{"id":17780,"date":"2026-07-12T20:41:32","date_gmt":"2026-07-12T11:41:32","guid":{"rendered":"https:\/\/blog.ripla.co.jp\/?p=17780"},"modified":"2026-10-21T09:14:20","modified_gmt":"2026-10-21T00:14:20","slug":"generative-ai-system-development-maintenance-running-cost","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/ai\/generative-ai-system-development-maintenance-running-cost\/","title":{"rendered":"\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u4fdd\u5b88\u30fb\u904b\u7528\u8cbb\u7528\u30fb\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306b\u3064\u3044\u3066"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u8cbb\u306f\u3001\u6708\u984d\u3067\u6570\u4e07\u5186\u304b\u3089100\u4e07\u5186\u3092\u8d85\u3048\u308b\u898f\u6a21\u307e\u3067\u5e45\u304c\u3042\u308a\u307e\u3059\u3002\u5229\u7528\u91cf\u3084\u904b\u7528\u4f53\u5236\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u306e\u983b\u5ea6\u3067\u5927\u304d\u304f\u5909\u308f\u308b\u305f\u3081\u3001\u5c0e\u5165\u524d\u306b\u524d\u63d0\u3092\u305d\u308d\u3048\u3066\u898b\u7a4d\u3082\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u8cbb\u7528\u306fLLM\u306e\u5229\u7528\u6599\u3001\u30a4\u30f3\u30d5\u30e9\u3001\u4eba\u7684\u904b\u7528\u8cbb\u306b\u5206\u3051\u308b\u3068\u898b\u901a\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b<br><a href=\"https:\/\/www.ripla.co.jp\/blog\/ai\/generative-ai-guide\/\" title=\"\">\u30fb\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/p>\n\n\n\n<p class=\"wp-dl-link wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">AI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u8cbb\u7528\u306e\u8003\u3048\u65b9\u3084\u898b\u7a4d\u3082\u308a\u306e\u6ce8\u610f\u70b9\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/www.ripla.co.jp\/download\/10\">\u7121\u6599\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc\u300cAI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u30d6\u30c3\u30af\u300d<\/a>\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-dl-link wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u25bc\u898b\u7a4d\u4f9d\u983c\u524d\u306b\u8aad\u307f\u305f\u3044\u7121\u6599\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc<br><a href=\"https:\/\/www.ripla.co.jp\/download\/10\">\u30fbAI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u30d6\u30c3\u30af<\/a><br><a href=\"https:\/\/www.ripla.co.jp\/download\/11\">\u30fb\u30102026\u5e74\u6700\u65b0\u7248\u3011AI\u99c6\u52d5\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u30d6\u30c3\u30af<\/a><\/p>\n\n\n\n<h2 id=\"genai-cost-overview\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306e\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u5168\u4f53\u50cf<\/strong><\/h2>\n\n\n<figure class=\"wp-block-image aligncenter size-full\" style=\"max-width:640px;margin:24px auto;\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"166440\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/image-1-8b2027a20fe7\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7.webp\" data-orig-size=\"1672,941\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u8cbb\u3092\u751f\u3080\u4e09\u3064\u306e\u8981\u56e0\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;\u5229\u7528\u3092\u7d9a\u3051\u308b\u8cbb\u7528\u3068\u3001\u54c1\u8cea\u3084\u30e2\u30c7\u30eb\u3092\u4fdd\u3064\u4f5c\u696d\u304c\u4e26\u3073\u307e\u3059\u3002&lt;\/p&gt;\n\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7-1024x576.webp\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7.webp\" alt=\"\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u8cbb\u304c\u7d9a\u304f\u7406\u7531\u3092\u3001LLM\u5229\u7528\u3001\u54c1\u8cea\u7dad\u6301\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u306e\u4e09\u3064\u306b\u5206\u3051\u305f\u56f3\u89e3\u3002\" title=\"\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u8cbb\u3092\u751f\u3080\u4e09\u3064\u306e\u8981\u56e0\" class=\"wp-image-166440\" width=\"1672\" height=\"941\" style=\"display:block;width:100%;height:auto;max-width:640px;\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7.webp 1672w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7-300x169.webp 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7-1024x576.webp 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7-768x432.webp 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-1-8b2027a20fe7-1536x864.webp 1536w\" sizes=\"auto, (max-width: 1672px) 100vw, 1672px\" \/><figcaption class=\"wp-element-caption\" style=\"font-size:12px;line-height:1.6;color:#777;margin-top:8px;text-align:center;\">\u5229\u7528\u3092\u7d9a\u3051\u308b\u8cbb\u7528\u3068\u3001\u54c1\u8cea\u3084\u30e2\u30c7\u30eb\u3092\u4fdd\u3064\u4f5c\u696d\u304c\u4e26\u3073\u307e\u3059\u3002<\/figcaption><\/figure>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">GPT\u30fbClaude\u30fbGemini\u306a\u3069\u306eLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u3001\u6587\u7ae0\u751f\u6210\u3084\u8981\u7d04\u3001\u6587\u66f8\u4f5c\u6210\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3001\u753b\u50cf\u751f\u6210\u306a\u3069\u5e45\u5e83\u3044\u696d\u52d9\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u300c\u4f5c\u3063\u3066\u7d42\u308f\u308a\u300d\u3067\u306f\u306a\u3044\u7279\u6709\u306e\u30b3\u30b9\u30c8\u69cb\u9020\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001LLM\u306e\u7d99\u7d9a\u5229\u7528\u6599\u3068\u3001\u51fa\u529b\u54c1\u8cea\u3092\u7dad\u6301\u30fb\u6539\u5584\u3059\u308b\u8cbb\u7528\u304c\u904b\u7528\u30b3\u30b9\u30c8\u306e\u5927\u304d\u306a\u5272\u5408\u3092\u5360\u3081\u307e\u3059\u3002\u307e\u305f\u3001\u5f93\u6765\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30ea\u30fc\u30b9\u5f8c\u306e\u8ffd\u52a0\u8cbb\u7528\u304c\u751f\u3058\u306b\u304f\u3044\u306e\u306b\u5bfe\u3057\u3001\u751f\u6210AI\u3067\u306fLLM\u3092\u547c\u3076\u305f\u3073\u306b\u8cbb\u7528\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u306e\u9bae\u5ea6\u3092\u4fdd\u3064\u306b\u306f\u4eba\u624b\u3082\u6b20\u304b\u305b\u305a\u3001\u904b\u7528\u958b\u59cb\u5f8c\u3082\u7d99\u7d9a\u7684\u306a\u6295\u8cc7\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u521d\u671f\u958b\u767a\u8cbb\u3060\u3051\u3067\u5c0e\u5165\u3092\u6c7a\u3081\u308b\u3068\u3001\u904b\u7528\u5f8c\u306b\u4e88\u7b97\u304c\u8db3\u308a\u306a\u304f\u306a\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u9813\u632b\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u904b\u7528\u8cbb\u304c\u304b\u304b\u308a\u7d9a\u3051\u308b\u7406\u7531\u3068\u3001\u521d\u671f\u958b\u767a\u8cbb\u306b\u5bfe\u3059\u308b\u5e74\u9593\u306e\u898b\u8fbc\u307f\u65b9\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-why-running-cost\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u3067\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u7d9a\u3051\u308b\u7406\u7531<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u304c\u904b\u7528\u4e2d\u3082\u8cbb\u7528\u3092\u751f\u3080\u7406\u7531\u306f\u3001\u5229\u7528\u3001\u54c1\u8cea\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u306e\u4e09\u3064\u306e\u9762\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>LLM\u5229\u7528<\/strong>\uff1a\u5f93\u91cf\u8ab