{"id":7280,"date":"2026-08-04T14:58:54","date_gmt":"2026-08-04T05:58:54","guid":{"rendered":"https:\/\/techfun.cc\/?p=7280"},"modified":"2026-08-04T14:58:54","modified_gmt":"2026-08-04T05:58:54","slug":"generative-ai-tokenizer-introduction","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/generative-ai-tokenizer-introduction.html","title":{"rendered":"\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3068\u306f\uff1f\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u3054\u3068\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3057\u3066\u307f\u305f"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>\u751f\u6210AI\u306eAPI\u6599\u91d1\u3084\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u3001\u300c\u6587\u5b57\u6570\u300d\u3067\u306f\u306a\u304f\u300c\u30c8\u30fc\u30af\u30f3\u6570\u300d\u3092\u57fa\u6e96\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u898b\u305f\u76ee\u306b\u306f\u540c\u3058\u7a0b\u5ea6\u306e\u9577\u3055\u306e\u6587\u7ae0\u3067\u3082\u3001\u5229\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3084\u8a00\u8a9e\u306b\u3088\u3063\u3066\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3053\u306e\u9055\u3044\u306b\u95a2\u4fc2\u3059\u308b\u306e\u304c\u3001\u6587\u7ae0\u3092\u30e2\u30c7\u30eb\u304c\u51e6\u7406\u3067\u304d\u308b\u5358\u4f4d\u3078\u5206\u5272\u3059\u308b\u300c\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u300d\u3067\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3092\u6574\u7406\u3057\u305f\u3046\u3048\u3067\u3001GPT\u3001Claude\u3001Gemini\u306e\u30c8\u30fc\u30af\u30f3\u30ab\u30a6\u30f3\u30c8API\u306b\u540c\u3058\u610f\u5473\u306e\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u3092\u6e21\u3057\u3001\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<br \/>\n\u306a\u304a\u3001\u30c8\u30fc\u30af\u30f3\u6570\u306f\u751f\u6210AI\u306e\u5229\u7528\u30b3\u30b9\u30c8\u306b\u3082\u95a2\u4fc2\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u304a\u3051\u308b\u30c8\u30fc\u30af\u30f3\u3068\u30b3\u30b9\u30c8\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u3082\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/coding-agent-token-saving-techniques.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/07\/coding-agent-token-saving-techniques.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\">\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5f93\u91cf\u8ab2\u91d1\u3067\u8d70\u3089\u305b\u308b\u524d\u306b \u2015 \u30c8\u30fc\u30af\u30f3\u3068\u30b3\u30b9\u30c8\u3092\u6291\u3048\u308b\u7bc0\u7d04\u30c6\u30af\u30cb\u30c3\u30af\u5168\u4f53\u5730\u56f3\u2026<\/div><\/div><\/a>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3068\u306f<\/h3>\n<p>GPT\u3084Claude\u3001Gemini\u306a\u3069\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092\u6587\u5b57\u5217\u306e\u307e\u307e\u51e6\u7406\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u6587\u7ae0\u3092\u4e00\u5b9a\u306e\u5358\u4f4d\u306b\u5206\u5272\u3057\u3001\u305d\u308c\u305e\u308c\u3092\u6574\u6570\u306eID\u3078\u5909\u63db\u3057\u3066\u304b\u3089\u8a08\u7b97\u3057\u307e\u3059\u3002\u3053\u306e\u6587\u7ae0\u3092\u5206\u5272\u3059\u308b\u4ed5\u7d44\u307f\u304c\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3067\u3059\u3002<br \/>\n<a