{"id":6955,"date":"2026-04-14T09:40:26","date_gmt":"2026-04-14T00:40:26","guid":{"rendered":"https:\/\/techfun.cc\/?p=6955"},"modified":"2026-04-14T09:40:26","modified_gmt":"2026-04-14T00:40:26","slug":"prompt-caching-introduction","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/prompt-caching-introduction.html","title":{"rendered":"\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u3068\u306f"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>\u751f\u6210AI\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u3068\u3001\u300c\u540c\u3058\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6bce\u56de\u9001\u3063\u3066\u3044\u308b\u300d\u3053\u3068\u306b\u6c17\u3065\u304f\u77ac\u9593\u304c\u3042\u308a\u307e\u3059\u3002\u30e1\u30fc\u30eb\u8981\u7d04\u3001\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u89e3\u6790 \u2015 \u30e6\u30fc\u30b6\u30fc\u5165\u529b\u306f\u6bce\u56de\u5909\u308f\u3063\u3066\u3082\u3001AI\u3078\u306e\u6307\u793a\u3084\u30b9\u30ad\u30fc\u30de\u5b9a\u7fa9\u306f\u56fa\u5b9a\u3067\u3042\u308b\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002\u3053\u306e\u300c\u6bce\u56de\u540c\u3058\u90e8\u5206\u300d\u3092\u8ce2\u304f\u518d\u5229\u7528\u3059\u308b\u4ed5\u7d44\u307f\u304c<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5<\/strong>\u3067\u3059\u3002OpenAI\u3067\u306f\u81ea\u52d5\u7684\u306b\u9069\u7528\u3055\u308c\u3001\u30b3\u30fc\u30c9\u5909\u66f4\u306a\u3057\u3067\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u898b\u8fbc\u3081\u307e\u3059\uff08<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/prompt-caching\" class=\"Ext\">OpenAI\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\uff09\u3002<br \/>\n\u672c\u8a18\u4e8b\u3067\u306f\u3001OpenAI\u3092\u4e2d\u5fc3\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u4ed5\u7d44\u307f\u3068\u8a2d\u8a08\u306e\u30b3\u30c4\u3092\u89e3\u8aac\u3057\u3001Claude\u30fbGemini\u3067\u306e\u5bfe\u5fdc\u72b6\u6cc1\u3082\u6bd4\u8f03\u3057\u307e\u3059\u3002\u307e\u305f\u3001Structured Output\u3068\u306e\u76f8\u6027\u3084\u3001\u5b9f\u52d9\u3067\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3082\u89e6\u308c\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u904e\u53bb\u306bStructured Outputs\u306e\u57fa\u672c\u3092\u6271\u3063\u305f\u8a18\u4e8b\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u4f75\u305b\u3066\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/structured-outputs-basics-and-practice.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/03\/structured-outputs-basics-and-practice-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Structured Outputs\u306e\u57fa\u672c\u3068\u5b9f\u8df5<\/div><\/div><\/a>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u306f<\/h3>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u306f\u3001API\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5165\u529b\u30c8\u30fc\u30af\u30f3\u306e\u3046\u3061\u3001<strong>\u524d\u56de\u3068\u540c\u3058\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\uff08\u5148\u982d\u90e8\u5206\uff09\u3092\u30b5\u30fc\u30d0\u30fc\u5074\u3067\u518d\u5229\u7528\u3059\u308b\u4ed5\u7d44\u307f<\/strong>\u3067\u3059\u3002OpenAI\u3084Anthropic\u3067\u306f\u300cPrompt Caching\u300d\u3001Google\u3067\u306f\u300cContext Caching\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\uff09\u300d\u3068\u547c\u3070\u308c\u3066\u304a\u308a\u3001\u30d9\u30f3\u30c0\u30fc\u306b\u3088\u3063\u3066\u540d\u79f0\u306f\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u306f\u5171\u901a\u3057\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u7dcf\u79f0\u3068\u3057\u3066\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u300d\u3068\u8868\u8a18\u3057\u307e\u3059\u3002<br \/>\n\u901a\u5e38\u3001LLM\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u3054\u3068\u306b\u3059\u3079\u3066\u306e\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30c4\u30fc\u30eb\u5b9a\u7fa9\u306a\u3069\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u9593\u3067\u5909\u308f\u3089\u306a\u3044\u90e8\u5206\u3092\u6bce\u56de\u30bc\u30ed\u304b\u3089\u51e6\u7406\u3059\u308b\u306e\u306f\u7121\u99c4\u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u3001\u3053\u306e\u5171\u901a\u90e8\u5206\u306e\u51e6\u7406\u7d50\u679c\uff08\u5185\u90e8\u7684\u306b\u306fKV\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u547c\u3070\u308c\u308b\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u306e\u4e2d\u9593\u30c7\u30fc\u30bf\uff09\u3092\u30b5\u30fc\u30d0\u30fc\u306b\u4fdd\u6301\u3057\u3001\u6b21\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u518d\u5229\u7528\u3057\u307e\u3059\u3002<br \/>\n\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304f\u306e\u306f<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u304b\u3089\u4e00\u81f4\u3059\u308b\u90e8\u5206\u3060\u3051<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u9014\u4e2d\u3084\u672b\u5c3e\u304c\u540c\u3058\u3067\u3082\u3001\u5148\u982d\u304c\u7570\u306a\u308c\u3070\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u52b9\u304d\u307e\u305b\u3093\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/04\/prompt-cache-concept.png\" alt=\"\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6982\u5ff5\u56f3\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u5148\u982d\u306e\u5171\u901a\u90e8\u5206\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u30012\u56de\u76ee\u4ee5\u964d\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u306f\u518d\u5229\u7528\u3055\u308c\u308b<\/div>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">OpenAI\u306b\u304a\u3051\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u4ed5\u7d44\u307f<\/h3>\n<p>OpenAI\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306f<strong>\u81ea\u52d5\u7684\u306b\u52d5\u4f5c<\/strong>\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u5909\u66f4\u3084\u660e\u793a\u7684\u306a\u8a2d\u5b9a\u306f\u4e0d\u8981\u3067\u3059\u3002<\/p>\n<h4 id=\"section-3-1\" class=\"Heading Title Title--s\">\u52d5\u4f5c\u306e\u6d41\u308c<\/h4>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <strong>\u30ad\u30e3\u30c3\u30b7\u30e5\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/strong><\/p>\n<div class=\"List-description\">\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u90e8\u5206\uff08\u901a\u5e38256\u30c8\u30fc\u30af\u30f3\uff09\u306e\u30cf\u30c3\u30b7\u30e5\u304b\u3089\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u30b5\u30fc\u30d0\u30fc\u3092\u6c7a\u5b9a<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>\u30ad\u30e3\u30c3\u30b7\u30e5\u691c\u7d22<\/strong><\/p>\n<div class=\"List-description\">\u305d\u306e\u30b5\u30fc\u30d0\u30fc\u4e0a\u306b\u4e00\u81f4\u3059\u308b\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u304c\u3042\u308b\u304b\u78ba\u8a8d<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>\u30ad\u30e3\u30c3\u30b7\u30e5\u30d2\u30c3\u30c8<\/strong><\/p>\n<div class=\"List-description\">\u4e00\u81f4\u3059\u308c\u3070\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u518d\u5229\u7528\uff08\u30ec\u30a4\u30c6\u30f3\u30b7\u30fb\u30b3\u30b9\u30c8\u524a\u6e1b\uff09<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>\u30ad\u30e3\u30c3\u30b7\u30e5\u30df\u30b9<\/strong><\/p>\n<div class=\"List-description\">\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u901a\u5e38\u51e6\u7406\u3057\u3001\u7d50\u679c\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u4fdd\u5b58<\/div>\n<\/li>\n<\/ol>\n<h4 id=\"section-3-2\" class=\"Heading Title Title--s\">\u6761\u4ef6\u3068\u5236\u7d04<\/h4>\n<table class=\"Base-table\">\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u5185\u5bb9<\/th>\n<\/tr>\n<tr>\n<td>\u6700\u5c0f\u30c8\u30fc\u30af\u30f3\u6570<\/td>\n<td>1,024\u30c8\u30fc\u30af\u30f3\u4ee5\u4e0a<\/td>\n<\/tr>\n<tr>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u4fdd\u6301\u671f\u9593\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\uff09<\/td>\n<td>5\u301c10\u5206\uff08\u6700\u59271\u6642\u9593\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u4fdd\u6301\u671f\u9593\uff08\u62e1\u5f35\uff09<\/td>\n<td>\u6700\u592724\u6642\u9593\uff08\u5bfe\u5fdc\u30e2\u30c7\u30eb\u306b\u5236\u9650\u3042\u308a\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u30c8\u30fc\u30af\u30f3\u6599\u91d1<\/td>\n<td>\u901a\u5e38\u5165\u529b\u306e75\u301c90%\u30aa\u30d5\uff08\u81ea\u52d5\u9069\u7528\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5bfe\u5fdc\u30e2\u30c7\u30eb<\/td>\n<td>gpt-5.x \/ gpt-4.1 \u306a\u3069<\/td>\n<\/tr>\n<\/table>\n<h4 id=\"section-3-3\" class=\"Heading Title Title--s\">\u30ad\u30e3\u30c3\u30b7\u30e5\u5bfe\u8c61<\/h4>\n<p>\u4ee5\u4e0b\u306e\u8981\u7d20\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u5404\u30e1\u30c3\u30bb\u30fc\u30b8\uff08\u30b7\u30b9\u30c6\u30e0\u3001\u30e6\u30fc\u30b6\u30fc\u3001\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff09<\/li>\n<li class=\"Base-list__child\">\u30c4\u30fc\u30eb\u5b9a\u7fa9<\/li>\n<li class=\"Base-list__child\">\u753b\u50cf<\/li>\n<li