2\u91d1\u3067\u3001\u5229\u7528\u91cf\u306b\u5fdc\u3058\u3066\u6599\u91d1\u304c\u304b\u304b\u308b\u4ed5\u7d44\u307f<\/li>\n<li><strong>\u54c1\u8cea\u7dad\u6301<\/strong>\uff1a\u653e\u7f6e\u3059\u308b\u3068\u54c1\u8cea\u304c\u52a3\u5316\u3057\u3046\u308b\u305f\u3081\u3001\u5931\u6557\u4f8b\u306e\u78ba\u8a8d\u3068\u6539\u5584\u304c\u6b20\u304b\u305b\u306a\u3044\u4f5c\u696d<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u66f4\u65b0<\/strong>\uff1a\u65b0\u30e2\u30c7\u30eb\u3078\u306e\u8ffd\u968f\u306b\u5411\u3051\u305f\u3001\u5b9a\u671f\u7684\u306a\u691c\u8a3c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30c8\u30fc\u30af\u30f3\u306fLLM\u304c\u51e6\u7406\u3059\u308b\u6587\u5b57\u306e\u5358\u4f4d\u3067\u3059\u3002\u6587\u7ae0\u751f\u6210\u3084\u8981\u7d04\u3001\u30b3\u30fc\u30c9\u751f\u6210\u306a\u3069\u3092\u5b9f\u884c\u3059\u308b\u305f\u3073\u306b\u6d88\u8cbb\u3055\u308c\u3001\u4f7f\u3046\u307b\u3069\u8cbb\u7528\u304c\u7a4d\u307f\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u54c1\u8cea\u304c\u843d\u3061\u308b\u306e\u306f\u3001\u793e\u5185\u30c7\u30fc\u30bf\u304c\u53e4\u304f\u306a\u3063\u305f\u3068\u304d\u3084\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u4f7f\u3044\u65b9\u304c\u60f3\u5b9a\u304b\u3089\u5909\u308f\u3063\u305f\u3068\u304d\u3067\u3059\u3002\u56de\u7b54\u7cbe\u5ea6\u304c\u4e0b\u304c\u308b\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u3001\u5931\u6557\u4f8b\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u6539\u5584\u3092\u7d9a\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">LLM\u306f\u6570\u304b\u6708\u5358\u4f4d\u3067\u9032\u5316\u3059\u308b\u305f\u3081\u3001\u65b0\u30e2\u30c7\u30eb\u3067\u8cbb\u7528\u3084\u54c1\u8cea\u304c\u6539\u5584\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u65e2\u5b58\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6319\u52d5\u304c\u5909\u308f\u308b\u3053\u3068\u3082\u3042\u308a\u3001\u8ffd\u968f\u306e\u691c\u8a3c\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">RAG\u3001AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u6587\u66f8\u751f\u6210\u30c4\u30fc\u30eb\u3067\u3082\u3001\u3053\u3046\u3057\u305f\u904b\u7528\u306e\u8ca0\u62c5\u306f\u5171\u901a\u3057\u3066\u751f\u3058\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u8cbb\u306f\u3001\u521d\u671f\u958b\u767a\u8cbb\u3068\u306f\u5225\u67a0\u3067\u4e88\u7b97\u306b\u7d44\u307f\u8fbc\u3093\u3067\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-cost-ratio\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u521d\u671f\u958b\u767a\u8cbb\u306b\u5bfe\u3059\u308b\u5e74\u9593\u904b\u7528\u8cbb\u306e\u6bd4\u7387<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5e74\u9593\u904b\u7528\u8cbb\u306f\u521d\u671f\u69cb\u7bc9\u8cbb\u3092\u57fa\u6e96\u306b\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u6bd4\u7387\u306f\u5e73\u5747\u7684\u306a\u76ee\u5b89\u3067\u3001\u5b9f\u969b\u306e\u8cbb\u7528\u306f\u4f7f\u308f\u308c\u65b9\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u4e0a\u4e0b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>\u4e00\u822c\u7684\u306a\u76ee\u5b89<\/strong>\uff1a\u5e74\u9593\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306f\u521d\u671f\u69cb\u7bc9\u8cbb\u306e20\u301c30%\u7a0b\u5ea6\u3067\u3059\u3002<\/li>\n<li><strong>\u521d\u671f\u958b\u767a\u8cbb1,000\u4e07\u5186\u306e\u5834\u5408<\/strong>\uff1a\u5e74\u9593\u904b\u7528\u8cbb\u306f200\u4e07\u301c300\u4e07\u5186\u7a0b\u5ea6\u3067\u3059\u3002<\/li>\n<li><strong>\u5916\u6ce8\u904b\u7528<\/strong>\uff1a\u5e7420%\u7a0b\u5ea6\u306e\u4fdd\u5b88\u8cbb\u304c\u3001\u4e00\u3064\u306e\u76ee\u5b89\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u8cbb\u7528\u304c\u9ad8\u304f\u306a\u308b\u5834\u5408<\/strong>\uff1aAPI\u5229\u7528\u6599\u304c\u81a8\u3089\u3093\u3060\u3068\u304d\u3084\u3001\u7cbe\u5ea6\u76e3\u8996\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u6539\u5584\u306b\u5c02\u4efb\u8005\u304c\u5fc5\u8981\u306a\u3068\u304d\u306f\u3001\u6bd4\u7387\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u8cbb\u7528\u3092\u6291\u3048\u3089\u308c\u308b\u5834\u5408<\/strong>\uff1a\u7528\u9014\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u904b\u7528\u3057\u306a\u304c\u3089\u4eba\u7684\u306a\u6539\u5584\u5de5\u6570\u3092\u6700\u5c0f\u9650\u306b\u3067\u304d\u308b\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u904b\u7528\u30fb\u4fdd\u5b88\u30fb\u6539\u5584\u8cbb\u306b\u52a0\u3048\u3001\u30c7\u30fc\u30bf\u6574\u5099\u306a\u3069\u306e\u898b\u3048\u306b\u304f\u3044\u8cbb\u7528\u3082\u4e88\u7b97\u306b\u542b\u3081\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u4eba\u4ef6\u8cbb\u524a\u6e1b\u306a\u3069\u306e\u898b\u8fbc\u307f\u3068\u904b\u7528\u8cbb\u3092\u6bd4\u3079\u3066\u3001\u640d\u76ca\u5206\u5c90\u70b9\u3092\u8a66\u7b97\u3057\u307e\u3059\u3002\u3053\u306e\u8a66\u7b97\u304c\u3001\u751f\u6210AI\u6295\u8cc7\u306e\u6210\u5426\u3092\u5206\u3051\u307e\u3059\u3002<\/p>\n\n\n\n\n\n<div class=\"wp-block-group article-point-box is-layout-flow wp-block-group-is-layout-flow\" style=\"border-color:#d7edf8;border-width:1px;border-style:solid;border-radius:2px;margin-top:24px;margin-bottom:24px;overflow:hidden;\">\n\n<p class=\"article-point-box__header wp-block-paragraph\" style=\"background-color:#2083c7;color:#fff;text-align:center;padding:10px 12px;margin:0;font-size:18px;line-height:1.5;font-weight:700;\"><strong>\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"background-color:#fff;padding:16px;margin:0;font-size:18px;line-height:1.9;\">\u521d\u671f\u958b\u767a\u8cbb\u3060\u3051\u3067\u4e88\u7b97\u3092\u7d44\u3080\u3068\u3001\u904b\u7528\u5f8c\u306b\u4e0d\u8db3\u3059\u308b\u304a\u305d\u308c\u304c\u3042\u308a\u307e\u3059\u3002\u5e74\u9593\u904b\u7528\u8cbb\u306f\u521d\u671f\u69cb\u7bc9\u8cbb\u306e20\u301c30%\u7a0b\u5ea6\u3092\u4e00\u3064\u306e\u76ee\u5b89\u3068\u3057\u3066\u3001\u5c0e\u5165\u524d\u306b\u4e88\u7b97\u3078\u7d44\u307f\u8fbc\u3093\u3067\u304a\u304f\u3068\u5224\u65ad\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<\/div>\n\n\n\n<h2 id=\"genai-cost-breakdown\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u6708\u984d\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u5185\u8a33<\/strong><\/h2>\n\n\n<figure class=\"wp-block-image aligncenter size-full\" style=\"max-width:640px;margin:24px auto;\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"166442\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/image-2-c69dcc62d795\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795.webp\" data-orig-size=\"1672,941\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u751f\u6210AI\u306e\u6708\u984d\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u8cbb\u76ee\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;\u8a2d\u5099\u5229\u7528\u306b\u52a0\u3048\u3066\u3001\u54c1\u8cea\u7dad\u6301\u3092\u62c5\u3046\u4eba\u306e\u4f5c\u696d\u3082\u8cbb\u76ee\u306b\u542b\u307e\u308c\u307e\u3059\u3002&lt;\/p&gt;\n\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795-1024x576.webp\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795.webp\" alt=\"\u6708\u984d\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u8cbb\u76ee\u3068\u3057\u3066\u3001LLM