href=\"https:\/\/developers.openai.com\/api\/docs\/concepts#tokens\" class=\"Ext\">OpenAI\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3067\u306f\u3001\u30c8\u30fc\u30af\u30f3\u3092\u300c\u983b\u7e41\u306b\u73fe\u308c\u308b\u6587\u5b57\u5217\u3092\u8868\u3059\u5358\u4f4d\u300d\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u77ed\u304f\u4e00\u822c\u7684\u306a\u5358\u8a9e\u304c1\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308c\u3070\u3001\u9577\u3044\u5358\u8a9e\u304c\u8907\u6570\u306e\u30c8\u30fc\u30af\u30f3\u306b\u5206\u5272\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\n\u30c8\u30fc\u30af\u30f3\u5316\u306e\u6d41\u308c\u3092\u5358\u7d14\u5316\u3059\u308b\u3068\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092\u53d7\u3051\u53d6\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c\u6587\u7ae0\u3092\u90e8\u5206\u6587\u5b57\u5217\u3078\u5206\u5272\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u5404\u90e8\u5206\u6587\u5b57\u5217\u3092\u30c8\u30fc\u30af\u30f3ID\u3078\u5909\u63db\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u30e2\u30c7\u30eb\u304c\u30c8\u30fc\u30af\u30f3ID\u306e\u5217\u3092\u51e6\u7406\u3059\u308b\n    <\/li>\n<\/ol>\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u751f\u6210AI\u300d\u3068\u3044\u3046\u6587\u5b57\u5217\u304c\u5e38\u306b\u300c\u751f\u6210\u300d\u3068\u300cAI\u300d\u306e2\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u300c\u751f\u6210\u300d\u304c1\u30c8\u30fc\u30af\u30f3\u3068\u3057\u3066\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u308c\u3070\u3001\u3055\u3089\u306b\u7d30\u304b\u304f\u5206\u5272\u3055\u308c\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u5b9f\u969b\u306e\u5206\u5272\u5358\u4f4d\u306f\u3001\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c\u6301\u3064\u8a9e\u5f59\u3068\u5206\u5272\u898f\u5247\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-2-1\" class=\"Heading Title Title--s\">\u5358\u8a9e\u3067\u306f\u306a\u304f\u30b5\u30d6\u30ef\u30fc\u30c9\u3092\u4f7f\u3046\u7406\u7531<\/h4>\n<p>\u6587\u7ae0\u3092\u5358\u8a9e\u5358\u4f4d\u3067\u6271\u3046\u5834\u5408\u3001\u6d3b\u7528\u5f62\u3084\u56fa\u6709\u540d\u8a5e\u3001\u65b0\u3057\u304f\u751f\u307e\u308c\u305f\u8a00\u8449\u3092\u3059\u3079\u3066\u8a9e\u5f59\u306b\u767b\u9332\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u30011\u6587\u5b57\u305a\u3064\u5206\u5272\u3059\u308b\u3068\u672a\u77e5\u8a9e\u306b\u306f\u5bfe\u5fdc\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u6587\u7ae0\u5168\u4f53\u306e\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5897\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002<a href=\"https:\/\/platform.claude.com\/docs\/en\/about-claude\/glossary\" class=\"Ext\">Anthropic\u306e\u516c\u5f0f\u7528\u8a9e\u96c6<\/a>\u3067\u3082\u3001\u5927\u304d\u306a\u30c8\u30fc\u30af\u30f3\u306f\u63a8\u8ad6\u3084\u4e8b\u524d\u5b66\u7fd2\u6642\u306e\u30c7\u30fc\u30bf\u52b9\u7387\u3092\u9ad8\u3081\u3001\u5c0f\u3055\u306a\u30c8\u30fc\u30af\u30f3\u306f\u73cd\u3057\u3044\u5358\u8a9e\u3084\u672a\u77e5\u8a9e\u3092\u6271\u3044\u3084\u3059\u304f\u3059\u308b\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u3053\u3067\u3001\u591a\u304f\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5358\u8a9e\u3084\u30b5\u30d6\u30ef\u30fc\u30c9\u3001\u6587\u5b57\u3001\u30d0\u30a4\u30c8\u306b\u76f8\u5f53\u3059\u308b\u5358\u4f4d\u3092\u3001\u8a9e\u5f59\u3068\u5206\u5272\u898f\u5247\u306