-1-1024x513.png\" alt=\"\" class=\"wp-image-3345\" style=\"aspect-ratio:1.9961196324633013\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/02\/image-1-1024x513.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/02\/image-1-300x150.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/02\/image-1-768x385.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/02\/image-1.png 1167w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<div class=\"ark-block-buttons\" data-orientation=\"horizontal\">\n<div class=\"arkb-button--1 ark-block-button is-btn-fill\" data-has-width=\"true\" data-hover=\"bright\" style=\"--arkb-btn-color--bg:linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--arkb-btn-radius:100px\"><a href=\"https:\/\/cm.marke-media.net\/sd01?fm_cp=676b771accb84101b612d961&amp;fm_mu=693a552f6e29912805330210&amp;utm_campaign=676b771accb84101b612d961&amp;utm_medium=else&amp;utm_source=UC#6768ebeddfa6af024d93cbe0-e134f665d675f19636fc934d\" rel=\"noopener noreferrer\" target=\"_blank\" class=\"ark-block-button__link\" data-has-icon=\"1\"><svg class=\"ark-block-button__icon -left\" height=\"1em\" width=\"1em\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" data-icon=\"LsDownload\" viewBox=\"0 0 48 48\"><path d=\"M44 42H4c-1.1 0-2 .9-2 2s.9 2 2 2h40c1.1 0 2-.9 2-2s-.9-2-2-2zM31 20V4c0-1.1-.9-2-2-2H19c-1.1 0-2 .9-2 2v16H9.4c-.9 0-1.3 1.1-.7 1.7l14.5 15.4c.4.5 1.1.5 1.5 0l14.5-15.4c.6-.6.2-1.7-.7-1.7H31z\"><\/path><\/svg><span class=\"ark-block-button__text\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LLMOps\u30c4\u30fc\u30eb\u3068\u306f\uff1f\u9078\u5b9a\u524d\u306b\u62bc\u3055\u3048\u308b\u57fa\u790e\u77e5\u8b58<\/h2>\n\n\n\n<p>LLMOps\u306f\u3001<strong><span class=\"swl-marker mark_yellow\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u51fa\u529b\u54c1\u8cea\u30fb\u5b89\u5168\u6027\u30fb\u52b9\u7387\u6027\u3092\u7d99\u7d9a\u7684\u306b\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u904b\u7528\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u30c4\u30fc\u30eb\u7fa4<\/span><\/strong>\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u518d\u5b66\u7fd2\u4e2d\u5fc3\u306eMLOps\u3068\u306f\u7570\u306a\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u30fb\u8a55\u4fa1\u30fb\u76e3\u8996\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u306a\u3069\u201c\u63a8\u8ad6\u5f8c\u201d\u306e\u6539\u5584\u306b\u91cd\u5fc3\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u3053\u306e\u8996\u70b9\u306e\u9055\u3044\u3092\u62bc\u3055\u3048\u308b\u3053\u3068\u3067\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u5b9a\u3059\u308b\u8981\u4ef6\u304c\u898b\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLMOps\u3068MLOps\u306e\u9055\u3044<\/h3>\n\n\n\n<p>MLOps\u306f\u5b66\u7fd2\u301c\u518d\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u81ea\u52d5\u5316\u304c\u4e3b\u773c\u3067\u3059\u304c\u3001<strong><span class=\"swl-marker mark_yellow\">LLMOps\u306f\u751f\u6210\u7d50\u679c\u306e\u4e00\u8cab\u6027\u30fb\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u8a55\u4fa1\u3068\u76e3\u8996\u304c\u4e2d\u5fc3<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u691c\u77e5\u306a\u3069\u3001\u751f\u6210AI\u7279\u6709\u306e\u8ab2\u984c\u89e3\u6c7a\u304c\u7126\u70b9\u306b\u306a\u308a\u307e\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u5fc5\u8981\u306a\u30e1\u30c8\u30ea\u30af\u30b9\u3084\u6a29\u9650\u8a2d\u8a08\u3082\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLMOps\u30c4\u30fc\u30eb\u304c\u89e3\u6c7a\u3059\u308b\u904b\u7528\u8ab2\u984c<\/h3>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u51fa\u529b\u54c1\u8cea\u306e\u3070\u3089\u3064\u304d\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u8a55\u4fa1\u57fa\u6e96\u306e\u5c5e\u4eba\u5316\u3001\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u4e0d\u5099\u306b\u3088\u308b\u30ac\u30d0\u30ca\u30f3\u30b9\u30ea\u30b9\u30af\u306a\u3069\u3092\u53ef\u8996\u5316\u30fb\u81ea\u52d5\u5316<\/span><\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u76e3\u8996\u3068\u8a55\u4fa1\u3092\u4ed5\u7d44\u307f\u5316\u3059\u308c\u3070\u6539\u5584\u30b5\u30a4\u30af\u30eb\u304c\u77ed\u7e2e\u3055\u308c\u3001\u73fe\u5834\u306e\u624b\u623b\u308a\u3092\u6e1b\u3089\u305b\u308b\u3067\u3057\u3087\u3046\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u5c11\u4eba\u6570\u3067\u3082\u9ad8\u54c1\u8cea\u306a\u904b\u7528\u4f53\u5236\u304c\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c0e\u5165\u6642\u306b\u95a2\u308f\u308b\u793e\u5185\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc<\/h3>\n\n\n\n<p>\u60c5\u30b7\u30b9\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u90e8\u9580\u306f\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u30fb\u30ed\u30b0\u7ba1\u7406\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306fAPI\u30fbDB\u9023\u643a\u3001\u4e8b\u696d\u90e8\u9580\u306f\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u62bd\u51fa\u3068KPI\u8a2d\u8a08\u3001\u6cd5\u52d9\u30fb\u30b3\u30f3\u30d7\u30e9\u306f\u30c7\u30fc\u30bf\u5951\u7d04\u30fb\u898f\u7d04\u6574\u5099\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u521d\u671f\u6bb5\u968e\u304b\u3089\u4e0a\u8a18\u306e\u6a2a\u65ad\u30c1\u30fc\u30e0\u3092\u7d44\u3080\u3053\u3068\u3067\u3001\u5c0e\u5165\u5f8c\u306e\u60f3\u5b9a\u5916\u30c8\u30e9\u30d6\u30eb\u3092\u6e1b\u3089\u305b\u308b\u3067\u3057\u3087\u3046<\/span><\/strong>\u3002\u7a1f\u8b70\u30fb\u8aac\u660e\u8cc7\u6599\u3082\u5171\u540c\u4f5c\u6210\u3059\u308b\u3068\u5408\u610f\u5f62\u6210\u304c\u65e9\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLMOps\u30c4\u30fc\u30eb\u304a\u3059\u3059\u308110\u9078<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">LangSmith\uff08LangChain\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/517bae1ac3e64c63820b4e6f86becced-1024x511.png\" alt=\"\" class=\"wp-image-1666\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/517bae1ac3e64c63820b4e6f86becced-1024x511.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/517bae1ac3e64c63820b4e6f86becced-300x150.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/517bae1ac3e64c63820b4e6f86becced-768x383.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/517bae1ac3e64c63820b4e6f86becced-1536x766.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/517bae1ac3e64c63820b4e6f86becced.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\"noreferrer noopener\">LangSmith<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Developer\uff1a$0\uff0b\u5f93\u91cf\uff08\u4f8b\uff1a5k\u30c8\u30ec\u30fc\u30b9\u7121\u6599\uff0f\u4ee5\u964d$0.50\/1k\uff09<br>Plus\u30fbEnterprise\uff1a\u8981\u554f\u3044\u5408\u308f\u305b<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>LangChain, Inc.