class=\"Base-list__child\">Structured Output\u306e\u30b9\u30ad\u30fc\u30de\u5b9a\u7fa9<\/li>\n<\/ul>\n<h4 id=\"section-3-4\" class=\"Heading Title Title--s\">\u30ad\u30e3\u30c3\u30b7\u30e5\u30d2\u30c3\u30c8\u306e\u78ba\u8a8d\u65b9\u6cd5<\/h4>\n<p>API\u30ec\u30b9\u30dd\u30f3\u30b9\u306e <span class=\"Post-inline\">usage<\/span> \u30d5\u30a3\u30fc\u30eb\u30c9\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"Pre-title\">python<\/div>\n<pre class=\"Copy\"><code>\r\n# \u30ec\u30b9\u30dd\u30f3\u30b9\u306e usage \u304b\u3089 cached_tokens \u3092\u53d6\u5f97\r\nusage = response.usage\r\nprint(f&quot;\u5165\u529b\u30c8\u30fc\u30af\u30f3: {usage.input_tokens}&quot;)\r\nprint(f&quot;\u30ad\u30e3\u30c3\u30b7\u30e5\u30c8\u30fc\u30af\u30f3: {usage.input_tokens_details.cached_tokens}&quot;)\r\n<\/code><\/pre>\n<p><span class=\"Post-inline\">cached_tokens<\/span> \u304c 0 \u3088\u308a\u5927\u304d\u3051\u308c\u3070\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u610f\u8b58\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08<\/h3>\n<p>\u30ad\u30e3\u30c3\u30b7\u30e5\u306f<strong>\u5148\u982d\u304b\u3089\u306e\u5b8c\u5168\u4e00\u81f4<\/strong>\u3067\u5224\u5b9a\u3055\u308c\u308b\u305f\u3081\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u69cb\u6210\u9806\u5e8f\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h4 id=\"section-4-1\" class=\"Heading Title Title--s\">\u57fa\u672c\u539f\u5247\uff1a\u9759\u7684\u306a\u5185\u5bb9\u3092\u524d\u306b\u3001\u52d5\u7684\u306a\u5185\u5bb9\u3092\u5f8c\u306b<\/h4>\n<p>\u56fa\u5b9a\u90e8\u5206\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u306b\u96c6\u3081\u308b\u3053\u3068\u3067\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u5bfe\u8c61\u3092\u6700\u5927\u5316\u3067\u304d\u307e\u3059\u3002<br \/>\n\u5177\u4f53\u7684\u306a\u8a2d\u8a08\u6307\u91dd\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u914d\u7f6e<\/th>\n<th>\u5185\u5bb9\u306e\u4f8b<\/th>\n<\/tr>\n<tr>\n<td>\u524d\u534a\uff08\u56fa\u5b9a\uff09<\/td>\n<td>\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u51fa\u529b\u30eb\u30fc\u30eb\u3001Few-shot\u306e\u4f8b\u3001\u30c4\u30fc\u30eb\u5b9a\u7fa9\u3001\u30b9\u30ad\u30fc\u30de\u5b9a\u7fa9<\/td>\n<\/tr>\n<tr>\n<td>\u5f8c\u534a\uff08\u53ef\u5909\uff09<\/td>\n<td>\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3001\u30bb\u30c3\u30b7\u30e7\u30f3ID\u3001\u305d\u306e\u4ed6\u52d5\u7684\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8<\/td>\n<\/tr>\n<\/table>\n<h4 id=\"section-4-2\" class=\"Heading Title Title--s\">\u3084\u308a\u304c\u3061\u306aNG\u4f8b<\/h4>\n<p>\u305f\u3068\u3048\u3070\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3092\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u306b\u5165\u308c\u3066\u3057\u307e\u3046\u3068\u3001\u6bce\u56de\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u304c\u5909\u308f\u308a\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304d\u307e\u305b\u3093\u3002\u3082\u3061\u308d\u3093\u3001\u6587\u8108\u3092\u4fdd\u3064\u305f\u3081\u306b\u5909\u52d5\u3059\u308b\u5024\u3092\u5148\u982d\u4ed8\u8fd1\u306b\u914d\u7f6e\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068\u3082\u3042\u308b\u306e\u3067\u30b1\u30fc\u30b9\u30d0\u30a4\u30b1\u30fc\u30b9\u3067\u3059\u304c\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u610f\u8b58\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u6975\u529b\u524d\u534a\u306f\u9759\u7684\u306a\u6587\u7ae0\u3067\u307e\u3068\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/04\/prompt-design-ng-vs-ok.png\" alt=\"NG\u4f8b\u3068\u826f\u3044\u4f8b\u306e\u6bd4\u8f03\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u52d5\u7684\u306a\u5024\uff08\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u306a\u3069\uff09\u3092\u5148\u982d\u306b\u7f6e\u304f\u3068\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304b\u306a\u3044\u3002\u672b\u5c3e\u306b\u79fb\u52d5\u3059\u308b\u3060\u3051\u3067\u6539\u5584\u3067\u304d\u308b<\/div>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">\u30c7\u30e2\uff1a\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u52b9\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n<p>\u5b9f\u969b\u306bOpenAI API\u3092\u4f7f\u3063\u3066\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30e1\u30fc\u30eb\u8981\u7d04\u3092\u884c\u3046\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7528\u610f\u3057\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u306e <span