API\u5229\u7528\u6599\u3001\u30a4\u30f3\u30d5\u30e9\u8cbb\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u904b\u7528\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u3001\u66f4\u65b0\u6642\u306e\u8a08\u7b97\u8cbb\u3092\u793a\u3059\u56f3\u89e3\u3002\" title=\"\u751f\u6210AI\u306e\u6708\u984d\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u8cbb\u76ee\" class=\"wp-image-166442\" width=\"1672\" height=\"941\" style=\"display:block;width:100%;height:auto;max-width:640px;\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795.webp 1672w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795-300x169.webp 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795-1024x576.webp 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795-768x432.webp 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-2-c69dcc62d795-1536x864.webp 1536w\" sizes=\"auto, (max-width: 1672px) 100vw, 1672px\" \/><figcaption class=\"wp-element-caption\" style=\"font-size:12px;line-height:1.6;color:#777;margin-top:8px;text-align:center;\">\u8a2d\u5099\u5229\u7528\u306b\u52a0\u3048\u3066\u3001\u54c1\u8cea\u7dad\u6301\u3092\u62c5\u3046\u4eba\u306e\u4f5c\u696d\u3082\u8cbb\u76ee\u306b\u542b\u307e\u308c\u307e\u3059\u3002<\/figcaption><\/figure>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u6708\u984d\u8cbb\u7528\u306f\u3001LLM API\u5229\u7528\u6599\u3068\u30a4\u30f3\u30d5\u30e9\u8cbb\u3001\u305d\u3057\u3066\u7cbe\u5ea6\u7dad\u6301\u30fb\u6539\u5584\u3092\u62c5\u3046\u4eba\u7684\u904b\u7528\u8cbb\u306b\u5206\u3051\u308b\u3068\u3001\u5168\u4f53\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002\u5404\u8cbb\u76ee\u306b\u306f\u56fa\u5b9a\u8cbb\u3068\u5909\u52d5\u8cbb\u304c\u6df7\u5728\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u6027\u8cea\u3092\u7406\u89e3\u3057\u3066\u5207\u308a\u5206\u3051\u3066\u304a\u304f\u3068\u3001\u4e88\u7b97\u3092\u6b63\u78ba\u306b\u7acb\u3066\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u4ee5\u4e0b\u306b\u793a\u3059\u91d1\u984d\u306f\u3001\u4e2d\u898f\u6a21\u306e\u69cb\u6210\u3092\u60f3\u5b9a\u3057\u305f\u76ee\u5b89\u3067\u3001\u5229\u7528\u91cf\u3084\u69cb\u6210\u306b\u3088\u3063\u3066\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-cost-infra\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>LLM API\u5f93\u91cf\u8ab2\u91d1\u3068\u30a4\u30f3\u30d5\u30e9\u8cbb\uff08\u5909\u52d5\u8cbb\u3068\u56fa\u5b9a\u8cbb\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">API\u3084\u5b9f\u884c\u74b0\u5883\u3001\u691c\u7d22\u7528\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u76e3\u8996\u30c4\u30fc\u30eb\u306f\u3001\u305d\u308c\u305e\u308c\u8ab2\u91d1\u306e\u4ed5\u7d44\u307f\u3068\u91d1\u984d\u306e\u5e45\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>LLM API<\/strong>\uff1a\u4e2d\u6838\u3068\u306a\u308b\u5229\u7528\u6599\u306f\u901a\u5e38\u67081\u4e07\u301c10\u4e07\u5186\u3067\u3001\u5927\u898f\u6a21\u904b\u7528\u3067\u306f10\u4e07\u301c100\u4e07\u5186\u898f\u6a21\u3067\u3059\u3002<\/li>\n<li><strong>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9<\/strong>\uff1a\u5546\u7528API\u3092\u4f7f\u3046\u69cb\u6210\u306a\u3089\u3001\u6708\u6570\u5343\u5186\u301c5\u4e07\u5186\u306e\u6c34\u6e96\u3067\u3059\u3002<\/li>\n<li><strong>\u30bb\u30eb\u30d5\u30db\u30b9\u30c8<\/strong>\uff1a\u5e38\u6642\u7a3c\u50cd\u306e\u74b0\u5883\u3092\u7dad\u6301\u3059\u308b\u8cbb\u7528\u3067\u3001\u670810\u4e07\u301c50\u4e07\u5186\u3067\u3059\u3002<\/li>\n<li><strong>\u30d9\u30af\u30c8\u30ebDB<\/strong>\uff1a\u4e2d\u898f\u6a21\u306a\u3089\u67081.2\u4e07\u301c4\u4e07\u5186\u3067\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u3044\u3068\u670810\u4e07\u5186\u3092\u8d85\u3048\u307e\u3059\u3002<\/li>\n<li><strong>\u76e3\u8996\u30c4\u30fc\u30eb<\/strong>\uff1a\u30c8\u30ec\u30fc\u30b9\u3068\u30ed\u30b0\u3092\u76e3\u8996\u3059\u308b\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u3067\u3001\u67083\u4e07\u301c10\u4e07\u5186\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u81ea\u5f8b\u7684\u306b\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u3092\u51e6\u7406\u3059\u308b\u69cb\u6210\u3084\u5927\u898f\u6a21\u904b\u7528\u3067\u306f\u3001\u51e6\u7406\u306e\u6bb5\u968e\u3054\u3068\u306b\u30c8\u30fc\u30af\u30f3\u3092\u6d88\u8cbb\u3059\u308b\u305f\u3081\u3001\u6d88\u8cbb\u91cf\u304c\u81a8\u3089\u307f\u307e\u3059\u3002API\u5229\u7528\u6599\u306f\u5229\u7528\u91cf\u306b\u5fdc\u3058\u3066\u5897\u6e1b\u3059\u308b\u5909\u52d5\u8cbb\u3067\u3001\u51e6\u7406\u306e\u7d44\u307f\u65b9\u306b\u3088\u3063\u3066\u306f\u6025\u5897\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u6700\u9069\u5316\u3092\u6020\u308b\u3068\u8cbb\u7528\u304c\u6307\u6570\u95a2\u6570\u7684\u306b\u5897\u3048\u308b\u304a\u305d\u308c\u304c\u3042\u308a\u3001API\u8cbb\u7528\u3067\u6700\u3082\u6ce8\u610f\u3057\u305f\u3044\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">OSS\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u30b5\u30fc\u30d0\u30fc\u3067\u52d5\u304b\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u3084Kubernetes\u74b0\u5883\u309224\u6642\u9593\u7a3c\u50cd\u3055\u305b\u308b\u5834\u5408\u306f\u3001\u5229\u7528\u91cf\u306b\u304b\u304b\u308f\u3089\u305a\u767a\u751f\u3059\u308b\u56fa\u5b9a\u8cbb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">RAG\u3067\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3059\u308b\u5834\u5408\u306f\u3001\u691c\u7d22\u7528\u306e\u30d9\u30af\u30c8\u30ebDB\uff08\u691c\u7d22\u7528\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff09\u306e\u7dad\u6301\u8cbb\u304c\u52a0\u308f\u308a\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u5897\u3048\u308b\u307b\u3069\u8ca0\u62c5\u3082\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u51fa\u529b\u54c1\u8cea\u306e\u76e3\u8996\u306b\u306f\u3001LangSmith\u306a\u3069\u306e\u30c8\u30ec\u30fc\u30b9\u30fb\u30ed\u30b0\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u305d\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u3082\u6708\u984d\u306b\u898b\u8fbc\u3093\u3067\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-cost-human\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u7cbe\u5ea6\u76e3\u8996\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u6539\u5584\u30fb\u30ca\u30ec\u30c3\u30b8\u66f4\u65b0\u306e\u4eba\u7684\u904b\u7528\u8cbb<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u54c1\u8cea\u3092\u7dad\u6301\u30fb\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u4eba\u7684\u904b\u7528\u8cbb\u306f\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u30a4\u30f3\u30d5\u30e9\u8cbb\u4ee5\u4e0a\u306b\u6708\u984d\u3092\u62bc\u3057\u4e0a\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>AI\u30a8\u30f3\u30b8\u30cb\u30a2<\/strong>\uff1a\u5931\u6557\u4f8b\u306e\u62bd\u51fa\u3084\u6539\u5584\u6848\u306e\u7b56\u5b9a\u3092\u62c5\u3046\u4eba\u4ef6\u8cbb\u3067\u3001\u670820\u4e07\u301c50\u4e07\u5186\u3067\u3059\u3002<\/li>\n<li><strong>\u904b\u7528\u30aa\u30da\u30ec\u30fc\u30bf\u30fc<\/strong>\uff1a\u30ca\u30ec\u30c3\u30b8\u66f4\u65b0\u306e\u7ba1\u7406\u3092\u62c5\u3046\u4eba\u4ef6\u8cbb\u3067\u3001\u670815\u4e07\u301c40\u4e07\u5186\u3067\u3059\u3002<\/li>\n<li><strong>\u66f4\u65b0\u6642\u306e\u8a08\u7b97\u8cbb<\/strong>\uff1a\u6587\u66f8\u66f4\u65b0\u306b\u4f34\u3046\u518d\u30d9\u30af\u30c8\u30eb\u5316\u3068\u7d22\u5f15\u518d\u69cb\u7bc9\u306b\u3001\u67085\u4e07\u301c15\u4e07\u5186\u304b\u304b\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u751f\u6210AI\u306f\u540c\u3058\u5165\u529b\u3067\u3082\u51fa\u529b\u304c\u5909\u308f\u308a\u3046\u308b\u305f\u3081\u3001\u60f3\u5b9a\u5916\u306e\u51fa\u529b\u3092\u62fe\u3044\u7d9a\u3051\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3092\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u904b\u7528\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u306f\u793e\u5185\u8cc7\u6599\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\u65b0\u8cc7\u6599\u306e\u767b\u9332\u3084\u53e4\u3044\u60c5\u5831\u306e\u524a\u9664\u3092\u6020\u308b\u3068\u3001\u56de\u7b54\u306e\u9bae\u5ea6\u3068\u7cbe\u5ea6\u304c\u4e0b\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u4eba\u7684\u904b\u7528\u8cbb\u306f\u3001\u5b89\u5168\u306a\u904b\u7528\u3092\u7d9a\u3051\u308b\u305f\u3081\u306b\u6bce\u6708\u307b\u307c\u4e00\u5b9a\u306b\u304b\u304b\u308b\u8cbb\u7528\u3067\u3059\u3002\u300cAI\u304c\u81ea\u52d5\u3067\u51e6\u7406\u3059\u308b\u304b\u3089\u904b\u7528\u4e0d\u8981\u300d\u3068\u8003\u3048\u308b\u3068\u3001\u54c1\u8cea\u4f4e\u4e0b\u3068\u4e88\u7b97\u8d85\u904e\u306b\u3064\u306a\u304c\u308b\u305f\u3081\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5c0e\u5165\u5f8c\u3082\u4eba\u306e\u624b\u3067\u6539\u5584\u3092\u7d9a\u3051\u308b\u524d\u63d0\u3067\u3001\u904b\u7528\u4f53\u5236\u3068\u4e88\u7b97\u3092\u7d44\u307f\u7acb\u3066\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\n\n<div class=\"wp-block-group article-point-box is-layout-flow wp-block-group-is-layout-flow\" style=\"border-color:#d7edf8;border-width:1px;border-style:solid;border-radius:2px;margin-top:24px;margin-bottom:24px;overflow:hidden;\">\n\n<p class=\"article-point-box__header wp-block-paragraph\" style=\"background-color:#2083c7;color:#fff;text-align:center;padding:10px 12px;margin:0;font-size:18px;line-height:1.5;font-weight:700;\"><strong>\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"background-color:#fff;padding:16px;margin:0;font-size:18px;line-height:1.9;\">API\u5229\u7528\u6599\u306f\u5229\u7528\u91cf\u3067\u5897\u6e1b\u3057\u3001\u30a4\u30f3\u30d5\u30e9\u8cbb\u306f\u69cb\u6210\u306b\u3088\u3063\u3066\u56fa\u5b9a\u8cbb\u306b\u3082\u306a\u308a\u3001\u4eba\u7684\u904b\u7528\u8cbb\u306f\u54c1\u8cea\u3092\u4fdd\u3064\u4f5c\u696d\u306e\u91cf\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002\u3069\u306e\u8cbb\u76ee\u304c\u5927\u304d\u3044\u304b\u306f\u3001\u81ea\u793e\u306e\u5229\u7528\u898f\u6a21\u3068\u904b\u7528\u4f53\u5236\u3092\u57fa\u306b\u5224\u65ad\u3059\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<\/div>\n\n\n\n<h2 id=\"genai-token-optimize\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u30c8\u30fc\u30af\u30f3\u30b3\u30b9\u30c8\u3092\u66b4\u8d70\u3055\u305b\u306a\u3044\u305f\u3081\u306e\u6700\u9069\u5316\u624b\u6cd5<\/strong><\/h2>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u904b\u7528\u8cbb\u306e\u306a\u304b\u3067\u6700\u3082\u7ba1\u7406\u304c\u5fc5\u8981\u306a\u5909\u52d5\u8cbb\u306f\u3001\u30c8\u30fc\u30af\u30f3\u30b3\u30b9\u30c8\u3067\u3059\u3002\u5229\u7528\u91cf\u304c\u5897\u3048\u305f\u307e\u307e\u653e\u7f6e\u3059\u308b\u3068\u3001\u8cbb\u7528\u306f\u6307\u6570\u95a2\u6570\u7684\u306b\u81a8\u3089\u3093\u3067\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5229\u76ca\u7387\u3092\u4fdd\u3064\u306b\u306f\u3001\u8a2d\u8a08\u6bb5\u968e\u3067\u8cbb\u7528\u3092\u6291\u3048\u308b\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u8fbc\u3093\u3067\u304a\u304f\u3053\u3068\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u6b21\u306b\u3001\u5b9f\u52d9\u3067\u4f7f\u3048\u308b\u65b9\u6cd5\u3092\u4e8c\u3064\u306e\u89b3\u70b9\u304b\u3089\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-routing-cache\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u30e2\u30c7\u30eb\u306e\u4f7f\u3044\u5206\u3051\uff08\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\uff09\u3068\u30ad\u30e3\u30c3\u30b7\u30e5\u6d3b\u7528<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u6700\u3082\u52b9\u679c\u304c\u5927\u304d\u3044\u306e\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4f7f\u3044\u5206\u3051\u3067\u3059\u3002\u3059\u3079\u3066\u306e\u51e6\u7406\u306b\u6700\u9ad8\u6027\u80fd\u306eLLM\u3092\u4f7f\u3046\u5fc5\u8981\u306f\u306a\u304f\u3001\u51e6\u7406\u306b\u5408\u3063\u305f\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3053\u3068\u3067\u8cbb\u7528\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>\u30e2\u30c7\u30eb\u306e\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/strong>\uff1a\u51e6\u7406\u5185\u5bb9\u306b\u5fdc\u3058\u305f\u30e2\u30c7\u30eb\u3078\u306e\u632f\u308a\u5206\u3051<\/li>\n<li><strong>\u30ad\u30e3\u30c3\u30b7\u30e5<\/strong>\uff1a\u518d\u554f\u3044\u5408\u308f\u305b\u3092\u6e1b\u3089\u3059\u5de5\u592b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u305f\u3068\u3048\u3070\u3001\u8907\u96d1\u306a\u5224\u65ad\u306b\u306fGPT-4o\u306e\u3088\u3046\u306a\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u307e\u3059\u3002\u4e00\u65b9\u3001\u5358\u7d14\u306a\u6574\u5f62\u3084\u5b9a\u578b\u51fa\u529b\u306b\u306fGPT-4o mini\u306e\u3088\u3046\u306a\u5c0f\u578b\u3067\u4f4e\u30b3\u30b9\u30c8\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3068\u3001\u30c8\u30fc\u30af\u30f3\u5358\u4fa1\u3092\u4e0b\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u4f7f\u3044\u5206\u3051\u306f\u3001\u4eba\u304c\u90fd\u5ea6\u9078\u3070\u305a\u306b\u6e08\u3080\u3088\u3046\u8a2d\u8a08\u6bb5\u968e\u3067\u6c7a\u3081\u3066\u304a\u304f\u3053\u3068\u304c\u3001\u8cbb\u7528\u3092\u6291\u3048\u308b\u7b2c\u4e00\u6b69\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30ad\u30e3\u30c3\u30b7\u30e5\u3082\u6709\u529b\u306a\u624b\u6cd5\u3067\u3059\u3002\u904e\u53bb\u306e\u5fdc\u7b54\u3084RAG\u306e\u691c\u7d22\u7d50\u679c\u3092\u4fdd\u5b58\u3057\u3001\u540c\u3058\u3001\u307e\u305f\u306f\u4f3c\u305f\u8cea\u554f\u306b\u518d\u5229\u7528\u3059\u308b\u3068\u3001\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u3092\u6291\u3048\u306a\u304c\u3089\u5fdc\u7b54\u901f\u5ea6\u3082\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5b9a\u578b\u7684\u306a\u8cea\u554f\u304c\u591a\u3044\u7528\u9014\u307b\u3069\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u52b9\u679c\u306f\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u5f8c\u304b\u3089\u8ffd\u52a0\u3059\u308b\u3068\u6539\u4fee\u8cbb\u304c\u304b\u304b\u308b\u305f\u3081\u3001\u521d\u671f\u8a2d\u8a08\u306e\u6bb5\u968e\u3067\u7d44\u307f\u8fbc\u3093\u3067\u304a\u304f\u306e\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-prompt-retry\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u3068\u30ea\u30c8\u30e9\u30a4\u4e0a\u9650\u30fb\u30b3\u30b9\u30c8\u76e3\u8996<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6574\u7406\u3001\u518d\u8a66\u884c\u306e\u4e0a\u9650\u3001\u5229\u7528\u6599\u306e\u76e3\u8996\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8cbb\u7528\u306e\u6025\u5897\u3092\u9632\u304e\