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e\u4e2d\u5fc3<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.langchain.com\/langsmith<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\"noreferrer noopener\">LangSmith<\/a>\u306f\u3001LangChain\u88fd\u30a2\u30d7\u30ea\u3060\u3051\u3067\u306a\u304f\u3001\u4ed6\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u69cb\u7bc9\u3055\u308c\u305f\u30a2\u30d7\u30ea\u306e<strong><span class=\"swl-marker mark_yellow\">\u30c7\u30d0\u30c3\u30b0\u30fb\u8a55\u4fa1\u30fb\u30c8\u30ec\u30fc\u30b7\u30f3\u30b0\u3092\u4e00\u5143\u7ba1\u7406<\/span><\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>LangSmith\u304c\u63d0\u4f9b\u3059\u308b\u4e3b\u306a\u6a5f\u80fd\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30aa\u30d6\u30b6\u30fc\u30d0\u30d3\u30ea\u30c6\u30a3<\/li>\n\n\n\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8a55\u4fa1<\/li>\n\n\n\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u5171\u540c\u4f5c\u696d<\/li>\n\n\n\n<li>\u30d3\u30b8\u30cd\u30b9\u6307\u6a19\u306e\u76e3\u8996<\/li>\n<\/ul>\n\n\n\n<p>LangSmith\u306f\u67d4\u8edf\u6027\u306b\u5bcc\u3093\u3060\u8a2d\u8a08\u3082\u7279\u5fb4\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001LangSmith\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u305b\u305a\u3001\u30c7\u30fc\u30bf\u306e\u5168\u6a29\u5229\u306f\u30e6\u30fc\u30b6\u30fc\u304c\u4fdd\u6709\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u307e\u3056\u307e\u306aLLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u7c21\u5358\u306a\u7d71\u5408\u3092\u6c42\u3081\u308b\u4f01\u696d\u3084\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30c7\u30d0\u30c3\u30b0\u30fb\u30c6\u30b9\u30c8\u30fb\u76e3\u8996\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u4f01\u696d\u306b\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u300c\u4eca\u6708\u306eAI\u56de\u7b54\u7cbe\u5ea6\u306f92\uff05\u3001\u5e73\u5747\u30ec\u30b9\u30dd\u30f3\u30b91.8\u79d2\u306a\u3069\u306eKPI\u3092\u5171\u6709\u3057\u3084\u3059\u3044\u3002\u30aa\u30f3\u306b\u3059\u308b\u3060\u3051\u3067\u96e3\u3057\u3044\u76e3\u8996\u8a2d\u5b9a\u306a\u3057\u306b\u54c1\u8cea\u7ba1\u7406\u3092\u59cb\u3081\u3089\u308c\u307e\u3059\u3002\u300d\uff5c<a href=\"https:\/\/note.com\/repkuririn7\/n\/nbe247d060b40\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f15\u7528\u5143\uff1anote \u6d3b\u7528\u4e8b\u4f8b<\/a><\/th><\/tr><tr><th class=\"has-text-align-left\" data-align=\"left\">\u300c\u5404\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u91cf\u30fb\u6210\u529f\u7387\u30fb\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30c1\u30e3\u30fc\u30c8\u304c\u6a19\u6e96\u642d\u8f09\u3002\u72ec\u81ea\u306e\u8a55\u4fa1\u6307\u6a19\u3092\u4f5c\u3063\u3066\u5b9a\u6027\u7684\u306a\u54c1\u8cea\u3082\u7d99\u7d9a\u76e3\u8996\u3067\u304d\u307e\u3059\u3002\u300d\uff5c<a href=\"https:\/\/note.com\/repkuririn7\/n\/nbe247d060b40\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f15\u7528\u5143\uff1anote \u6d3b\u7528\u4e8b\u4f8b<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/www.langchain.com\/contact-sales\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000LangSmith\u306b\u554f\u3044\u5408\u308f\u305b\u308b<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Weaviate Vector Database<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/weaviate.io\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/5462f1d757f513af21984db8c785da69-1024x511.png\" alt=\"\" class=\"wp-image-1667\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/5462f1d757f513af21984db8c785da69-1024x511.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/5462f1d757f513af21984db8c785da69-300x150.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/5462f1d757f513af21984db8c785da69-768x384.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/5462f1d757f513af21984db8c785da69-1536x767.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/5462f1d757f513af21984db8c785da69.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/weaviate.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">Weaviate<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Serverless Cloud\uff1a$25\/\u6708\u301c<br>Enterprise Cloud\uff1a$2.64\uff5e\/AIU\u3001\u8981\u554f\u3044\u5408\u308f\u305b<br>Bring Your Own Cloud\uff1a\u8981\u554f\u3044\u5408\u308f\u305b<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>Weaviate B.V.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/weaviate.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/weaviate.io\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>OSS \u3067\u6d3b\u767a\u306b\u958b\u767a\u304c\u9032\u3080\u30d9\u30af\u30bf\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001<strong><span class=\"swl-marker mark_yellow\">Hybrid Search \u306b\u3088\u308a\u30d9\u30af\u30bf\u691c\u7d22\u3068 BM25 \u3092\u540c\u6642\u5b9f\u884c<\/span><\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30b8\u30e5\u30fc\u30eb\u62e1\u5f35\u304c\u8c4a\u5bcc\u3067\u3001OpenAI \/ Cohere \/ Transformers \u306a\u3069\u4efb\u610f\u306e\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u30d7\u30e9\u30b0\u30a4\u30f3\u3068\u3057\u3066\u7d44\u307f\u8fbc\u3081\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p>GraphQL API \u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u691c\u7d22\u6761\u4ef6\u3092\u5ba3\u8a00\u7684\u306b\u5b9a\u7fa9\u3067\u304d\u308b\u305f\u3081\u958b\u767a\u304c\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u30de\u30cd\u30fc\u30b8\u30c9\u7248\u306f\u30af\u30ea\u30c3\u30af\u6570\u56de\u3067\u30af\u30e9\u30b9\u30bf\u8ffd\u52a0\u30fb\u524a\u9664\u304c\u53ef\u80fd\u3067\u3001SLA 99.95\u202f\uff05 \u306e\u9ad8\u53ef\u7528\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067 LLM \u306e\u201c\u9577\u671f\u8a18\u61b6\u201d\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u5927\u898f\u6a21 Knowledge Base \u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300c\u5c0e\u5165\u3068\u7d71\u5408\u304c\u672c\u5f53\u306b\u7c21\u5358\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u5206\u304b\u308a\u3084\u3059\u304f\u3001\u56f0\u3063\u305f\u3068\u304d\u306fWeaviate\u306eAI\u304c\u3059\u3050\u52a9\u3051\u3066\u304f\u308c\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.g2.com\/products\/weaviate\/reviews\" target=\"_blank\" rel=\"noreferrer noopener\">G2<\/a><\/th><\/tr><tr><th>\u300c\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u304c\u624b\u8efd\u306b\u5b9f\u88c5\u3067\u304d\u3001\u691c\u7d22\u7cbe\u5ea6\u306f\u30e6\u30fc\u30b6\u30fc\u8a55\u4fa1\u306789\uff05\u3002\u30d5\u30a3\u30eb\u30bf\u3082\u6b63\u78ba\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.g2.com\/products\/weaviate\/reviews\" target=\"_blank\" rel=\"noreferrer noopener\">G2<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/weaviate.io\/ja\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000Weaviate Vector Database\u306b\u554f\u3044\u5408\u308f\u305b\u308b<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OpenAI Evals\uff08\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/github.com\/openai\/evals\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/1d1a289f5e83c98a6b3fba17fc558fc1-1024x579.png\" alt=\"\" class=\"wp-image-1676\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/1d1a289f5e83c98a6b3fba17fc558fc1-1024x579.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/1d1a289f5e83c98a6b3fba17fc558fc1-300x170.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/1d1a289f5e83c98a6b3fba17fc558fc1-768x434.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/1d1a289f5e83c98a6b3fba17fc558fc1-1536x868.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/1d1a289f5e83c98a6b3fba17fc558fc1-2048x1158.