b\u5fdc\u3058\u3066\u7d44\u307f\u5408\u308f\u305b\u3066\u6271\u3044\u307e\u3059\u3002\u983b\u51fa\u3059\u308b\u6587\u5b57\u5217\u306f\u5927\u304d\u306a\u5358\u4f4d\u3068\u3057\u3066\u6271\u3044\u3001\u73cd\u3057\u3044\u6587\u5b57\u5217\u306f\u6587\u5b57\u3084\u30d0\u30a4\u30c8\u306b\u76f8\u5f53\u3059\u308b\u5c0f\u3055\u306a\u5358\u4f4d\u3078\u5206\u5272\u3059\u308b\u3053\u3068\u3067\u3001\u8a9e\u5f59\u306e\u5927\u304d\u3055\u3068\u6587\u7ae0\u306e\u9577\u3055\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">\u306a\u305c\u30e2\u30c7\u30eb\u3054\u3068\u306b\u30c8\u30fc\u30af\u30f3\u6570\u304c\u9055\u3046\u306e\u304b<\/h3>\n<p>\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306b\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5229\u7528\u3059\u308b\u30c8\u30fc\u30af\u30f3\u306e\u4e00\u89a7\u3067\u3042\u308b\u300c\u8a9e\u5f59\u300d\u304c\u3042\u308a\u307e\u3059\u3002\u3069\u306e\u6587\u5b57\u5217\u30921\u30c8\u30fc\u30af\u30f3\u3068\u3057\u3066\u767b\u9332\u3059\u308b\u304b\u306f\u3001\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3054\u3068\u306b\u7570\u306a\u308a\u307e\u3059\u3002<br \/>\n\u305f\u3068\u3048\u3070\u3001\u65e5\u672c\u8a9e\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u6587\u5b57\u5217\u304c\u8a9e\u5f59\u306b\u591a\u304f\u542b\u307e\u308c\u3066\u3044\u308c\u3070\u3001\u6587\u7ae0\u3092\u6bd4\u8f03\u7684\u5927\u304d\u306a\u5358\u4f4d\u3067\u5206\u5272\u3067\u304d\u307e\u3059\u3002\u4e00\u65b9\u3001\u305d\u306e\u6587\u5b57\u5217\u304c\u767b\u9332\u3055\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u6f22\u5b57\u3084\u3072\u3089\u304c\u306a\u3092\u3088\u308a\u7d30\u304b\u304f\u5206\u5272\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u540c\u3058\u6587\u7ae0\u3067\u3082\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5897\u3048\u307e\u3059\u3002<br \/>\n\u3053\u306e\u9055\u3044\u3092\u751f\u3080\u4e3b\u306a\u8981\u7d20\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u8981\u7d20<\/th>\n<th>\u30c8\u30fc\u30af\u30f3\u6570\u3078\u306e\u5f71\u97ff<\/th>\n<\/tr>\n<tr>\n<td>\u8a9e\u5f59\u306b\u542b\u307e\u308c\u308b\u6587\u5b57\u5217<\/td>\n<td>\u3088\u304f\u4f7f\u3046\u6587\u5b57\u5217\u304c1\u30c8\u30fc\u30af\u30f3\u306b\u307e\u3068\u307e\u308b\u3068\u3001\u5fc5\u8981\u306a\u30c8\u30fc\u30af\u30f3\u6570\u304c\u6e1b\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u8a9e\u5f59\u306e\u5927\u304d\u3055<\/td>\n<td>\u5927\u304d\u306a\u8a9e\u5f59\u306f\u591a\u69d8\u306a\u6587\u5b57\u5217\u3092\u307e\u3068\u3081\u3089\u308c\u308b\u4e00\u65b9\u3001\u30e2\u30c7\u30eb\u5074\u306e\u8a08\u7b97\u91cf\u306b\u3082\u5f71\u97ff\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u8a00\u8a9e<\/td>\n<td>\u3069\u306e\u8a00\u8a9e\u3084\u8868\u73fe\u3092\u5927\u304d\u306a\u5358\u4f4d\u3068\u3057\u3066\u6271\u3044\u3084\u3059\u3044\u304b\u306b\u95a2\u4fc2\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u6b63\u898f\u5316\u3084\u5206\u5272\u898f\u5247<\/td>\n<td>\u7a7a\u767d\u3001\u8a18\u53f7\u3001\u5927\u6587\u5b57\u3068\u5c0f\u6587\u5b57\u3001Unicode\u6587\u5b57\u306a\u3069\u306e\u6271\u3044\u304c\u5909\u308f\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u30e2\u30c7\u30eb\u306e\u4e16\u4ee3<\/td>\n<td>\u540c\u3058\u30e2\u30c7\u30eb\u30d5\u30a1\u30df\u30ea\u30fc\u3067\u3082\u3001\u4e16\u4ee3\u306b\u3088\u3063\u3066\