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316<\/strong>\uff1a\u6307\u793a\u3068\u51fa\u529b\u306e\u91cf\u3092\u5fc5\u8981\u6700\u5c0f\u9650\u306b\u7d5e\u308b\u5de5\u592b<\/li>\n<li><strong>\u30ea\u30c8\u30e9\u30a4\u4e0a\u9650<\/strong>\uff1a\u30a8\u30e9\u30fc\u6642\u306e\u518d\u8a66\u884c\u56de\u6570\u306b\u8a2d\u3051\u308b\u4e0a\u9650<\/li>\n<li><strong>\u30b3\u30b9\u30c8\u76e3\u8996<\/strong>\uff1a\u5229\u7528\u6599\u306e\u6025\u5897\u3092\u65e9\u671f\u306b\u898b\u3064\u3051\u308b\u4ed5\u7d44\u307f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u9577\u3044\u6307\u793a\u6587\u3092\u6bce\u56de\u9001\u3089\u305a\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u306b\u7d5e\u3063\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5727\u7e2e\u3057\u307e\u3059\u3002\u51fa\u529b\u5f62\u5f0f\u3082\u6574\u3048\u308b\u3068\u3001\u6d88\u8cbb\u309220\u301c40%\u524a\u6e1b\u3067\u304d\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u8907\u6570\u306eAI\u304c\u81ea\u5f8b\u7684\u306b\u52d5\u304f\u69cb\u6210\u3067\u306f\u3001\u30a8\u30e9\u30fc\u306e\u3042\u3068\u306b\u51e6\u7406\u3092\u7e70\u308a\u8fd4\u3059\u7121\u9650\u30eb\u30fc\u30d7\u304c\u8d77\u304d\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3046\u306a\u308b\u3068\u3001\u4e00\u6669\u3067API\u5229\u7528\u6599\u304c\u6570\u4e07\u5186\u898f\u6a21\u306b\u81a8\u3089\u3080\u30ea\u30b9\u30af\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u305d\u306e\u305f\u3081\u3001\u518d\u8a66\u884c\u306e\u56de\u6570\u306b\u53b3\u683c\u306a\u4e0a\u9650\u3092\u8a2d\u3051\u3066\u304a\u3051\u3070\u3001\u30eb\u30fc\u30d7\u304c\u7d9a\u3044\u3066\u3082\u8cbb\u7528\u306e\u81a8\u3089\u307f\u3092\u6b62\u3081\u3089\u308c\u307e\u3059\u3002\u52a0\u3048\u3066\u3001\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u3068API\u5229\u7528\u6599\u3092\u4e00\u89a7\u3067\u78ba\u8a8d\u3057\u3001\u30a2\u30e9\u30fc\u30c8\u3067\u60f3\u5b9a\u5916\u306e\u5897\u52a0\u3092\u6349\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5de5\u592b\u3068\u5b89\u5168\u7b56\u306f\u3001\u4f7f\u3046\u307b\u3069\u8d64\u5b57\u306b\u306a\u308b\u72b6\u614b\u3092\u9632\u3050\u571f\u53f0\u3067\u3059\u3002\u3053\u3046\u3057\u305f\u5099\u3048\u304c\u3042\u308c\u3070\u3001\u7121\u7406\u306a\u304f\u7d9a\u3051\u3089\u308c\u308b\u8cbb\u7528\u306e\u6c34\u6e96\u3092\u4fdd\u3066\u307e\u3059\u3002<\/p>\n\n\n\n\n\n<div class=\"wp-block-group article-point-box is-layout-flow wp-block-group-is-layout-flow\" style=\"border-color:#d7edf8;border-width:1px;border-style:solid;border-radius:2px;margin-top:24px;margin-bottom:24px;overflow:hidden;\">\n\n<p class=\"article-point-box__header wp-block-paragraph\" style=\"background-color:#2083c7;color:#fff;text-align:center;padding:10px 12px;margin:0;font-size:18px;line-height:1.5;font-weight:700;\"><strong>\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"background-color:#fff;padding:16px;margin:0;font-size:18px;line-height:1.9;\">\u30e2\u30c7\u30eb\u306e\u4f7f\u3044\u5206\u3051\u306f\u3001\u8a2d\u8a08\u6bb5\u968e\u3067\u7d44\u307f\u8fbc\u3080\u307b\u3069\u52b9\u679c\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u5358\u7d14\u306a\u51e6\u7406\u306b\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3092\u4f7f\u308f\u306a\u3044\u3053\u3068\u3092\u3001\u6700\u521d\u306e\u5224\u65ad\u57fa\u6e96\u306b\u3059\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<\/div>\n\n\n\n<h2 id=\"genai-spot-cost\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u30e2\u30c7\u30eb\u9032\u5316\u306b\u8ffd\u968f\u3059\u308b\u30b9\u30dd\u30c3\u30c8\u8cbb\u7528\u3068\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u5bfe\u5fdc<\/strong><\/h2>\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u6708\u984d\u306e\u56fa\u5b9a\u8cbb\u306b\u52a0\u3048\u3066\u3001\u30e2\u30c7\u30eb\u9032\u5316\u306b\u8ffd\u968f\u3059\u308b\u305f\u3081\u306e\u30b9\u30dd\u30c3\u30c8\u8cbb\u7528\u3082\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u306e\u8cbb\u7528\u306f\u3001\u7a81\u767a\u7684\u306b\u751f\u3058\u308b\u5834\u5408\u3068\u3001\u5b9a\u671f\u7684\u306b\u751f\u3058\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">LLM\u306f\u6570\u304b\u6708\u5358\u4f4d\u3067\u65b0\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u767b\u5834\u3059\u308b\u305f\u3081\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306e\u8abf\u6574\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u65b0\u30e2\u30c7\u30eb\u3067\u306f\u6027\u80fd\u5411\u4e0a\u3084\u8cbb\u7528\u4f4e\u4e0b\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u5207\u308a\u66ff\u3048\u306b\u306f\u4f5c\u696d\u3068\u691c\u8a3c\u304c\u4f34\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u66f4\u65b0\u8cbb\u7528\u3092\u4e88\u7b97\u306b\u542b\u3081\u306a\u3044\u3068\u3001\u65e7\u30e2\u30c7\u30eb\u306e\u307e\u307e\u653e\u7f6e\u3055\u308c\u3001\u54c1\u8cea\u3084\u8cbb\u7528\u306e\u9762\u3067\u7af6\u5408\u306b\u898b\u52a3\u308a\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-update-cost\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u30de\u30a4\u30ca\u30fc\uff0f\u30e1\u30b8\u30e3\u30fc\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u65b0\u30e2\u30c7\u30eb\u79fb\u884c\u8cbb\u7528<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u66f4\u65b0\u5bfe\u5fdc\u306f\u30013\u304b\u6708\u3054\u3068\u306e\u8efd\u5fae\u306a\u8abf\u6574\u3068\u3001\u5e741\u56de\u7a0b\u5ea6\u306e\u65b0\u30e2\u30c7\u30eb\u79fb\u884c\u306b\u5206\u3051\u3066\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>\u30de\u30a4\u30ca\u30fc\u66f4\u65b0<\/strong>\uff1a3\u304b\u6708\u306b1\u56de\u7a0b\u5ea6\u30011\u56de30\u4e07\u301c80\u4e07\u5186\u3067\u3059\u3002<\/li>\n<li><strong>\u30e1\u30b8\u30e3\u30fc\u66f4\u65b0<\/strong>\uff1a1\u5e74\u306b1\u56de\u7a0b\u5ea6\u3067\u30011\u56de150\u4e07\u301c300\u4e07\u5186\u306e\u65b0\u30e2\u30c7\u30eb\u79fb\u884c\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30de\u30a4\u30ca\u30fc\u66f4\u65b0\u3067\u306f\u3001\u65b0\u30e2\u30c7\u30eb\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u3069\u3046\u52d5\u304f\u304b\u3092\u78ba\u304b\u3081\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u3092\u5909\u3048\u308b\u3068\u51fa\u529b\u306e\u50be\u5411\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u65e2\u5b58\u306e\u54c1\u8cea\u3092\u4fdd\u3066\u308b\u304b\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30e1\u30b8\u30e3\u30fc\u66f4\u65b0\u3067\u306f\u3001\u65b0\u30e2\u30c7\u30eb\u3078\u5168\u9762\u7684\u306b\u79fb\u884c\u3057\u307e\u3059\u3002\u52a0\u3048\u3066\u3001\u84c4\u7a4d\u3057\u305f\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u56de\u5e30\u30c6\u30b9\u30c8\u3092\u884c\u3044\u3001\u8a55\u4fa1\u6307\u6a19\u3082\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30b9\u30dd\u30c3\u30c8\u8cbb\u7528\u306f\u6bce\u6708\u767a\u751f\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u3001\u5e74\u9593\u3067\u5747\u3057\u3066\u898b\u308b\u3068\u5c0f\u3055\u306a\u984d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u6708\u984d\u306e\u56fa\u5b9a\u8cbb\u30fb\u5909\u52d5\u8cbb\u3068\u306f\u5225\u306b\u5e74\u9593\u306e\u4e88\u7b97\u67a0\u3092\u78ba\u4fdd\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u6