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/github.com\/openai\/evals\" target=\"_blank\" rel=\"noreferrer noopener\">OpenAI Evals<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>\u7121\u6599\uff08OSS\uff09\u203b\u5b9f\u884c\u306fAPI\u5f93\u91cf\u8ab2\u91d1<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>OpenAI<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/github.com\/openai\/evals\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/openai\/evals<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/github.com\/openai\/evals\" target=\"_blank\" rel=\"noreferrer noopener\">OpenAI Evals<\/a>\u306f OpenAI \u304c <strong><span class=\"swl-marker mark_yellow\">OSS \u3068\u3057\u3066\u516c\u958b\u3057\u305f\u81ea\u52d5\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001Python \u30c6\u30b9\u30c8\u30b9\u30a4\u30fc\u30c8\u611f\u899a\u3067 LLM \u306e\u7cbe\u5ea6\u691c\u8a3c\u3092\u30b3\u30fc\u30c9\u5316<\/span><\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>JSONL \u5f62\u5f0f\u3067\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u5b9a\u7fa9\u3057\u3001\u56de\u7b54\u306e\u81ea\u52d5\u63a1\u70b9\u306b\u306f GPT\u20114o \u306a\u3069\u5225\u306e\u30e2\u30c7\u30eb\u3092\u7528\u3044\u308b\u30bb\u30eb\u30d5\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u65b9\u5f0f\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u72ec\u81ea\u8a55\u4fa1\u6307\u6a19\u3084\u91cd\u307f\u4ed8\u3051\u3092\u30ab\u30b9\u30bf\u30e0\u30af\u30e9\u30b9\u3067\u5b9f\u88c5\u3067\u304d\u308b\u305f\u3081\u3001\u30c9\u30e1\u30a4\u30f3\u7279\u5316\u306e\u54c1\u8cea\u5c3a\u5ea6\u3092\u7d44\u307f\u8fbc\u3081\u308b\u306e\u304c\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p>CLI \u304b\u3089\u4e00\u62ec\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092 SQLite\uff0fCSV \u306b\u4fdd\u5b58\u3057\u3066\u76e3\u67fb\u30ed\u30b0\u3068\u3057\u3066\u3082\u6d3b\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>OpenAI API \u5229\u7528\u6599\u4ee5\u5916\u306f\u30b3\u30b9\u30c8\u304c\u304b\u304b\u3089\u305a\u3001\u6700\u5c0f\u6295\u8cc7\u3067 CI\/CD \u3078\u306e\u7d44\u307f\u8fbc\u307f\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300cEvals\u306f\u4ed6\u306eLLM\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3082\u4f7f\u3048\u308b\u6c4e\u7528\u7684\u306a\u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u30e2\u30c7\u30eb\u975e\u4f9d\u5b58\u3067\u4f7f\u3048\u308b\u306e\u304c\u826f\u3044\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/medium.com\/@roberto.g.infante\/the-state-of-ai-agent-frameworks-comparing-langgraph-openai-agent-sdk-google-adk-and-aws-d3e52a497720\" target=\"_blank\" rel=\"noreferrer noopener\">Medium<\/a><\/th><\/tr><tr><th>\u300c\u65e2\u77e5\u306e\u4e0d\u5177\u5408\u3060\u304c\u3001\u5b89\u5168\u306b\u4e2d\u65ad\u3067\u304d\u3001\u3059\u3050\u8a55\u4fa1\u304c\u7d42\u4e86\u3059\u308b\u3002\u5b9f\u884c\u5f8c\u306b\u30cf\u30f3\u30b0\u3057\u3066\u3082\u554f\u984c\u306a\u304f\u5b8c\u4e86\u3059\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/github.com\/openai\/evals\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Issues<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/github.com\/openai\/evals?tab=readme-ov-file\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000OpenAI Evals\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pinecone\uff08\u30d9\u30af\u30bfDB\uff0b\u76e3\u8996\u9023\u643a\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.pinecone.io\/pricing\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/9bfe66fcd8e0ffb7bdc6f1a574cbc16e-1024x511.png\" alt=\"\" class=\"wp-image-1668\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/9bfe66fcd8e0ffb7bdc6f1a574cbc16e-1024x511.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/9bfe66fcd8e0ffb7bdc6f1a574cbc16e-300x150.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/9bfe66fcd8e0ffb7bdc6f1a574cbc16e-768x383.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/9bfe66fcd8e0ffb7bdc6f1a574cbc16e-1536x766.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/9bfe66fcd8e0ffb7bdc6f1a574cbc16e.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/www.pinecone.io\/pricing\/\" target=\"_blank\" rel=\"noreferrer noopener\">Pinecone<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Starter\uff1a\u7121\u6599\u67a0\u3042\u308a<br>Pro\u30fbEnterprise\uff1a\u5f93\u91cf\uff0bSLA<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>Pinecone Systems, Inc.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/www.pinecone.io\/pricing\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.pinecone.io\/pricing\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.pinecone.io\/pricing\/\" target=\"_blank\" rel=\"noreferrer noopener\">Pinecone<\/a>\u306f\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u30d9\u30af\u30bf\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001<strong><span class=\"swl-marker mark_yellow\">\u30b7\u30a7\u30fc\u30c7\u30a3\u30f3\u30b0\u81ea\u52d5\u5316\u306b\u3088\u308a\u6570\u5341\u5104\u4ef6\u898f\u6a21\u3067\u3082\u4e00\u8cab\u3057\u305f &lt;120\u202fms \u30ec\u30a4\u30c6\u30f3\u30b7\u3092\u7dad\u6301<\/span><\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Datadog\u30fbPrometheus \u3068\u306e\u30cd\u30a4\u30c6\u30a3\u30d6\u9023\u643a\u3067 QPS\u30fb\u30e9\u30b0\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53ef\u8996\u5316\u3057\u3001\u95be\u5024\u8d85\u904e\u6642\u306f PagerDuty \u3078\u901a\u77e5\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300cSparse\u2011Dense Index\u300d\u6a5f\u80fd\u306b\u3088\u308a\u30ad\u30fc\u30ef\u30fc\u30c9\u3068\u30d9\u30af\u30bf\u3092\u540c\u4e00\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3067\u6271\u3048\u308b\u305f\u3081\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306e\u5b9f\u88c5\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u65b0\u3057\u304f\u8ffd\u52a0\u3055\u308c\u305f Serverless \u30d7\u30e9\u30f3\u306f\u79d2\u8ab2\u91d1\u3067\u3001PoC \u304b\u3089\u5546\u7528\u307e\u3067\u30b3\u30b9\u30c8\u6700\u9069\u5316\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001SOC2 Type\u202fII \u3092\u53d6\u5f97\u3057\u3066\u304a\u308a\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u306b\u3082\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300c\u30b7\u30f3\u30d7\u30eb\u306b\u30d9\u30af\u30c8\u30eb\u3092\u4fdd\u5b58\u3057\u305f\u3044\u306a\u3089Pinecone\u4e00\u629e\u3002\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u5bfe\u5fdc\u3067\u8ff7\u3046\u7406\u7531\u304c\u306a\u304f\u306a\u3063\u305f\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.g2.com\/products\/pinecone\/reviews\" target=\"_blank\" rel=\"noreferrer noopener\">G2<\/a><\/th><\/tr><tr><th>\u300c1\u5e74\u4ee5\u4e0a\u4f7f\u3063\u3066\u3044\u308b\u304c\u3001Sparse-Dense\u691c\u7d22\u3067\u53d6\u5f97\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u305f\u3002\u54c1\u8cea\u3078\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u304c\u5927\u304d\u3044\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/aws.amazon.com\/marketplace\/reviews\/reviews-list\/prodview-xhgyscinlz4jk\" target=\"_blank\" rel=\"noreferrer noopener\">AWS Marketplace\u30ec\u30d3\u30e5\u30fc<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/www.pinecone.io\/contact\/?contact_form_inquiry_type=Sales\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000Pinecone\u306b\u554f\u3044\u5408\u308f\u305b\u308b<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">PromptLayer<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.promptlayer.com\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a0c81a13a604cffc0ab47354cbb87a5c-1024x511.png\" alt=\"\" class=\"wp-image-1669\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a0c81a13a604cffc0ab47354cbb87a5c-1024x511.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a0c81a13a604cffc0ab47354cbb87a5c-300x150.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a0c81a13a604cffc0ab47354cbb87a5c-768x383.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a0c81a13a604cffc0ab47354cbb87a5c-1536x766.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a0c81a13a604cffc0ab47354cbb87a5c.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/www.promptlayer.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">PromptLayer<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>\u7121\u6599<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>PromptLayer Inc.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/www.promptlayer.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.promptlayer.com\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.promptlayer.