class=\"Post-inline\">cached_tokens<\/span> \u3092\u89b3\u5bdf\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-1\" class=\"Heading Title Title--s\">\u5b9f\u9a13\u306e\u69cb\u6210<\/h4>\n<p>\u4eca\u56de\u306f2\u3064\u306e\u30d1\u30bf\u30fc\u30f3\u3067\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u30d1\u30bf\u30fc\u30f3<\/th>\n<th>\u7279\u5fb4<\/th>\n<\/tr>\n<tr>\n<td>A. <span class=\"Post-inline\">instructions<\/span> \u3067\u6307\u793a<\/td>\n<td>Responses API\u306e <span class=\"Post-inline\">instructions<\/span> \u306b\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6e21\u3059<\/td>\n<\/tr>\n<tr>\n<td>B. Structured Output\u4ed8\u304d<\/td>\n<td>Pydantic\u30b9\u30ad\u30fc\u30de\u3092 <span class=\"Post-inline\">text_format<\/span> \u3067\u6307\u5b9a<\/td>\n<\/tr>\n<\/table>\n<h4 id=\"section-5-2\" class=\"Heading Title Title--s\">\u30d1\u30bf\u30fc\u30f3A: instructions \u3067\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6e21\u3059<\/h4>\n<p>\u6700\u3082\u30b7\u30f3\u30d7\u30eb\u306a\u65b9\u6cd5\u3067\u3059\u3002Responses API \u306e <span class=\"Post-inline\">instructions<\/span> \u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3001<span class=\"Post-inline\">input<\/span> \u306b\u30e1\u30fc\u30eb\u672c\u6587\u3092\u6e21\u3057\u307e\u3059\u3002<\/p>\n<div class=\"Pre-title\">cache_test_no_setting.py<\/div>\n<pre class=\"Copy\"><code>\r\ndef main() -&gt; None:\r\n    client: OpenAI = OpenAI(api_key=os.getenv(&quot;OPENAI_API_KEY&quot;))\r\n\r\n    instructions: str = &quot;&quot;&quot;\\\r\n\u3042\u306a\u305f\u306f\u793e\u5185\u30e1\u30fc\u30eb\u8981\u7d04\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\r\n\u4ee5\u4e0b\u306e\u30eb\u30fc\u30eb\u3092\u53b3\u5b88\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n...\uff08\u7701\u7565\uff09...\r\n&quot;&quot;&quot;\r\n\r\n    mail_body: str = &quot;&quot;&quot;\\\r\n\u5c71\u7530\u69d8\r\n\u304a\u75b2\u308c\u3055\u307e\u3067\u3059\u3002\r\n4\u670810\u65e5\u306e\u9867\u5ba2\u5411\u3051\u30c7\u30e2\u306b\u5411\u3051\u3066\u3001\u4ee5\u4e0b\u3092\u4eca\u9031\u4e2d\u306b\u6574\u7406\u3057\u305f\u3044\u3067\u3059\u3002\r\n...\uff08\u7701\u7565\uff09...\r\n&quot;&quot;&quot;\r\n    \r\n    response = client.responses.create(\r\n        model=&quot;gpt-5.4-mini&quot;,\r\n        instructions=instructions,\r\n        input=mail_body,\r\n    )\r\n<\/code><\/pre>\n<h4 id=\"section-5-3\" class=\"Heading Title Title--s\">\u30d1\u30bf\u30fc\u30f3B: Structured Output\u4ed8\u304d<\/h4>\n<p>Pydantic\u3067\u30b9\u30ad\u30fc\u30de\u3092\u5b9a\u7fa9\u3057\u3001<span class=\"Post-inline\">text_format<\/span> \u3067\u6e21\u3059\u30d1\u30bf\u30fc\u30f3\u3067\u3059\u3002\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306b <span class=\"Post-inline\">Field(&#8230;)<\/span> \u3067\u8a73\u7d30\u306a <span class=\"Post-inline\">description<\/span> \u3092\u4ed8\u3051\u3066\u3044\u307e\u3059\u3002<br \/>\n\u306a\u304a\u3001\u610f\u56f3\u7684\u306b\u5404 <span class=\"Post-inline\">description<\/span> \u3092\u9577\u3081\u306b\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059<\/p>\n<div class=\"Pre-title\">cache_test_structured_output.py<\/div>\n<pre class=\"Copy\"><code>\r\nfrom pydantic import BaseModel, Field\r\n\r\nclass ActionItem(BaseModel):\r\n    assignee: str = Field(\r\n        ...,\r\n        description=&quot;\u30bf\u30b9\u30af\u306e\u62c5\u5f53\u8005\u540d\u3002\u30e1\u30fc\u30eb\u672c\u6587\u4e2d\u306b\u660e\u8a18\u3055\u308c\u3066\u3044\u308b\u62c5\u5f53\u8005\u3092\u305d\u306e\u307e\u307e\u62bd\u51fa\u3059\u308b\u3002\u4e0d\u660e\u306a\u5834\u5408\u306f &#x27;\u672a\u5b9a&#x27; \u3068\u3059\u308b&quot;,\r\n    )\r\n    deadline: str = Field(\r\n        ...,\r\n        description=&quot;\u30bf\u30b9\u30af\u306e\u671f\u9650\u3002\u65e5\u4ed8\u304c\u660e\u8a18\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f &#x27;YYYY-MM-DD&#x27; \u5f62\u5f0f\u3067\u62bd\u51fa\u3057\u3001\u5348\u524d\u30fb\u5348\u5f8c\u306a\u3069\u306e\u6307\u5b9a\u304c\u3042\u308c\u3070\u4f75\u8a18\u3059\u308b\u3002\u671f\u9650\u306e\u8a18\u8f09\u304c\u306a\u3044\u5834\u5408\u306f &#x27;\u671f\u9650\u306a\u3057&#x27; \u3068\u3059\u308b&quot;,\r\n    )\r\n    content: str = Field(\r\n        ...,\r\n        description=&quot;\u30bf\u30b9\u30af\u306e\u5177\u4f53\u7684\u306a\u5185\u5bb9\u3002\u30e1\u30fc\u30eb\u672c\u6587\u304b\u3089\u4f9d\u983c\u4e8b\u9805\u3092\u7c21\u6f54\u306b\u8981\u7d04\u3057\u3001\u66d6\u6627\u306a\u8868\u73fe\u306f\u539f\u6587\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u4fdd\u3063\u305f\u307e\u307e\u8a18\u8f09\u3059\u308b&quot;,\r\n    )\r\n\r\nclass MailSummary(BaseModel):\r\n    three_line_summary: list[str] = Field(\r\n        ...,\r\n        description=&quot;\u30e1\u30fc\u30eb\u5168\u4f53\u306e\u8981\u70b9\u30923\u884c\u3067\u7c21\u6f54\u306b\u307e\u3068\u3081\u305f\u30ea\u30b9\u30c8\u3002\u5404\u884c\u306f1\u6587\u3067\u5b8c\u7d50\u3055\u305b\u3001\u4f9d\u983c\u306e\u80cc\u666f\u30fb\u4e3b\u306a\u4f5c\u696d\u5185\u5bb9\u30fb\u671f\u9650\u3084\u30ea\u30b9\u30af\u306e\u9806\u3067\u69cb\u6210\u3059\u308b&quot;,\r\n    )\r\n    key_points: list[str] = Field(\r\n        ...,\r\n        description=&quot;\u30e1\u30fc\u30eb\u5185\u306e\u91cd\u8981\u30dd\u30a4\u30f3\u30c8\u3092\u7b87\u6761\u66f8\u304d\u3067\u62bd\u51fa\u3057\u305f\u30ea\u30b9\u30c8\u3002\u610f\u601d\u6c7a\u5b9a\u4e8b\u9805\u3001\u5236\u7d04\u6761\u4ef6\u3001\u6ce8\u610f\u3059\u3079\u304d\u30eb\u30fc\u30eb\u306a\u3069\u3001\u898b\u843d\u3068\u3059\u3068\u554f\u984c\u306b\u306a\u308b\u60c5\u5831\u3092\u512a\u5148\u7684\u306b\u542b\u3081\u308b&quot;,\r\n    )\r\n    action_items: list[ActionItem] = Field(\r\n        ...,\r\n        description=&quot;\u30e1\u30fc\u30eb\u304b\u3089\u62bd\u51fa\u3057\u305f\u30a2\u30af\u30b7\u30e7\u30f3\u30a2\u30a4\u30c6\u30e0\u306e\u30ea\u30b9\u30c8\u3002\u62c5\u5f53\u8005\u30fb\u671f\u9650\u30fb\u5185\u5bb9\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u69cb\u9020\u5316\u3057\u3001\u8907\u6570\u306e\u4f9d\u983c\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u306f\u305d\u308c\u305e\u308c\u500b\u5225\u306e\u8981\u7d20\u3068\u3057\u3066\u5206\u96e2\u3059\u308b&quot;,\r\n    )\r\n    notes: list[str] = Field(\r\n        ...,\r\n        description=&quot;\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u6cd5\u52d9\u3001\u500b\u4eba\u60c5\u5831\u306b\u95a2\u308f\u308b\u6ce8\u610f\u4e8b\u9805\u306e\u30ea\u30b9\u30c8\u3002\u9867\u5ba2\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u5236\u9650\u3001\u793e\u5916\u5171\u6709\u306e\u53ef\u5426\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u4e0a\u306e\u61f8\u5ff5\u306a\u3069\u3001\u672c\u6587\u4e2d\u306b\u8a72\u5f53\u3059\u308b\u8a18\u8ff0\u304c\u3042\u308c\u3070\u62bd\u51fa\u3059\u308b&quot;,\r\n    )\r\n<\/code><\/pre>\n<div class=\"Pre-title\">python<\/div>\n<pre class=\"Copy\"><code>\r\n    # Structured Output \u3092\u6307\u5b9a\u3057\u3066\u547c\u3073\u51fa\u3057\r\n    response = client.responses.parse(\r\n        model=&quot;gpt-5.4-mini&quot;,\r\n        instructions=instructions,\r\n        input=mail_body,\r\n        text_format=MailSummary,\r\n    )\r\n<\/code><\/pre>\n<h4 id=\"section-5-4\" class=\"Heading Title Title--s\">\u5b9f\u9a13\u7d50\u679c<\/h4>\n<p>\u5404\u30d1\u30bf\u30fc\u30f3\u3092\u77ed\u3044\u9593\u9694\u3067\u8907\u6570\u56de\u5b9f\u884c\u3057\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u30d2\u30c3\u30c8\u6642\u306e\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u30d1\u30bf\u30fc\u30f3<\/th>\n<th>input_tokens<\/th>\n<th>cached_tokens<\/th>\n<\/tr>\n<tr>\n<td>A. <span class=\"Post-inline\">instructions<\/span><\/td>\n<td>1,545<\/td>\n<td>1,280<\/td>\n<\/tr>\n<tr>\n<td>B. Structured Output\u4ed8\u304d<\/td>\n<td>3,059<\/td>\n<td>2,816<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u7279\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u8a2d\u5b9a\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u3053\u3068\u306a\u304f\u3001\u7c21\u5358\u306b\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<br \/>\n\u306a\u304a\u3001\u5168\u304f\u540c\u3058\u6587\u8a00\u3092\u9001\u3063\u3066\u3082\u3001input_tokens\u306e\u3059\u3079\u3066\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3001\u3068\u3044\u3046\u3053\u3068\u3082\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">Structured Output\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5<\/h3>\n<p>OpenAI\u306eStructured Output\uff08<span class=\"Post-inline\">response_format<\/span> \u3084 <span class=\"Post-inline\">text_format<\/span> \u3067 JSON Schema \u3092\u6307\u5b9a\u3059\u308b\u6a5f\u80fd\uff09\u3092\u4f7f\u3046\u5834\u5408\u3001<strong>\u30b9\u30ad\u30fc\u30de\u5b9a\u7fa9\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u306b\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3068\u3057\u3066\u8ffd\u52a0\u3055\u308c\u307e\u3059<\/strong>\u3002<br \/>\nStructured