700\u65b0\u306b\u4fdd\u3061\u306a\u304c\u3089\u5b89\u5b9a\u3057\u3066\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u5099\u3048\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-api-oss-maintenance\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u5546\u7528API\u3068OSS\u30bb\u30eb\u30d5\u30db\u30b9\u30c8\u3067\u7570\u306a\u308b\u4fdd\u5b88\u8ca0\u8377<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5546\u7528API\u3068OSS\u30bb\u30eb\u30d5\u30db\u30b9\u30c8\u3067\u306f\u3001\u4fdd\u5b88\u3092\u62c5\u3046\u7bc4\u56f2\u3068\u8cbb\u7528\u306e\u6027\u8cea\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>\u5546\u7528API<\/strong>\uff1a\u4fdd\u5b88\u306e\u8ca0\u62c5\u306f\u8efd\u3081\u3067\u3001\u8ab2\u91d1\u306f\u5229\u7528\u91cf\u306b\u5fdc\u3058\u305f\u3082\u306e\u3067\u3059\u3002<\/li>\n<li><strong>OSS\u30bb\u30eb\u30d5\u30db\u30b9\u30c8<\/strong>\uff1a\u56fa\u5b9a\u8cbb\u3068\u4fdd\u5b88\u8ca0\u8377\u306f\u91cd\u3081\u3067\u3001\u5927\u91cf\u5229\u7528\u6642\u306b\u306f\u6709\u5229\u306a\u69cb\u6210\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">OpenAI\u3001Anthropic\u3001Google\u306a\u3069\u306eAPI\u3067\u306f\u3001\u5b66\u7fd2\u3084\u30a4\u30f3\u30d5\u30e9\u306e\u7dad\u6301\u3092\u30d9\u30f3\u30c0\u30fc\u304c\u62c5\u3044\u307e\u3059\u3002\u81ea\u793e\u3067\u884c\u3046\u4fdd\u5b88\u306f\u3001\u65b0\u30e2\u30c7\u30eb\u3078\u306e\u8ffd\u968f\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u8abf\u6574\u304c\u4e2d\u5fc3\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">Llama\u3084Qwen\u306a\u3069\u306eOSS\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u74b0\u5883\u3067\u52d5\u304b\u3059\u5834\u5408\u306f\u3001GPU\u30a4\u30f3\u30d5\u30e9\u306e\u904b\u7528\u30fb\u76e3\u8996\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d1\u30c3\u30c1\u306e\u9069\u7528\u3082\u81ea\u793e\u304c\u62c5\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30bb\u30eb\u30d5\u30db\u30b9\u30c8\u306f\u4fdd\u5b88\u8ca0\u8377\u3068\u8cbb\u7528\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u4ee3\u308f\u308a\u3001\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306b\u51fa\u3055\u305a\u306b\u6e08\u307f\u3001\u5229\u7528\u91cf\u304c\u975e\u5e38\u306b\u591a\u3044\u5834\u5408\u306f\u5f93\u91cf\u8ab2\u91d1\u304b\u3089\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5229\u7528\u898f\u6a21\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u3092\u8e0f\u307e\u3048\u3001\u3069\u3061\u3089\u306e\u4fdd\u5b88\u306e\u5f62\u304c\u7dcf\u4fdd\u6709\u30b3\u30b9\u30c8\u3067\u6709\u5229\u304b\u3092\u898b\u6975\u3081\u307e\u3059\u3002<\/p>\n\n\n\n\n\n<div class=\"wp-block-group article-point-box is-layout-flow wp-block-group-is-layout-flow\" style=\"border-color:#d7edf8;border-width:1px;border-style:solid;border-radius:2px;margin-top:24px;margin-bottom:24px;overflow:hidden;\">\n\n<p class=\"article-point-box__header wp-block-paragraph\" style=\"background-color:#2083c7;color:#fff;text-align:center;padding:10px 12px;margin:0;font-size:18px;line-height:1.5;font-weight:700;\"><strong>\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"background-color:#fff;padding:16px;margin:0;font-size:18px;line-height:1.9;\">\u66f4\u65b0\u8cbb\u7528\u3092\u5e74\u9593\u67a0\u3068\u3057\u3066\u5225\u306b\u78ba\u4fdd\u3057\u3066\u304a\u304f\u3068\u3001\u65e7\u30e2\u30c7\u30eb\u306e\u307e\u307e\u653e\u7f6e\u3055\u308c\u308b\u306e\u3092\u907f\u3051\u3089\u308c\u307e\u3059\u3002\u30de\u30a4\u30ca\u30fc\u66f4\u65b0\u3068\u30e1\u30b8\u30e3\u30fc\u66f4\u65b0\u306e\u6642\u671f\u306f\u3001\u5229\u7528\u3059\u308b\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u72b6\u6cc1\u3092\u898b\u306a\u304c\u3089\u8a08\u753b\u3059\u308b\u3068\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n\n<\/div>\n\n\n\n<h2 id=\"genai-cost-control\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u904b\u7528\u30b3\u30b9\u30c8\u3092\u6291\u3048\u308b\u305f\u3081\u306e\u8a2d\u8a08\u30fb\u5951\u7d04\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/h2>\n\n\n<figure class=\"wp-block-image aligncenter size-full\" style=\"max-width:640px;margin:24px auto;\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"166445\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/image-3-425ab0656df8\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8.webp\" data-orig-size=\"1672,941\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u904b\u7528\u30b3\u30b9\u30c8\u7ba1\u7406\u3067\u78ba\u8a8d\u3059\u308b\u8a2d\u8a08\u3068\u5951\u7d04\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;\u5951\u7d04\u7bc4\u56f2\u3068\u4eba\u306e\u78ba\u8a8d\u65b9\u6cd5\u3092\u4e8b\u524d\u306b\u305d\u308d\u3048\u308b\u69cb\u6210\u3067\u3059\u3002&lt;\/p&gt;\n\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8-1024x576.webp\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8.webp\" alt=\"\u904b\u7528\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u78ba\u8a8d\u9805\u76ee\u3068\u3057\u3066\u3001\u56fa\u5b9a\u8cbb\u3068\u5909\u52d5\u8cbb\u3001\u6708\u6b21\u4fdd\u5b88\u3001\u5225\u6599\u91d1\u306e\u4f5c\u696d\u3001Human-in-the-Loop\u3092\u4e26\u3079\u305f\u56f3\u89e3\u3002\" title=\"\u904b\u7528\u30b3\u30b9\u30c8\u7ba1\u7406\u3067\u78ba\u8a8d\u3059\u308b\u8a2d\u8a08\u3068\u5951\u7d04\" class=\"wp-image-166445\" width=\"1672\" height=\"941\" style=\"display:block;width:100%;height:auto;max-width:640px;\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8.webp 1672w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8-300x169.webp 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8-1024x576.webp 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8-768x432.webp 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/10\/image-3-425ab0656df8-1536x864.webp 1536w\" sizes=\"auto, (max-width: 1672px) 100vw, 1672px\" \/><figcaption class=\"wp-element-caption\" style=\"font-size:12px;line-height:1.6;color:#777;margin-top:8px;text-align:center;\">\u5951\u7d04\u7bc4\u56f2\u3068\u4eba\u306e\u78ba\u8a8d\u65b9\u6cd5\u3092\u4e8b\u524d\u306b\u305d\u308d\u3048\u308b\u69cb\u6210\u3067\u3059\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u8cbb\u7528\u306e\u69cb\u9020\u3092\u8e0f\u307e\u3048\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u3068\u4fdd\u5b88\u5951\u7d04\u306e\u4e21\u9762\u3092\u5de5\u592b\u3059\u308c\u3070\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3092\u73fe\u5b9f\u7684\u306a\u6c34\u6e96\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-fixed-variable\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u56fa\u5b9a\u8cbb\u3068\u5909\u52d5\u8cbb\u306e\u5207\u308a\u5206\u3051\u3068\u4e88\u7b97\u5316<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u8cbb\u7528\u306e\u6027\u8cea\u3092\u5206\u3051\u3066\u628a\u63e1\u3057\u3066\u304a\u304f\u3068\u3001\u898b\u7a4d\u3082\u308a\u3068\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u4e21\u65b9\u306b\u4f7f\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>\u56fa\u5b9a\u8cbb<\/strong>\uff1a\u5e38\u6642\u7a3c\u50cd\u30a4\u30f3\u30d5\u30e9\u3068\u3001\u76e3\u8996\u30fb\u6539\u5584\u3092\u62c5\u3046\u4eba\u4ef6\u8cbb\u3067\u3059\u3002<\/li>\n<li><strong>\u5909\u52d5\u8cbb<\/strong>\uff1aAPI