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">PromptLayer<\/a>\u306f<strong><span class=\"swl-marker mark_yellow\"> \u201c\u30d7\u30ed\u30f3\u30d7\u30c8\u7248 GitHub\u201d \u3092\u63b2\u3052\u308b\u5c65\u6b74\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3001API \u30ad\u30fc\u3092\u5dee\u3057\u66ff\u3048\u308b\u3060\u3051\u3067\u5168\u547c\u3073\u51fa\u3057\u5c65\u6b74\u3092\u81ea\u52d5\u30ad\u30e3\u30d7\u30c1\u30e3<\/span><\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d0\u30fc\u30b8\u30e7\u30f3\u5dee\u5206\u3084\u751f\u6210\u30b3\u30b9\u30c8\u3092 UI \u4e0a\u306b\u6642\u7cfb\u5217\u3067\u8868\u793a\u3057\u3001\u30d7\u30eb\u30ea\u30af\u611f\u899a\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u30de\u30fc\u30b8\u304c\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bf\u30b0\u4ed8\u3051\u6a5f\u80fd\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u30e2\u30c7\u30eb\u30fb\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u5225\u306b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6bd4\u8f03\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>Webhook \u3067 CI \u30c4\u30fc\u30eb\u3078\u63a5\u7d9a\u3057\u3001PR \u30de\u30fc\u30b8\u6642\u306b\u81ea\u52d5\u30c6\u30b9\u30c8\u3092\u8d70\u3089\u305b\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30ea\u30c3\u30af\u64cd\u4f5c\u306e\u307f\u3067\u7c21\u5358\u306b A\/B \u30c6\u30b9\u30c8\u304c\u7acb\u3066\u3089\u308c\u308b\u305f\u3081\u3001\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u591a\u3044\u30c1\u30fc\u30e0\u3067\u3082\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300cPromptLayer\u306e\u304a\u304b\u3052\u3067\u6570\u30f6\u6708\u304b\u304b\u308b\u4f5c\u696d\u30921\u9031\u9593\u3067\u5b8c\u4e86\u3067\u304d\u307e\u3057\u305f\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.promptlayer.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">PromptLayer<\/a><\/th><\/tr><tr><th>\u300cPromptLayer\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u6539\u5584\u3092\u9ad8\u901f\u5316\u3057\u3066\u304f\u308c\u305f\u306e\u3067\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8ca0\u62c5\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.promptlayer.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">PromptLayer<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/www.promptlayer.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000PromptLayer\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Weights &amp; Biases LLMOps Suite<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/wandb.ai\/site\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"473\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/f967b9ff2fc922b43be53881b47cc62f-1024x473.png\" alt=\"\" class=\"wp-image-1670\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/f967b9ff2fc922b43be53881b47cc62f-1024x473.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/f967b9ff2fc922b43be53881b47cc62f-300x138.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/f967b9ff2fc922b43be53881b47cc62f-768x354.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/f967b9ff2fc922b43be53881b47cc62f-1536x709.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/f967b9ff2fc922b43be53881b47cc62f.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/wandb.ai\/site\/\" target=\"_blank\" rel=\"noreferrer noopener\">Weights &amp; Biases<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Free\u30d7\u30e9\u30f3\u3042\u308a<br>Pro\uff1a$50\/\u6708\u301c<br>Enterprise\uff1a\u8981\u554f\u3044\u5408\u308f\u305b<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057\uff08\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u306f\u500b\u5225\uff09<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>Weights &amp; Biases, Inc.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u516c\u5f0f\u30b5\u30a4\u30c8\u306f\u65e5\u672c\u8a9e\u5bfe\u5fdc\u3042\u308a<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/wandb.ai\/site\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/wandb.ai\/site\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/wandb.ai\/site\/\" target=\"_blank\" rel=\"noreferrer noopener\">Weights &amp; Biases<\/a>\u304c\u6301\u3064\u5b9f\u9a13\u7ba1\u7406\u30fb\u53ef\u8996\u5316\u306e\u30ce\u30a6\u30cf\u30a6\u3092\u3001<strong><span class=\"swl-marker mark_yellow\">\u305d\u306e\u307e\u307e LLM \u904b\u7528\u306b\u8ee2\u7528\u3067\u304d\u308b\u7d71\u5408\u30b9\u30a4\u30fc\u30c8<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u30fb\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fb\u30c8\u30fc\u30af\u30f3\u30b3\u30b9\u30c8\u3092\u81ea\u52d5\u3067\u30ed\u30b0\u53ce\u96c6\u3057\u3001\u65e2\u5b58\u306e W&amp;B \u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3067\u6642\u7cfb\u5217\u6bd4\u8f03\u3084\u5dee\u5206\u89e3\u6790\u304c\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5c02\u7528\u30bf\u30d6\u3067\u306f\u3001\u691c\u7d22\u7d50\u679c\u3068\u5fdc\u7b54\u306e\u95a2\u9023\u5ea6\u30b9\u30b3\u30a2\u3084\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u7387\u3092\u30b0\u30e9\u30d5\u5316\u3067\u304d\u3001\u54c1\u8cea\u4f4e\u4e0b\u3092\u7d20\u65e9\u304f\u691c\u77e5\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>Alert \u6a5f\u80fd\u306f Slack \/ Teams \u3068\u9023\u643a\u3057\u3001\u8a2d\u5b9a\u95be\u5024\u3092\u8d85\u3048\u305f\u969b\u306b\u5373\u901a\u77e5\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u904b\u7528\u62c5\u5f53\u306e\u8ca0\u8377\u3092\u6700\u5c0f\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Kubeflow \/ Airflow \u3068\u540c\u4e00 SDK \u3067\u7d71\u5408\u3067\u304d\u308b\u305f\u3081\u3001\u65e2\u5b58 MLOps \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5d29\u3055\u305a\u306b LLM \u76e3\u8996\u30fb\u8a55\u4fa1\u3092\u8ffd\u52a0\u3067\u304d\u308b\u70b9\u304c\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u63a1\u7528\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300c\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304c\u7c21\u5358\u3067\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3082\u4f7f\u3044\u3084\u3059\u3044\u3002\u5927\u91cf\u306e\u6307\u6a19\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u6bd4\u8f03\u3067\u304d\u308b\u306e\u304c\u52a9\u304b\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.g2.com\/products\/weights-biases\/reviews\" target=\"_blank\" rel=\"noreferrer noopener\">G2<\/a><\/th><\/tr><tr><th>\u300c\u30c1\u30fc\u30e0\u3067\u5b9f\u9a13\u7d50\u679c\u3092\u5171\u6709\u3059\u308b\u7528\u9014\u304c\u4e3b\u3060\u304c\u3001\u3068\u306b\u304b\u304f\u5c0e\u5165\u304c\u697d\u3002\u30d6\u30e9\u30a6\u30b6\uff0fAPI\u3069\u3061\u3089\u304b\u3089\u3067\u3082\u3059\u3050\u4f7f\u3048\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.g2.com\/products\/weights-biases\/reviews\" target=\"_blank\" rel=\"noreferrer noopener\">G2<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/wandb.ai\/site\/ja\/solutions\/llms\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000Weights &amp; Biases\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Arize AI Phoenix<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/phoenix.arize.com\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/96328c708f4151276a88c5ad19aa57e7-1024x511.png\" alt=\"\" class=\"wp-image-1671\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/96328c708f4151276a88c5ad19aa57e7-1024x511.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/96328c708f4151276a88c5ad19aa57e7-300x150.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/96328c708f4151276a88c5ad19aa57e7-768x383.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/96328c708f4151276a88c5ad19aa57e7-1536x766.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/96328c708f4151276a88c5ad19aa57e7.