Output\u306f\u30b7\u30b9\u30c6\u30e0\u306b\u751f\u6210AI\u3092\u7d44\u307f\u8fbc\u3080\u4e0a\u3067\u91cd\u8981\u306a\u6280\u8853\u3067\u3042\u308a\u3001\u3053\u308c\u306f\u5b9f\u52d9\u4e0a\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\"><strong>\u30b9\u30ad\u30fc\u30de\u304c\u540c\u3058\u306a\u3089\u3001\u6307\u793a\u3092\u5fae\u8abf\u6574\u3057\u3066\u3082\u30b9\u30ad\u30fc\u30de\u90e8\u5206\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u52b9\u304d\u7d9a\u3051\u308b<\/strong><\/li>\n<li class=\"Base-list__child\">Field(description=&#8230;) \u306b\u62bd\u51fa\u30eb\u30fc\u30eb\u3084\u51fa\u529b\u5f62\u5f0f\u306e\u8a73\u7d30\u3092\u66f8\u3044\u3066\u304a\u3051\u3070\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6307\u793a\u3092\u4e00\u90e8\u30b9\u30ad\u30fc\u30de\u5074\u306b\u79fb\u305b\u308b<\/li>\n<li class=\"Base-list__child\">\u30b9\u30ad\u30fc\u30de\u5074\u306b\u5bc4\u305b\u305f\u6307\u793a\u306f<strong>\u6700\u3082\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304d\u3084\u3059\u3044\u30dd\u30b8\u30b7\u30e7\u30f3<\/strong>\u306b\u914d\u7f6e\u3055\u308c\u308b<\/li>\n<\/ul>\n<p>\u30e1\u30fc\u30eb\u304b\u3089\u306e\u60c5\u5831\u62bd\u51fa\u306e\u3088\u3046\u306b\u30b9\u30ad\u30fc\u30de\u304c\u56fa\u5b9a\u3067\u5165\u529b\u3060\u3051\u304c\u5909\u308f\u308b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306f\u3082\u3061\u308d\u3093\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u52d5\u7684\u306b\u5909\u308f\u308b\u30b1\u30fc\u30b9\u3067\u3082\u3001\u30b9\u30ad\u30fc\u30de\u90e8\u5206\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u5b89\u5b9a\u3057\u3066\u52b9\u304f\u3053\u3068\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"section-7\" class=\"Heading Title Title--m\">\u5404\u30d9\u30f3\u30c0\u30fc\u306e\u6bd4\u8f03<\/h3>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u4ed5\u7d44\u307f\u306f\u30d9\u30f3\u30c0\u30fc\u3054\u3068\u306b\u7570\u306a\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u4e3b\u8981\u306a\u9055\u3044\u3092\u307e\u3068\u3081\u307e\u3057\u305f\uff08<a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/prompt-caching\" class=\"Ext\">OpenAI\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a> \u3001<a href=\"https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/prompt-caching\" class=\"Ext\">Anthropic\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a> \u3001<a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/caching\" class=\"Ext\">Google AI\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a> \uff09\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u6bd4\u8f03\u8ef8<\/th>\n<th>OpenAI<\/th>\n<th>Claude<\/th>\n<th>Gemini<\/th>\n<\/tr>\n<tr>\n<td>\u9069\u7528\u6761\u4ef6<\/td>\n<td>\u81ea\u52d5\uff08\u8a2d\u5b9a\u4e0d\u8981\uff09<\/td>\n<td>\u660e\u793a\u8a2d\u5b9a\u304c\u5fc5\u8981<\/td>\n<td>\u81ea\u52d5\uff082.5\u4ee5\u964d\uff09 \/ \u660e\u793a\u8a2d\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u5c0f\u30c8\u30fc\u30af\u30f3\u6570<\/td>\n<td>1,024<\/td>\n<td>1,024\u301c4,096\uff08\u30e2\u30c7\u30eb\u306b\u3088\u308b\uff09<\/td>\n<td>1,024\u301c4,096\uff08\u30e2\u30c7\u30eb\u306b\u3088\u308b\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u4fdd\u6301\u671f\u9593<\/td>\n<td>5\u301c10\u5206\uff08\u62e1\u5f35: \u6700\u592724\u6642\u9593\uff09<\/td>\n<td>5\u5206 \/ 1\u6642\u9593<\/td>\n<td>\u81ea\u52d5\u7ba1\u7406 \/ TTL\u3067\u6307\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u4fdd\u5b58\u6599\u91d1<\/td>\n<td>\u7121\u6599<\/td>\n<td>\u57fa\u672c\u5165\u529b\u306e1.25\u500d\uff085\u5206\uff09 \/ 2\u500d\uff081\u6642\u9593\uff09<\/td>\n<td>\u6697\u9ed9\u7684: \u7121\u6599 \/ \u660e\u793a\u7684: \u30b9\u30c8\u30ec\u30fc\u30b8\u8cbb\u7528\u3042\u308a<\/td>\n<\/tr>\n<tr>\n<td>\u30ad\u30e3\u30c3\u30b7\u30e5\u8aad\u307f\u53d6\u308a\u6599\u91d1<\/td>\n<td>\u57fa\u672c\u5165\u529b\u306e0.1\u301c0.25\u500d\uff0875\u301c90%\u30aa\u30d5\uff09<\/td>\n<td>\u57fa\u672c\u5165\u529b\u306e0.1\u500d\uff0890%\u30aa\u30d5\uff09<\/td>\n<td>\u57fa\u672c\u5165\u529b\u306e0.1\u500d\uff0890%\u30aa\u30d5\uff09<\/td>\n<\/tr>\n<\/table>\n<p>OpenAI\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u66f8\u304d\u8fbc\u307f\u304c\u7121\u6599\u3067\u81ea\u52d5\u9069\u7528\u3055\u308c\u308b\u305f\u3081\u3001\u6700\u3082\u624b\u8efd\u306b\u6069\u6075\u3092\u53d7\u3051\u3089\u308c\u307e\u3059\u3002\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u52a0\u3048\u3066\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u30d2\u30c3\u30c8\u6642\u306b\u306f\u30ec\u30a4\u30c6\u30f3\u30b7\u3082\u6700\u592780%\u77ed\u7e2e\u3055\u308