\u5229\u7528\u6599\u3001\u5f93\u91cf\u8ab2\u91d1\u306e\u76e3\u8996\u8cbb\u3001\u518d\u30d9\u30af\u30c8\u30eb\u5316\u8cbb\u3067\u3059\uff08\u518d\u30d9\u30af\u30c8\u30eb\u5316\u8cbb\u306f\u4eba\u7684\u904b\u7528\u8cbb\u306b\u3082\u542b\u3081\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u5909\u52d5\u8cbb\u3068\u3057\u3066\u6271\u3044\u307e\u3059\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u56fa\u5b9a\u8cbb\u306f\u5229\u7528\u91cf\u306b\u304b\u304b\u308f\u3089\u305a\u6bce\u6708\u767a\u751f\u3059\u308b\u305f\u3081\u3001\u4e88\u7b97\u3092\u7acb\u3066\u3084\u3059\u3044\u8cbb\u7528\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u524a\u6e1b\u3059\u308b\u306b\u306f\u904b\u7528\u4f53\u5236\u305d\u306e\u3082\u306e\u3092\u898b\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5909\u52d5\u8cbb\u306f\u5229\u7528\u91cf\u306b\u3088\u3063\u3066\u5897\u6e1b\u3057\u307e\u3059\u3002\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u3067\u5727\u7e2e\u3067\u304d\u308b\u4f59\u5730\u304c\u5927\u304d\u3044\u305f\u3081\u3001\u307e\u305a\u898b\u76f4\u3059\u3079\u304d\u5bfe\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u307e\u305f\u3001\u5909\u52d5\u8cbb\u306f\u5229\u7528\u91cf\u304c\u60f3\u5b9a\u306e2\u500d\u30fb3\u500d\u306b\u306a\u3063\u305f\u5834\u5408\u306e\u91d1\u984d\u3082\u8a66\u7b97\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u5229\u7528\u306e\u62e1\u5927\u306b\u4f34\u3046\u5909\u5316\u3092\u898b\u901a\u305b\u3070\u3001\u6025\u5897\u306b\u5099\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u304b\u3089\u5229\u7528\u3092\u5e83\u3052\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u305f\u3081\u3001\u6bb5\u968e\u3054\u3068\u306e\u8cbb\u7528\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u3001\u4e88\u7b97\u7834\u7dbb\u306e\u9632\u6b62\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"genai-contract-hitl\" class=\"wp-block-heading\" style=\"border-left:4px solid #0693e3; padding-left:12px;\"><strong>\u4fdd\u5b88\u5951\u7d04\u7bc4\u56f2\u3068Human-in-the-Loop\u306b\u3088\u308b\u54c1\u8cea\u7dad\u6301<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u59d4\u8a17\u306e\u7bc4\u56f2\u3092\u660e\u78ba\u306b\u3059\u308b\u3068\u3068\u3082\u306b\u3001Human-in-the-Loop\u3092\u524d\u63d0\u3068\u3057\u305f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u54c1\u8cea\u7dad\u6301\u8cbb\u3092\u6291\u3048\u308b\u3046\u3048\u3067\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\" style=\"padding-left:1.25em;margin-left:0;line-height:1.9;margin:0 0 18px;\">\n<li><strong>\u5951\u7d04\u7bc4\u56f2<\/strong>\uff1a\u6708\u6b21\u4fdd\u5b88\u3068\u5225\u6599\u91d1\u306e\u4f5c\u696d\u306e\u533a\u5206<\/li>\n<li><strong>Human-in-the-Loop<\/strong>\uff1a\u91cd\u8981\u306a\u5224\u65ad\u3084\u5916\u90e8\u51fa\u529b\u306b\u3001\u4eba\u304c\u6700\u7d42\u78ba\u8a8d\u3068\u3057\u3066\u52a0\u308f\u308b\u65b9\u5f0f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u6708\u6b21\u4fdd\u5b88\u306b\u542b\u3081\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5fae\u8abf\u6574\u3001\u30ca\u30ec\u30c3\u30b8\u66f4\u65b0\u3001\u969c\u5bb3\u5bfe\u5fdc\u3068\u3001\u65b0\u30e2\u30c7\u30eb\u79fb\u884c\u3084\u5927\u5e45\u306a\u6a5f\u80fd\u8ffd\u52a0\u306a\u3069\u306e\u5225\u6599\u91d1\u306e\u4f5c\u696d\u3092\u3001\u4e8b\u524d\u306b\u660e\u78ba\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5b8c\u5168\u306a\u81ea\u52d5\u5316\u3092\u76ee\u6307\u3059\u3068\u3001\u60f3\u5b9a\u5916\u306e\u51fa\u529b\u3092\u9632\u3050\u305f\u3081\u306e\u4f5c\u308a\u8fbc\u307f\u306b\u5927\u304d\u306a\u8cbb\u7528\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u91cd\u8981\u306a\u5224\u65ad\u3084\u5916\u90e8\u3078\u306e\u51fa\u529b\u306e\u524d\u306b\u4eba\u304c\u78ba\u8a8d\u3059\u308b\u5f62\u306b\u3059\u308c\u3070\u3001\u904e\u5270\u306a\u4f5c\u308a\u8fbc\u307f\u3092\u907f\u3051\u306a\u304c\u3089\u54c1\u8cea\u3068\u5b89\u5168\u6027\u3092\u4fdd\u3066\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u904b\u7528\u304c\u5b89\u5b9a\u3057\u3001\u5b9f\u7e3e\u3068\u3057\u3066AI\u306e\u4fe1\u983c\u6027\u304c\u7a4d\u307f\u4e0a\u304c\u3063\u305f\u3089\u3001\u4eba\u306e\u78ba\u8a8d\u3092\u6bb5\u968e\u7684\u306b\u6e1b\u3089\u3057\u3066\u3001\u81ea\u52d5\u5316\u306e\u7bc4\u56f2\u3092\u5e83\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u8a2d\u8a08\u3068\u5951\u7d04\u3092\u5de5\u592b\u3057\u3066\u3001\u54c1\u8cea\u3068\u8cbb\u7528\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u53d6\u308c\u305f\u904b\u7528\u6c34\u6e96\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\n\n<div class=\"wp-block-group article-point-box is-layout-flow wp-block-group-is-layout-flow\" style=\"border-color:#d7edf8;border-width:1px;border-style:solid;border-radius:2px;margin-top:24px;margin-bottom:24px;overflow:hidden;\">\n\n<p class=\"article-point-box__header wp-block-paragraph\" style=\"background-color:#2083c7;color:#fff;text-align:center;padding:10px 12px;margin:0;font-size:18px;line-height:1.5;font-weight:700;\"><strong>\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"background-color:#fff;padding:16px;margin:0;font-size:18px;line-height:1.9;\">\u6708\u6b21\u4fdd\u5b88\u3068\u5225\u6599\u91d1\u306e\u4f5c\u696d\u3092\u5148\u306b\u5206\u3051\u3066\u304a\u304f\u3068\u3001\u8ffd\u52a0\u8cbb\u7528\u3092\u3081\u3050\u308b\u884c\u304d\u9055\u3044\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002\u91cd\u8981\u306a\u5224\u65ad\u306f\u4eba\u304c\u78ba\u8a8d\u3059\u308b\u524d\u63d0\u3067\u8a2d\u8a08\u3059\u308b\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n\n<\/div>\n\n\n\n<h2 id=\"genai-cost-summary\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u904b\u7528\u8cbb\u306f\u3001\u5229\u7528\u30fb\u54c1\u8cea\u30fb\u30e2\u30c7\u30eb\u66f4\u65b0\u306e\u4e09\u3064\u306e\u9762\u3067\u7d9a\u3051\u3066\u767a\u751f\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u521d\u671f\u958b\u767a\u8cbb\u3068\u306f\u5225\u306b\u898b\u7a4d\u3082\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u6708\u984d\u306e\u76ee\u5b89\u306f\u3001LLM API\u30671\u4e07\u301c10\u4e07\u5186\uff08\u5927\u898f\u6a21\u904b\u7528\u3067\u306f100\u4e07\u5186\u898f\u6a21\uff09\u3067\u3059\u3002\u5e38\u6642\u7a3c\u50cd\u30a4\u30f3\u30d5\u30e9\u306f10\u4e07\u301c50\u4e07\u5186\u3001\u7cbe\u5ea6\u76e3\u8996\u30c4\u30fc\u30eb\u306f3\u4e07\u301c10\u4e07\u5186\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u4eba\u7684\u904b\u7528\u8cbb\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6539\u5584\u3084\u30ca\u30ec\u30c3\u30b8\u66f4\u65b0\u3092\u542b\u3081\u3066\u6708\u3042\u305f\u308a\u5408\u8a08\u3067\u6570\u5341\u4e07\u5186\u898f\u6a21\u306b\u306a\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u30013\u304b\u6708\u3054\u3068\u306b30\u4e07\u301c80\u4e07\u5186\u3001\u5e741\u56de\u306b150\u4e07\u301c300\u4e07\u5186\u306e\u66f4\u65b0\u8cbb\u7528\u304c\u52a0\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5e74\u9593\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306f\u3001\u521d\u671f\u69cb\u7bc9\u8cbb\u306e20\u301c30%\u304c\u4e00\u822c\u7684\u306a\u76ee\u5b89\u3067\u3059\u3002\u56fa\u5b9a\u8cbb\u3068\u5909\u52d5\u8cbb\u306e\u7ba1\u7406\u3084\u5951\u7d04