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/phoenix.arize.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Arize AI Phoenix<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Self Hosted OSS\uff1a\u7121\u6599<br>Phoenix Cloud\uff1a\u6700\u592710GB\u307e\u3067\u7121\u6599<br>AX Enterprise\uff1a\u8981\u554f\u3044\u5408\u308f\u305b<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>Arize AI, Inc.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/phoenix.arize.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/phoenix.arize.com\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/phoenix.arize.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Arize AI Phoenix<\/a>\u306f\u3001 <strong><span class=\"swl-marker mark_yellow\">OSS \u7248\u3068 SaaS \u7248\u3092\u9078\u3079\u308b LLM \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u3067\u3001Embedding Drift\u30fbToxicity\u30fbFactuality \u3092\u81ea\u52d5\u89e3\u6790\u3057\u3001\u7570\u5e38\u30b9\u30b3\u30a2\u3092\u53ef\u8996\u5316<\/span><\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d9\u30af\u30bf\u7a7a\u9593\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u3088\u308a\u4f3c\u305f\u5931\u6557\u5fdc\u7b54\u3092\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u554f\u984c\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u3067\u4fee\u6b63\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>Databricks \u3084 Snowflake \u3068\u306e\u30b3\u30cd\u30af\u30bf\u3082\u5145\u5b9f\u3057\u3066\u304a\u308a\u3001\u6570\u884c\u306e Python \u3067\u30ed\u30b0\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u53d6\u308a\u8fbc\u3081\u308b\u305f\u3081\u5927\u898f\u6a21\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u3082\u30b9\u30b1\u30fc\u30eb\u304c\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u7248\u306f SOC2 Type II \/ GDPR \u6e96\u62e0\u3067\u3001PII \u30de\u30b9\u30ad\u30f3\u30b0\u3068\u30a2\u30af\u30bb\u30b9\u76e3\u67fb\u30ed\u30b0\u3092\u6a19\u6e96\u642d\u8f09\u3057\u3001\u53b3\u683c\u306a\u696d\u754c\u8981\u4ef6\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30d7\u30e9\u30f3\u3067\u306f\u3001\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u767a\u751f\u6642\u306b GPT-4 \u3067\u8981\u7d04\u30ec\u30dd\u30fc\u30c8\u3092\u81ea\u52d5\u751f\u6210\u3057\u3001Jira \u30c1\u30b1\u30c3\u30c8\u3092\u8d77\u7968\u3059\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u307e\u3067\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300cPhoenix\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u53ef\u89b3\u6e2c\u6027\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30c7\u30d0\u30c3\u30b0\u3084\u8a55\u4fa1\u3092\u7c21\u5358\u306b\u56de\u305b\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/arize.com\/blog\/llm-observability-for-ai-agents-and-applications\/\" target=\"_blank\" rel=\"noreferrer noopener\">Arize\u516c\u5f0f\u30d6\u30ed\u30b0<\/a><\/th><\/tr><tr><th>\u300cAI\uff0fLLM\u30a2\u30d7\u30ea\u306e\u5b9f\u9a13\u30fb\u8a55\u4fa1\u30fb\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c8\u5411\u3051\u306b\u4f5c\u3089\u308c\u305fOSS\u3002\u89b3\u6e2c\u3068\u53ef\u8996\u5316\u304c\u4e00\u6c17\u901a\u8cab\u3067\u3067\u304d\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/arize.com\/docs\/ax\" target=\"_blank\" rel=\"noreferrer noopener\">Arize Docs<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/phoenix.arize.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000Arize AI Phoenix\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">WhyLabs Observatory for LLM<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/whylabs.ai\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"530\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a646c51714df3e270fc6e5e21e94ea1f-1024x530.png\" alt=\"\" class=\"wp-image-1672\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a646c51714df3e270fc6e5e21e94ea1f-1024x530.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a646c51714df3e270fc6e5e21e94ea1f-300x155.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a646c51714df3e270fc6e5e21e94ea1f-768x397.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a646c51714df3e270fc6e5e21e94ea1f-1536x794.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/a646c51714df3e270fc6e5e21e94ea1f.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/whylabs.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">WhyLabs<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Free\u30d7\u30e9\u30f3\u3042\u308a<br>Expert\uff1a$125\/\u6708<br>Enterprise\uff1a\u8981\u554f\u3044\u5408\u308f\u305b<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057\uff08\u500b\u5225\u898b\u7a4d\u3082\u308a\u306b\u3088\u3063\u3066\u306f\u767a\u751f\uff09<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>WhyLabs, Inc.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/whylabs.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/whylabs.ai\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/whylabs.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">WhyLabs<\/a>\u306f<strong><span class=\"swl-marker mark_yellow\">\u30c7\u30fc\u30bf\u54c1\u8cea\u76e3\u8996\u306b\u5f37\u307f\u3092\u6301\u3064\u30d9\u30f3\u30c0\u30fc\u3067\u3001LLM \u5411\u3051 Observatory \u306f\u30c8\u30fc\u30af\u30f3\u30ec\u30d9\u30eb\u3067 PII \u6d41\u51fa\u3084\u30c8\u30d4\u30c3\u30af\u30c9\u30ea\u30d5\u30c8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u77e5<\/span><\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3067\u53d6\u308a\u8fbc\u3093\u3060 Prompt \/ Response \u306f1\u5206\u7c92\u5ea6\u3067\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u53ef\u8996\u5316\u3055\u308c\u3001\u7570\u5e38\u533a\u9593\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u3067\u62bd\u51fa\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u691c\u77e5\u30eb\u30fc\u30eb\u306f YAML \u3067\u30b3\u30fc\u30c9\u5316\u3067\u304d\u3001GitOps \u7684\u306b\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u76e3\u67fb\u3084\u518d\u73fe\u6027\u306e\u78ba\u4fdd\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>VPC \u30c7\u30d7\u30ed\u30a4\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u7248\u306b\u3082\u5bfe\u5fdc\u3057\u3001\u91d1\u878d\u30fb\u533b\u7642\u306a\u3069\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u8981\u4ef6\u304c\u53b3\u3057\u3044\u9818\u57df\u3067\u306e\u5c0e\u5165\u5b9f\u7e3e\u304c\u62e1\u5927\u4e2d\u3067\u3059\u3002<\/p>\n\n\n\n<p>CSV \/ Parquet \/ JSON \u3067\u30ec\u30dd\u30fc\u30c8\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u3001SOC2 \u3084 ISO 27001 \u76e3\u67fb\u8a3c\u8de1\u3068\u3057\u3066\u305d\u306e\u307e\u307e\u63d0\u51fa\u3067\u304d\u308b\u70b9\u3082\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300cWhyLabs\u306f\u5c0e\u5165\u304c\u7c21\u5358\u3067\u3001\u9650\u3089\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u306e\u4f01\u696d\u3067\u3082\u4f7f\u3044\u3084\u3059\u3044\u3002\u30e2\u30c7\u30eb\u76e3\u8996\u3092\u624b\u65e9\u304f\u59cb\u3081\u3089\u308c\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/aws.amazon.com\/marketplace\/reviews\/reviews-list\/B09NWCYYYT\" target=\"_blank\" rel=\"noreferrer noopener\">AWS Marketplace\u30ec\u30d3\u30e5\u30fc<\/a><\/th><\/tr><tr><th>\u300c\u5168\u4f53\u7684\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u52b9\u7387\u7684\u3001\u30b3\u30b9\u30c8\u3082\u624b\u9803\u3002\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f\u03b2\u7248\u3067\u7c97\u3044\u90e8\u5206\u3082\u3042\u308b\u304c\u6539\u5584\u304c\u9032\u3093\u3067\u3044\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.g2.com\/products\/whylabs\/reviews\" target=\"_blank\" rel=\"noreferrer noopener\">G2<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/whylabs.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000WhyLabs Observatory for LLM\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">HoneyHive<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.honeyhive.ai\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"529\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/73b02f1d051c947bb6939275fffba691-1024x529.png\" alt=\"\" class=\"wp-image-1673\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/73b02f1d051c947bb6939275fffba691-1024x529.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/73b02f1d051c947bb6939275fffba691-300x155.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/73b02f1d051c947bb6939275fffba691-768x396.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/73b02f1d051c947bb6939275fffba691-1536x793.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/73b02f1d051c947bb6939275fffba691.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/www.honeyhive.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">HoneyHive<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Developer\uff1a\u7121\u6599<br>Enterprise\uff1a\u8981\u554f\u3044\u5408\u308f\u305b<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>HoneyHive AI, Inc.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/www.honeyhive.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.honeyhive.ai\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.honeyhive.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">HoneyHive<\/a>\u306f<strong><span class=\"swl-marker mark_yellow\">\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u30fb\u30c6\u30b9\u30c8\u30fb\u89e3\u6790\u3092\u30ce\u30fc\u30b3\u30fc\u30c9 UI \u3067\u4e00\u5143\u7ba1\u7406\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30b5\u30a4\u30c9\u4e3b\u4f53\u3067\u3082 LLM \u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u56de\u305b\u308b\u30c4\u30fc\u30eb<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u751f\u6210\u3084\u81ea\u52d5\u30e1\u30c8\u30ea\u30af\u30b9\u8a08\u7b97\u3092\u540c\u4e00\u753b\u9762\u3067\u64cd\u4f5c\u3067\u304d\u3001\u6700\u7d42\u6210\u679c\u7269\u3092\u30c1\u30fc\u30e0\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u4e0a\u3067\u5171\u6709\u3067\u304d\u308b\u305f\u3081\u5c5e\u4eba\u5316\u3092\u9632\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f9d\u5b58\u95a2\u4fc2\u30b0\u30e9\u30d5\u8868\u793a\u306b\u3088\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u4fee\u6b63\u304c\u4e0b\u6d41\u30c1\u30a7\u30fc\u30f3\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u4e8b\u524d\u306b\u628a\u63e1\u3067\u304d\u3001\u4e88\u671f\u305b\u306c\u54c1\u8cea\u52a3\u5316\u3092\u56de\u907f\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>GitHub Actions\u30fbSlack \u9023\u643a\u304c\u6a19\u6e96\u88c5\u5099\u3055\u308c\u3001\u30de\u30fc\u30b8\u30ea\u30af\u30a8\u30b9\u30c8\u627f\u8a8d\u6642\u306b\u81ea\u52d5\u30c6\u30b9\u30c8\u3092\u8d70\u3089\u305b\u308b CI\/CD \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u3082\u7c21\u5358\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7248\u3067\u306f SSO\u3001RBAC\u3001\u30c7\u30fc\u30bf\u6697\u53f7\u5316\u3092\u5b9f\u88c5\u3057\u3001\u6a5f\u5bc6\u5ea6\u306e\u9ad8\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3082\u5b89\u5fc3\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300cHoneyHive\u306f<strong>\u30c8\u30ec\u30fc\u30b7\u30f3\u30b0\u30fb\u8a55\u4fa1\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406<\/strong>\u3092\u5099\u3048\u305f\u5305\u62ec\u7684\u306aAI\u53ef\u89b3\u6e2c\u6027\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/slashdot.org\/software\/p\/HoneyHive\/\" target=\"_blank\" rel=\"noreferrer noopener\">Slashdot Reviews<\/a><\/th><\/tr><tr><th>\u300c\u751f\u6210AI\u30a2\u30d7\u30ea\u3092\u4fe1\u983c\u6027\u9ad8\u304f\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u8a55\u4fa1\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u304c\u63c3\u3063\u3066\u3044\u307e\u3059\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/sourceforge.net\/software\/product\/HoneyHive\/\" target=\"_blank\" rel=\"noreferrer noopener\">SourceForge<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/www.honeyhive.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000HoneyHive\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Humanloop<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/humanloop.com\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" width=\"1024\" height=\"424\" src=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/ddfb71b358c32ae4c450ff256109d753-1024x424.png\" alt=\"\" class=\"wp-image-1674\" srcset=\"https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/ddfb71b358c32ae4c450ff256109d753-1024x424.png 1024w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/ddfb71b358c32ae4c450ff256109d753-300x124.png 300w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/ddfb71b358c32ae4c450ff256109d753-768x318.png 768w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/ddfb71b358c32ae4c450ff256109d753-1536x636.png 1536w, https:\/\/www.aidma-hd.jp\/ai\/wp-content\/uploads\/2025\/07\/ddfb71b358c32ae4c450ff256109d753.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/humanloop.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Humanloop<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><th>\u30d7\u30e9\u30f3 \/ \u6599\u91d1<\/th><td>Free\u30d7\u30e9\u30f3\u3042\u308a<br>Enterprise\uff1a\u8981\u554f\u3044\u5408\u308f\u305b<\/td><\/tr><tr><th>\u521d\u671f\u8cbb\u7528<\/th><td>\u306a\u3057<\/td><\/tr><tr><th>\u904b\u55b6\u4f1a\u793e<\/th><td>Humanloop Ltd.<\/td><\/tr><tr><th>\u65e5\u672c\u8a9e\u5bfe\u5fdc<\/th><td>\u82f1\u8a9e<\/td><\/tr><tr><th>\u516c\u5f0f\u30da\u30fc\u30b8<\/th><td><a href=\"https:\/\/humanloop.com\/\">https:\/\/humanloop.com\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><a href=\"https:\/\/humanloop.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Humanloop<\/a> \u306f <strong><span class=\"swl-marker mark_yellow\">RLHF\uff08\u4eba\u9593\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5f37\u5316\u5b66\u7fd2\uff09\u3092\u6838\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u30fb\u8a55\u4fa1\u30fb\u518d\u5b66\u7fd2\u3092\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u3067\u56de\u305b\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30ec\u30d3\u30e5\u30fc UI \u3067\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304c\u5fdc\u7b54\u306b Good \/ Bad \u30e9\u30d9\u30eb\u3084\u30b3\u30e1\u30f3\u30c8\u3092\u4ed8\u4e0e\u3059\u308b\u3068\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u518d\u5b66\u7fd2\u30b8\u30e7\u30d6\u3092\u6570\u30af\u30ea\u30c3\u30af\u3067\u5b9f\u884c\u3057\u3001\u81ea\u52d5\u3067\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c1\u30a7\u30fc\u30f3\u306e\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u30c8\u30ec\u30fc\u30b9\u3057\u3001\u5931\u6557\u78ba\u7387\u304c\u9ad8\u3044\u30ce\u30fc\u30c9\u3092\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3067\u8868\u793a\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u89e3\u6790\u304c\u76f4\u611f\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p>OpenAI\u3001Anthropic\u3001Cohere \u306a\u3069\u4e3b\u8981 API \u3068\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u63a5\u7d9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30e2\u30c7\u30eb\u4e57\u308a\u63db\u3048\u3082\u30b3\u30fc\u30c9\u5909\u66f4\u306a\u3057\u3067\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u76e3\u67fb\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u5411\u3051\u306b\u30ec\u30d3\u30e5\u30fc\u6a29\u9650\u3092\u7d30\u7c92\u5ea6\u3067\u8a2d\u5b9a\u3059\u308b