c\u307e\u3059\u3002Claude\u306f\u66f8\u304d\u8fbc\u307f\u306b\u8ffd\u52a0\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u304c\u3001\u8aad\u307f\u53d6\u308a\u306e\u5272\u5f15\u7387\u304c\u9ad8\u304f\u3001\u7e70\u308a\u8fd4\u3057\u540c\u3058\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u9001\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3067\u306f\u30b3\u30b9\u30c8\u9762\u3067\u5927\u304d\u306a\u52b9\u679c\u304c\u3042\u308a\u307e\u3059\u3002Gemini\u306f\u6697\u9ed9\u7684\u30ad\u30e3\u30c3\u30b7\u30e5\uff08\u81ea\u52d5\uff09\u3068\u660e\u793a\u7684\u30ad\u30e3\u30c3\u30b7\u30e5\uff08TTL\u6307\u5b9a\uff09\u306e2\u7a2e\u985e\u304c\u3042\u308a\u3001\u6697\u9ed9\u7684\u30ad\u30e3\u30c3\u30b7\u30e5\u3067\u306f\u30d2\u30c3\u30c8\u304c\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u70b9\u306b\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3 id=\"section-8\" class=\"Heading Title Title--m\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h3>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u7279\u306b\u52b9\u679c\u3092\u767a\u63ee\u3059\u308b\u306e\u306f\u3001<strong>\u56fa\u5b9a\u306e\u6307\u793a\u3067\u5927\u91cf\u306e\u5165\u529b\u3092\u51e6\u7406\u3059\u308b<\/strong>\u30d1\u30bf\u30fc\u30f3\u3067\u3059\u3002<\/p>\n<h4 id=\"section-8-1\" class=\"Heading Title Title--s\">SES\u6848\u4ef6\u30de\u30c3\u30c1\u30f3\u30b0<\/h4>\n<p>\u5f53\u793e\u306e<a href=\"https:\/\/www.techfun.co.jp\/solutions\/case_28\/\" class=\"Ext\">SES\u6848\u4ef6\u30de\u30c3\u30c1\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0<\/a>\u3067\u306f\u30011\u65e56,000\u4ef6\u8d85\u306e\u30e1\u30fc\u30eb\u304b\u3089\u6848\u4ef6\u60c5\u5831\u3092\u81ea\u52d5\u62bd\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001Structured Output\u3092\u4f7f\u3063\u3066\u300c\u5358\u4fa1\u300d\u300c\u958b\u59cb\u65e5\u300d\u300c\u5951\u7d04\u671f\u9593\u300d\u306a\u306919\u7a2e\u985e29\u9805\u76ee\u3092\u30e1\u30fc\u30eb\u304b\u3089\u69cb\u9020\u5316\u3057\u3066\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u90e8\u5206\u304c\u30ea\u30af\u30a8\u30b9\u30c8\u9593\u3067\u56fa\u5b9a\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\"><strong>\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong>: \u30e1\u30fc\u30eb\u304b\u3089\u62bd\u51fa\u3059\u308b\u30eb\u30fc\u30eb\u3001\u51fa\u529b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u6307\u793a<\/li>\n<li class=\"Base-list__child\"><strong>\u30b9\u30ad\u30fc\u30de\u5b9a\u7fa9<\/strong>: 29\u9805\u76ee\u306e\u69cb\u9020\u5316\u51fa\u529b\u30b9\u30ad\u30fc\u30de<\/li>\n<li class=\"Base-list__child\"><strong>Few-shot\u306e\u4f8b<\/strong>: \u62bd\u51fa\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u305f\u3081\u306e\u5165\u51fa\u529b\u4f8b<\/li>\n<\/ul>\n<p>\u5909\u308f\u308b\u306e\u306f\u30e1\u30fc\u30eb\u672c\u6587\u3060\u3051\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5927\u90e8\u5206\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u5bfe\u8c61\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u30021\u65e56,000\u4ef6\u306e\u30e1\u30fc\u30eb\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u3001\u56fa\u5b9a\u90e8\u5206\u306e\u30c8\u30fc\u30af\u30f3\u304c\u6bce\u56de\u30ad\u30e3\u30c3\u30b7\u30e5\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u308b\u3053\u3068\u3067\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3068\u30b3\u30b9\u30c8\u306e\u4e21\u9762\u3067\u5927\u304d\u306a\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"section-8-2\" class=\"Heading Title Title--s\">\u305d\u306e\u4ed6\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u4f8b<\/h4>\n<table class=\"Base-table\">\n<tr>\n<th>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<th>\u56fa\u5b9a\u90e8\u5206<\/th>\n<th>\u53ef\u5909\u90e8\u5206<\/th>\n<\/tr>\n<tr>\n<td>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5206\u985e<\/td>\n<td>\u5206\u985e\u30eb\u30fc\u30eb\u3001\u30ab\u30c6\u30b4\u30ea\u5b9a\u7fa9\u3001\u5fdc\u7b54\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8<\/td>\n<td>\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9<\/td>\n<\/tr>\n<tr>\n<td>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30ec\u30d3\u30e5\u30fc<\/td>\n<td>\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\u3001\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3001\u51fa\u529b\u30b9\u30ad\u30fc\u30de<\/td>\n<td>\u30ec\u30d3\u30e5\u30fc\u5bfe\u8c61\u306e\u6587\u66f8<\/td>\n<\/tr>\n<tr>\n<td>\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc<\/td>\n<td>\u30ec\u30d3\u30e5\u30fc\u30eb\u30fc\u30eb\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u898f\u7d04<\/td>\n<td>\u5bfe\u8c61\u306e\u30b3\u30fc\u30c9\u5dee\u5206<\/td>\n<\/tr>\n<tr>\n<td>\u8b70\u4e8b\u9332\u306e\u8981\u7d04<\/td>\n<td>\u8981\u7d04\u30eb\u30fc\u30eb\u3001\u51fa\u529b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8<\/td>\n<td>\u4f1a\u8b70\u306e\u6587\u5b57\u8d77\u3053\u3057<\/td>\n<\/tr>\n<tr>\n<td>\u30c7\u30fc\u30bf\u5165\u529b\u306e\u81ea\u52d5\u5316<\/td>\n<td>\u5165\u529b\u30eb\u30fc\u30eb\u3001\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u6761\u4ef6\u3001\u30b9\u30ad\u30fc\u30de<\/td>\n<td>\u5165\u529b\u5143\u30c7\u30fc\u30bf<\/td>\n<\/tr>\n<\/table>\n<p>\u3044\u305a\u308c\u3082\u300c\u30eb\u30fc\u30eb\u306f\u56fa\u5b9a\u3001\u5165\u529b\u3060\u3051\u304c\u5909\u308f\u308b\u300d\u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u3067\u3059\u3002\u3053\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u5f53\u3066\u306f\u307e\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u69cb\u6210\u3092\u898b\u76f4\u3059\u3060\u3051\u3067\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6069\u6075\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u305b\u307e\u3059\u3002<\/p>\n<h3 id=\"section-9\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u3001API\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5171\u901a\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u518d\u5229\u7528\u3057\u3066\u30ec\u30a4\u30c6\u30f3\u30b7\u3084\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u4ed5\u7d44\u307f<\/li>\n<li class=\"Base-list__child\">OpenAI\u3067\u306f\u81ea\u52d5\u7684\u306b\u9069\u7528\u3055\u308c\u3001\u30b3\u30fc\u30c9\u5909\u66f4\u4e0d\u8981\u3067\u30ec\u30a4\u30c6\u30f3\u30b7\u6700\u592780%\u524a\u6e1b\u30fb\u5165\u529b\u30c8\u30fc\u30af\u30f3\u30b3\u30b9\u30c8\u6700\u592790%\u524a\u6e1b<\/li>\n<li class=\"Base-list__child\">\u9759\u7684\u306a\u5185\u5bb9\u3092\u524d\u306b\u3001\u52d5\u7684\u306a\u5185\u5bb9\u3092\u5f8c\u306b\u914d\u7f6e\u3059\u308b\u306e\u304c\u8a2d\u8a08\u306e\u57fa\u672c\u539f\u5247<\/li>\n<li class=\"Base-list__child\">Structured Output\u306e\u30b9\u30ad\u30fc\u30de\u5b9a\u7fa9\u3082\u30ad\u30e3\u30c3\u30b7\u30e5\u5bfe\u8c61\u306b\u306a\u308a\u3001\u6700\u3082\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304d\u3084\u3059\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3055\u308c\u308b<\/li>\n<\/ul>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u69cb\u6210\u9806\u5e8f\u3092\u610f\u8b58\u3059\u308b\u3060\u3051\u3067\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3068\u30b3\u30b9\u30c8\u306e\u4e21\u9762\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6539\u5584\u3067\u304d\u307e\u3059\u3002\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u69cb\u6210\u3092\u898b\u76f4\u3057\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<h3 id=\"section-10\" class=\"Heading Title Title--m\">\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n<p>Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u652f\u63f4\u30923\u3064\u306e\u30d1\u30c3\u30af\u3067\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/diagnosis\/\" class=\"Ext\">\u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/poc\/\" class=\"Ext\">\u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/consulting\/\" class=\"Ext\">\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\uff1a\u751f\u6210AI\u5c0e\u5165\u6226\u7565\u306e\u7b56\u5b9a\u304b\u3089\u904b\u7528\u4f53\u5236\u69cb\u7bc9\u307e\u3067\u3092\u5305\u62ec\u7684\u306b\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<\/ol>\n<p>\u751f\u6210AI\u306b\u9650\u3089\u305a\u3001Web\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306a\u3069\u3001\u6280\u8853\u9818\u57df\u3092\u554f\u308f\u305a\u3054\u76f8\u8ac7\u3092\u627f\u3063\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u826f\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u306e\u3067\u3001\u305c\u3072\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u751f\u6210AI\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u3068\u3001\u300c\u540c\u3058\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6bce\u56de\u9001\u3063\u3066\u3044\u308b\u300d\u3053\u3068\u306b\u6c17\u3065\u304f\u77ac\u9593\u304c\u3042\u308a\u307e\u3059\u3002\u30e1\u30fc\u30eb\u8981\u7d04\u3001\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u89e3\u6790 \u2015 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