\u7bc4\u56f2\u306e\u660e\u78ba\u5316\u3082\u3001\u7d99\u7d9a\u3067\u304d\u308b\u8cbb\u7528\u6c34\u6e96\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u8cbb\u7528\u3092\u6291\u3048\u308b\u5de5\u592b\u3068\u3057\u3066\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4f7f\u3044\u5206\u3051\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u3001\u30ea\u30c8\u30e9\u30a4\u4e0a\u9650\u304c\u3042\u308a\u307e\u3059\u3002Human-in-the-Loop\u3067\u54c1\u8cea\u3092\u4fdd\u3061\u306a\u304c\u3089\u904b\u7528\u3059\u308b\u3053\u3068\u3082\u3001\u8cbb\u7528\u3092\u7d99\u7d9a\u53ef\u80fd\u306a\u6c34\u6e96\u306b\u8abf\u6574\u3059\u308b\u52a9\u3051\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u5c0e\u5165\u524d\u306b\u306f\u3001\u524a\u6e1b\u306e\u898b\u8fbc\u307f\u3068\u904b\u7528\u8cbb\u304b\u3089\u640d\u76ca\u5206\u5c90\u70b9\u3092\u8a66\u7b97\u3057\u3001TCO\uff08\u7dcf\u4fdd\u6709\u30b3\u30b9\u30c8\uff09\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u3068\u3001\u6295\u8cc7\u5224\u65ad\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u8cbb\u7528\u3092\u76f8\u8ac7\u3059\u308b\u969b\u306f\u3001\u60f3\u5b9a\u3059\u308b\u7528\u9014\u3068\u5229\u7528\u898f\u6a21\u3092\u5148\u306b\u4f1d\u3048\u3001\u8907\u6570\u306e\u958b\u767a\u4f1a\u793e\u304b\u3089\u898b\u7a4d\u3082\u308a\u3092\u53d6\u308b\u306e\u304c\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:18px;line-height:1.9;margin:0 0 18px;\">\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b<br><a href=\"https:\/\/www.ripla.co.jp\/blog\/ai\/generative-ai-guide\/\" title=\"\">\u30fb\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/p>\n\n\n\n<h2 id=\"company-intro\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u4f1a\u793e\u7d39\u4ecb<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-group is-vertical is-content-justification-stretch is-layout-flex wp-container-core-group-is-layout-898606d5 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">\u682a\u5f0f\u4f1a\u793eripla\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u4e8b\u696d\u30fb\u30e6\u30fc\u30b6\u30fc\u30fb\u696d\u52d9\u306b\u6700\u9069\u5316\u3057\u305f\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u578b\u30b7\u30b9\u30c6\u30e0\u3092\u3001\u69cb\u60f3\u7b56\u5b9a\u30fb\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u958b\u767a\u30fb\u6539\u5584\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u652f\u63f4\u3002\u4e8b\u696d\u4f1a\u793e\u3067IT\u30fbDX\u3092\u7d4c\u9a13\u3057\u305f\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306b\u3088\u308b\u9ad8\u3044\u8981\u4ef6\u5b9a\u7fa9\u529b\u30fb\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u529b\u3092\u6d3b\u304b\u3057\u3001\u4e8b\u696d\u6210\u679c\u306e\u6700\u5927\u5316\u306b\u4f34\u8d70\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-attachment-id=\"48106\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/ripla-ordermade-system-202608\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608.png\" data-orig-size=\"1672,941\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u304a\u5ba2\u69d8\u306b\u6700\u9069\u5316\u3057\u305f\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u578b\u30b7\u30b9\u30c6\u30e0\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1024x576.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1024x576.png\" alt=\"\" class=\"wp-image-48106\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1024x576.png 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-300x169.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-768x432.png 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1536x864.png 1536w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608.png 1672w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"369\" data-attachment-id=\"18450\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/product\/cross-platform-development-guide\/attachment\/%e3%82%b9%e3%82%af%e3%83%aa%e3%83%bc%e3%83%b3%e3%82%b7%e3%83%a7%e3%83%83%e3%83%88-2026-07-07-144340\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340.png\" data-orig-size=\"1325,477\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2026-07-07 144340\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png\" alt=\"\" class=\"wp-image-18450\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-300x108.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-768x276.png 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340.png 1325w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">\u3082\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306b\u95a2\u3059\u308b\u3054\u8981\u671b\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<a href=\"https:\/\/www.ripla.co.jp\/company-whitepaper\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-buttons alignwide is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a0cd93e3 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.ripla.co.jp\/\" style=\"background-color:#0720e3\"><strong>\u682a\u5f0f\u4f1a\u793eripla\u306e\u4f1a\u793eHP\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.ripla.co.jp\/company-whitepaper\" title=\"\">\u30fb\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><br><a href=\"https:\/\/www.ripla.co.jp\/inquiries\" title=\"\">\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><br><a href=\"https:\/\/www.ripla.co.jp\/whitepaper\" title=\"\">\u30fb\u304a\u5f79\u7acb\u3061\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><a href=\"https:\/\/www.ripla.co.jp\/whitepaper\"><img loading=\"lazy\" decoding=\"async\" width=\"967\" height=\"573\" data-attachment-id=\"4184\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/?attachment_id=4184\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" data-orig-size=\"967,573\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2026-02-27 145451\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" alt=\"\" class=\"wp-image-4184\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png 967w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451-300x178.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451-768x455.png 768w\" sizes=\"auto, (max-width: 967px) 100vw, 967px\" \/><\/a><\/figure>\n\n\n\n<div style=\"border:1px solid #d9e2ec; border-radius:12px; padding:24px; background:#f8fbff; margin:32px 0;\">\n<div style=\"font-size:22px; font-weight:bold; margin-bottom:20px; color:#1a1a1a;\">\n    \u57f7\u7b46\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\n  <\/div>\n<div style=\"display:flex; align-items:flex-start; gap:20px; flex-wrap:wrap;\">\n<div style=\"flex:0 0 120px;\">\n      <img decoding=\"async\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/\u30d7\u30ed\u30d5\u753b\u50cf.png\" alt=\"\u5f35\u7530\u8c37\u51cc\u592e\" style=\"width:120px; height:120px; object-fit:cover; border-radius:50%; display:block;\">\n    <\/div>\n<div style=\"flex:1; min-width:240px;\">\n<div style=\"font-size:20px; font-weight:bold; margin-bottom:12px; color:#1a1a1a;\">\n        \u5f35\u7530\u8c37\u51cc\u592e\n      <\/div>\n<p style=\"margin:0; line-height:1.9; color:#333333; font-size:15px;\">\n        \u682a\u5f0f\u4f1a\u793eripla 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