RBAC \u3092\u5099\u3048\u3001\u54c1\u8cea\u627f\u8a8d\u30d5\u30ed\u30fc\u3092\u7d44\u7e54\u30eb\u30fc\u30eb\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b\u70b9\u304c\u5927\u4f01\u696d\u3067\u9ad8\u8a55\u4fa1\u3092\u5f97\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53e3\u30b3\u30df<\/th><\/tr><\/thead><tbody><tr><th>\u300c\u30b3\u30fc\u30c9\u3067\u3082\u76f4\u611f\u7684UI\u3067\u3082\u958b\u767a\u3067\u304d\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a55\u4fa1\u30fb\u7ba1\u7406\u306e\u6642\u9593\u3092\u903116\u6642\u9593\u524a\u6e1b\u3067\u304d\u305f\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/note.com\/makothailand\/n\/nca45ceae4538\" target=\"_blank\" rel=\"noreferrer noopener\">note<\/a><\/th><\/tr><tr><th>\u300cHumanloop\u306f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306eLLM\u8a55\u4fa1\u57fa\u76e4\u3002Gusto\u3084Vanta\u3001Duolingo\u306a\u3069\u304c\u4fe1\u983c\u6027\u3042\u308bAI\u88fd\u54c1\u306e\u63d0\u4f9b\u306b\u4f7f\u3063\u3066\u3044\u308b\u3002\u300d\uff5c\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.producthunt.com\/products\/humanloop\" target=\"_blank\" rel=\"noreferrer noopener\">Product Hunt<\/a><\/th><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"https:\/\/humanloop.com\/demo\" target=\"_blank\" rel=\"noreferrer noopener\">\uff1e\uff1e\u3000Humanloop\u306b\u554f\u3044\u5408\u308f\u305b\u308b<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLMOps\u30c4\u30fc\u30eb\u6bd4\u8f03\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c85\u9805\u76ee<\/h2>\n\n\n\n<p>LLMOps\u5c0e\u5165\u5f8c\u306e\u201c\u624b\u623b\u308a\u201d\u3092\u9632\u3050\u306b\u306f\u3001\u4ee5\u4e0b5\u9805\u76ee\u3092\u5fc5\u305a\u6bd4\u8f03\u8868\u3067\u62bc\u3055\u3048\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u512a\u5148\u5ea6\u3092\u6570\u5024\u5316\u3057\u3066\u91cd\u307f\u4ed8\u3051\u3059\u308c\u3070\u3001\u610f\u601d\u6c7a\u5b9a\u304c\u683c\u6bb5\u306b\u30b9\u30e0\u30fc\u30ba\u306b<\/span><\/strong>\u306a\u308a\u307e\u3059\u3002\u5404\u89b3\u70b9\u3067\u300c\u6700\u4f4e\u9650\u5fc5\u8981\u306a\u6761\u4ef6\u300d\u3068\u300c\u30d7\u30e9\u30b9\u8a55\u4fa1\u6761\u4ef6\u300d\u3092\u4e8b\u524d\u306b\u5b9a\u7fa9\u3057\u3066\u304a\u304f\u3068\u8a55\u4fa1\u304c\u30d6\u30ec\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff06\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/h3>\n\n\n\n<p>ISO27001\u3084SOC2\u306a\u3069\u306e\u8a8d\u8a3c\u3001SAML\/SSO\u30fbRBAC\u5bfe\u5fdc\u3001\u6697\u53f7\u5316\u30fb\u76e3\u67fb\u8a3c\u8de1\u306e\u63d0\u4f9b\u6709\u7121\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u500b\u4eba\u60c5\u5831\u30fb\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306f\u3001<strong><span class=\"swl-marker mark_yellow\">\u30c7\u30fc\u30bf\u4fdd\u6301\u671f\u9593\u3084\u524a\u9664\u30dd\u30ea\u30b7\u30fc\u3001\u7b2c\u4e09\u8005\u518d\u5b66\u7fd2\u306e\u53ef\u5426\u3082\u91cd\u8981<\/span><\/strong>\u3067\u3059\u3002\u76e3\u67fb\u304c\u5fc5\u8981\u306a\u696d\u754c\u3067\u306f\u3001\u8a3c\u8de1\u51fa\u529b\u306e\u7c92\u5ea6\u307e\u3067\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304a\u304f\u3068\u5b89\u5fc3\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30ac\u30d0\u30ca\u30f3\u30b9<\/h3>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\uff0f\u30ed\u30b0\u306e\u533f\u540d\u5316\u30fb\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u6301\u3061\u51fa\u3057\u9632\u6b62\u3001\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u306e\u53ef\u8996\u5316\u306a\u3069<strong><span class=\"swl-marker mark_yellow\">\u201c\u5b88\u308a\u306e\u4ed5\u7d44\u307f\u201d\u304c\u5099\u308f\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059<\/span><\/strong>\u3002<\/p>\n\n\n\n<p>\u56fd\u7523\u30cb\u30fc\u30ba\u3084\u56fd\u5185DC\u8981\u4ef6\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30b8\u30c7\u30f3\u30b7\u30fc\u5bfe\u5fdc\u3082\u5fc5\u9808\u6761\u4ef6\u3067\u3059\u3002\u793e\u5185\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3068\u6574\u5408\u3059\u308b\u904b\u7528\u30d5\u30ed\u30fc\u3092\u8a2d\u8a08\u3067\u304d\u308b\u67d4\u8edf\u6027\u3082\u8a55\u4fa1\u30dd\u30a4\u30f3\u30c8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c0e\u5165\u30b3\u30b9\u30c8\u3068ROI<\/h3>\n\n\n\n<p>\u30e9\u30a4\u30bb\u30f3\u30b9\u30fb\u5f93\u91cf\u8ab2\u91d1\u3060\u3051\u3067\u306a\u304f\u3001<strong><span class=\"swl-marker mark_yellow\">PoC\u301c\u672c\u756a\u904b\u7528\u306e\u4eba\u4ef6\u8cbb\u30fb\u6559\u80b2\u30b3\u30b9\u30c8\u3092\u542b\u3081\u305fTCO\u3067\u6bd4\u8f03<\/span><\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8cbb\u7528\u4e88\u6e2c\u6a5f\u80fd\u3084\u4f7f\u7528\u91cf\u30a2\u30e9\u30fc\u30c8\u304c\u3042\u308c\u3070\u3001\u4e88\u7b97\u7ba1\u7406\u304c\u5bb9\u6613\u3067\u3059\u3002ROI\u6307\u6a19\uff08\u7cbe\u5ea6\u5411\u4e0a\u7387\u30fb\u5de5\u6570\u524a\u6e1b\u7387\u30fb\u4e8b\u6545\u6e1b\u5c11\u7387\u306a\u3069\uff09\u3092\u5148\u306b\u5b9a\u7fa9\u3057\u3001\u7d4c\u55b6\u5c64\u3078\u306e\u8aac\u660e\u6750\u6599\u3092\u6e96\u5099\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u30fbAPI<\/h3>\n\n\n\n<p>CRM\u3084SFA\u3001DWH\u3001\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u306e\u9023\u643a\u6709\u7121\u304c\u904b\u7528\u52b9\u7387\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ce\u30fc\u30b3\u30fc\u30c9\u9023\u643a\u3001Webhook\u3001SDK\u306e\u5bfe\u5fdc\u72b6\u6cc1\u3092\u78ba\u8a8d\u3057\u3001<strong><span class=\"swl-marker mark_yellow\">\u73fe\u5834\u304c\u81ea\u8d70\u3067\u304d\u308b\u30ec\u30d9\u30eb\u304b\u8a55\u4fa1<\/span><\/strong>\u3057\u307e\u3057\u3087\u3046\u3002\u793e\u5185SSO\u3084ID\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3068\u306e\u7d71\u5408\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u304b\u3082\u5fd8\u308c\u305a\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u904b\u7528\u8ca0\u8377<\/h3>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u30e6\u30fc\u30b6\u30fc\u30fb\u30c8\u30fc\u30af\u30f3\u91cf\u5897\u52a0\u6642\u306e\u6027\u80fd\u52a3\u5316\u3084\u30ec\u30b9\u30dd\u30f3\u30b9\u9045\u5ef6\u3092PoC\u3067\u4f53\u611f\u3057\u3066\u304a\u304f\u3068\u5b89\u5fc3<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u81ea\u52d5\u30a2\u30e9\u30fc\u30c8\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u3042\u308c\u3070\u3001\u5c11\u4eba\u6570\u904b\u7528\u3067\u3082\u201c\u6c17\u4ed8\u3051\u308b\u4f53\u5236\u201d\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002SLA\u3001\u30b5\u30dd\u30fc\u30c8\u5fdc\u7b54\u6642\u9593\u3001\u969c\u5bb3\u6642\u306e\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u624b\u9806\u3082\u904b\u7528\u8ca0\u8377\u306e\u4e00\u90e8\u3068\u3057\u3066\u6bd4\u8f03\u3057\u307e\u3057\u3087\u3046.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e2d\u5c0f\u4f01\u696d\u304cLLMOps\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3059\u308b\u30b9\u30c6\u30c3\u30d7<\/h2>\n\n\n\n<p>\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u308b\u4e2d\u5c0f\u4f01\u696d\u307b\u3069\u3001<strong><span class=\"swl-marker mark_yellow\">\u201c\u5c0f\u3055\u304f\u7d20\u65e9\u304f\u691c\u8a3c\u2192\u52dd\u3061\u7b4b\u3092\u660e\u6587\u5316\u2192\u62e1\u5927\u201d\u306e\u6d41\u308c\u304c\u91cd\u8981<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e3\u30b9\u30c6\u30c3\u30d7\u3067\u3001\u793e\u5185\u5408\u610f\u5f62\u6210\u304b\u3089\u672c\u756a\u904b\u7528\u307e\u3067\u306e\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u3092\u63cf\u304d\u307e\u3057\u3087\u3046\u3002\u5404\u30b9\u30c6\u30c3\u30d7\u3067\u6210\u679c\u7269\uff08\u30ec\u30dd\u30fc\u30c8\u30fb\u30dd\u30ea\u30b7\u30fc\u30fb\u30de\u30cb\u30e5\u30a2\u30eb\uff09\u3092\u6b8b\u3059\u3068\u3001\u6a2a\u5c55\u958b\u3084\u5f15\u304d\u7d99\u304e\u304c\u697d\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c0f\u898f\u6a21PoC\u304b\u3089\u59cb\u3081\u308b<\/h3>\n\n\n\n<p>\u52b9\u679c\u304c\u6e2c\u308a\u3084\u3059\u30441\uff5e2\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u9078\u5b9a\u3057\u30012\uff5e4\u9031\u9593\u3067\u8a55\u4fa1\u6307\u6a19\uff08\u7cbe\u5ea6\u30fb\u5de5\u6570\u524a\u6e1b\u7387\u306a\u3069\uff09\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u679c\u306f\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3084\u7c21\u5358\u306a\u30b9\u30e9\u30a4\u30c9\u306b\u307e\u3068\u3081\u3001\u95a2\u4fc2\u8005\u3078\u5171\u6709\u3057\u610f\u601d\u6c7a\u5b9a\u3092\u52a0\u901f\u3055\u305b\u307e\u3059\u3002<strong><span class=\"swl-marker mark_yellow\">PoC\u3067\u5f97\u305f\u5b66\u3073\u3092\u300c\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u5316\u300d\u3057\u3066\u6b21\u30d5\u30a7\u30fc\u30ba\u306b\u6d3b\u304b\u3057\u307e\u3057\u3087\u3046<\/span><\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u904b\u7528\u30dd\u30ea\u30b7\u30fc\u3068\u8cac\u4efb\u7bc4\u56f2\u306e\u5b9a\u7fa9<\/h3>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u66f4\u65b0\u6a29\u9650\u3001\u30ec\u30d3\u30e5\u30fc\uff0f\u627f\u8a8d\u30d5\u30ed\u30fc\u3001\u7dca\u6025\u505c\u6b62\u624b\u9806\u3001\u969c\u5bb3\u6642\u306e\u8cac\u4efb\u5206\u62c5\u3092\u660e\u6587\u5316\u3057\u3001\u5c5e\u4eba\u5316\u3092\u9632\u304e\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u56db\u534a\u671f\u306a\u3069\u5b9a\u671f\u7684\u306a\u30dd\u30ea\u30b7\u30fc\u898b\u76f4\u3057\u3092\u30eb\u30fc\u30eb\u5316\u3057\u3001\u904b\u7528\u306e\u5f62\u9ab8\u5316\u3092\u9632\u6b62<\/span><\/strong>\u3057\u307e\u3057\u3087\u3046\u3002\u793e\u5185\u76e3\u67fb\u3084\u6cd5\u52d9\u3068\u3082\u9023\u643a\u3057\u3001\u5909\u66f4\u5c65\u6b74\u3092\u6b8b\u3059\u4ed5\u7d44\u307f\u3092\u6574\u3048\u308b\u3068\u5b89\u5fc3\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u793e\u5185\u6559\u80b2\u3068\u73fe\u5834\u5b9a\u7740\u65bd\u7b56<\/h3>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u30ac\u30a4\u30c9\u30fbFAQ\u30fbNG\u96c6\u3092\u7528\u610f\u3057\u3001\u52c9\u5f37\u4f1a\u3067\u30ce\u30a6\u30cf\u30a6\u3092\u5171\u6709\u3057\u307e\u3059<strong><span class=\"swl-marker mark_yellow\">\u3002\u6210\u529f\u4e8b\u4f8b\u30fb\u5931\u6557\u4e8b\u4f8b\u3092\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5316\u3057\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u5316\u3059\u308b\u3053\u3068\u3067<\/span><\/strong>\u5229\u7528\u7387\u3068\u54c1\u8cea\u304c\u540c\u6642\u306b\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u201c\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3\u30e6\u30fc\u30b6\u30fc\u201d\u3092\u898b\u3064\u3051\u3066\u793e\u5185\u306e\u4f1d\u9053\u5e2b\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u5b9a\u7740\u304c\u52a0\u901f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLMOps\u30c4\u30fc\u30eb\u5c0e\u5165\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<p>\u691c\u8a0e\u6642\u306b\u73fe\u5834\u30fb\u7d4c\u55b6\u5c64\u304b\u3089\u805e\u304b\u308c\u304c\u3061\u306a\u8cea\u554f\u3092\u5148\u56de\u308a\u3057\u3066\u6574\u7406\u3059\u308b\u3068\u3001\u7a1f\u8b70\u3082\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306eFAQ\u306f\u793e\u5185\u5171\u6709\u8cc7\u6599\u306b\u8ee2\u7528\u3067\u304d\u308b\u7c92\u5ea6\u3067\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u81ea\u793e\u8981\u4ef6\u306b\u5408\u308f\u305b\u305fQ&amp;A\u3092\u8ffd\u52a0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u3067\u691c\u8a3c\u3067\u304d\u308b\uff1f<\/h3>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u591a\u304f\u306e\u30c4\u30fc\u30eb\u304c\u7121\u6599\u67a0\u3084PoC\u30d7\u30e9\u30f3\u3092\u63d0\u4f9b<\/span><\/strong>\u3057\u3066\u3044\u307e\u3059\u3002\u671f\u9593\u30fb\u8a55\u4fa1\u6307\u6a19\u30fb\u62c5\u5f53\u8005\u3092\u660e\u78ba\u306b\u3057\u305f\u201c\u30df\u30cb\u8a08\u753b\u201d\u3092\u4f5c\u308a\u3001\u77ed\u671f\u96c6\u4e2d\u3067\u610f\u601d\u6c7a\u5b9a\u6750\u6599\u3092\u63c3\u3048\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u7121\u6599\u67a0\u306e\u5236\u9650\uff08API\u56de\u6570\u30fb\u30e6\u30fc\u30b6\u30fc\u6570\uff09\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u3068\u691c\u8a3c\u304c\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u3067\u3082\u4f7f\u3048\u308b\uff1f<\/h3>\n\n\n\n<p>SaaS\u306e\u307f\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u591a\u3044\u4e00\u65b9\u3001<strong><span class=\"swl-marker mark_yellow\">\u91d1\u878d\u30fb\u533b\u7642\u306a\u3069\u9ad8\u6a5f\u5bc6\u696d\u754c\u5411\u3051\u306b\u30aa\u30f3\u30d7\u30ec\u30fbVPC\u5bfe\u5fdc\u7248\u3092\u6301\u3064\u30d9\u30f3\u30c0\u30fc\u3082\u5b58\u5728<\/span><\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u81ea\u793e\u30c7\u30fc\u30bf\u306e\u6a5f\u5bc6\u6027\u3092\u8e0f\u307e\u3048\u3066\u30af\u30e9\u30a6\u30c9\u53ef\u5426\u3092\u65e9\u671f\u5224\u65ad\u3057\u3001\u8981\u4ef6\u5b9a\u7fa9\u6bb5\u968e\u3067\u30d9\u30f3\u30c0\u30fc\u306b\u63d0\u793a\u3057\u307e\u3057\u3087\u3046\u3002\u5fc5\u8981\u306a\u3089\u201c\u30c7\u30fc\u30bf\u306f\u5916\u306b\u51fa\u3055\u306a\u3044\u201d\u8a2d\u8a08\u304c\u53ef\u80fd\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u904b\u7528\u62c5\u5f53\u8005\u306f\u3069\u306e\u304f\u3089\u3044\u5fc5\u8981\uff1f<\/h3>\n\n\n\n<p>\u6700\u5c0f\u69cb\u6210\u3067\u3082<strong><span class=\"swl-marker mark_yellow\">\u6280\u8853\u00d7\u696d\u52d9\u3092\u6a4b\u6e21\u3057\u3067\u304d\u308b1\uff5e2\u540d\u306f\u5fc5\u8981<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30b9\u30b1\u30fc\u30eb\u671f\u306b\u306f\u76e3\u8996\u30fb\u6539\u5584\u3092\u7d99\u7d9a\u3067\u304d\u308b\u5c02\u4efb\u30c1\u30fc\u30e0\u3084\u5916\u90e8\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3068\u5b89\u5b9a\u904b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u81ea\u52d5\u5316\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3084\u30a2\u30e9\u30fc\u30c8\u8a2d\u8a08\u3092\u4f75\u7528\u3057\u3001\u62c5\u5f53\u8005\u306e\u8ca0\u62c5\u3092\u6e1b\u3089\u3059\u5de5\u592b\u3082\u540c\u6642\u306b\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u304a\u3059\u3059\u3081\u306eLLMOps\u30c4\u30fc\u30eb\u3092\u63a2\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u300c\u4f55\u3092\u6bd4\u3079\u308c\u3070\u3044\u3044\uff1f\u300d\u300c\u4e2d\u5c0f\u4f01\u696d\u3067\u3082\u904b\u7528\u3067\u304d\u308b\uff1f\u300d\u3068\u4e0d\u5b89\u306f\u5c3d\u304d\u307e\u305b\u3093\u3002 LLM\u6d3b\u7528\u306f\u5c0e\u5165\u5f8c\u306e\u201c\u904b\u7528\u201d\u3053\u305d\u304c\u672c\u756a\u3067\u3001\u54c1\u8cea\u76e3\u8996\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u30fb\u6a29\u9650\u7d71\u5236\u307e\u3067\u542b\u3081\u305fLLMOps\u4f53 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[7],"tags":[],"class_list":["post-1665","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/posts\/1665","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/comments?post=1665"}],"version-history":[{"count":10,"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/posts\/1665\/revisions"}],"predecessor-version":[{"id":3614,"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/posts\/1665\/revisions\/3614"}],"wp:attachment":[{"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/media?parent=1665"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/categories?post=1665"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aidma-hd.jp\/ai\/wp-json\/wp\/v2\/tags?post=1665"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}