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c\u5909\u308f\u308b\u5834\u5408\u304c\u3042\u308b<\/td>\n<\/tr>\n<\/table>\n<p>\u82f1\u8a9e\u306f\u5358\u8a9e\u306e\u9593\u306b\u7a7a\u767d\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u65e5\u672c\u8a9e\u306b\u306f\u901a\u5e38\u3001\u5358\u8a9e\u9593\u306e\u7a7a\u767d\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u65e5\u672c\u8a9e\u3067\u306f\u6f22\u5b57\u3001\u3072\u3089\u304c\u306a\u3001\u30ab\u30bf\u30ab\u30ca\u3001\u82f1\u6570\u5b57\u304c\u4e00\u3064\u306e\u6587\u4e2d\u306b\u6df7\u5728\u3057\u307e\u3059\u30021\u30c8\u30fc\u30af\u30f3\u306e\u5927\u307e\u304b\u306a\u76ee\u5b89\u3068\u3057\u3066\u3001<a href=\"https:\/\/developers.openai.com\/api\/docs\/concepts#tokens)\u3001[Anthropic\u306fClaude\u306b\u3064\u3044\u3066\u82f1\u8a9e\u3067\u7d043.5\u6587\u5b57](https:\/\/platform.claude.com\/docs\/en\/about-claude\/glossary#tokens\" class=\"Ext\">OpenAI\u306f\u82f1\u8a9e\u3067\u7d044\u6587\u5b57<\/a>\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u3069\u3061\u3089\u3082\u82f1\u8a9e\u3092\u57fa\u6e96\u306b\u3057\u305f\u8fd1\u4f3c\u5024\u3067\u3042\u308a\u3001\u65e5\u672c\u8a9e\u3078\u305d\u306e\u307e\u307e\u9069\u7528\u3067\u304d\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p><a href=\"https:\/\/platform.openai.com\/tokenizer\" class=\"Ext\">OpenAI\u306eTokenizer<\/a>\u3067\u540c\u3058\u65e5\u672c\u8a9e\u3092\u6bd4\u8f03\u3059\u308b\u3068\u3001GPT-5.x\u30fbo1\/o3\u5411\u3051\u3067\u306f19\u30c8\u30fc\u30af\u30f3\u3001GPT-4\u30fbGPT-3.5\u5411\u3051\u306e\u65e7\u65b9\u5f0f\u3067\u306f29\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u56f3\u3067\u306f\u5206\u5272\u5358\u4f4d\u304c\u8272\u5206\u3051\u3055\u308c\u3066\u304a\u308a\u3001\u300c\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u300d\u3068\u3044\u30461\u8a9e\u3060\u3051\u3067\u30826\u30c8\u30fc\u30af\u30f3\u306b\u5206\u5272\u3055\u308c\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306b\u3001\u540c\u3058\u63d0\u4f9b\u5143\u3067\u3082\u3001\u30e2\u30c7\u30eb\u306e\u4e16\u4ee3\u3084\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u9055\u3044\u306b\u3088\u3063\u3066\u5206\u5272\u7d50\u679c\u304c\u5909\u308f\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/08\/openai-tokenizer-generation-comparison.png\" alt=\"OpenAI Tokenizer\u3067\u540c\u3058\u65e5\u672c\u8a9e\u3092GPT-5.x\u30fbo1\/o3\u5411\u3051\u3068GPT-4\u30fbGPT-3.5\u5411\u3051\u306b\u5206\u5272\u3057\u305f\u6bd4\u8f03\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u5de6\uff1aGPT-5.x\u30fbo1\/o3\u5411\u3051\uff0819\u30c8\u30fc\u30af\u30f3\uff09\u3001\u53f3\uff1aGPT-4\u30fbGPT-3.5\u5411\u3051\u306e\u65e7\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\uff0829\u30c8\u30fc\u30af\u30f3\uff09<\/div>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">\u30c8\u30fc\u30af\u30f3\u6570\u3060\u3051\u3092\u53d6\u5f97\u3059\u308bAPI<\/h3>\n<p>\u4eca\u56de\u6bd4\u8f03\u3059\u308b3\u793e\u306f\u3001\u3044\u305a\u308c\u3082\u56de\u7b54\u3092\u751f\u6210\u305b\u305a\u3001\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3060\u3051\u3092\u53d6\u5f97\u3059\u308bAPI\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u63d0\u4f9b\u5143<\/th>\n<th>SDK\u306e\u30e1\u30bd\u30c3\u30c9<\/th>\n<th>API<\/th>\n<\/tr>\n<tr>\n<td>OpenAI<\/td>\n<td><span class=\"Post-inline\">client.responses.input_tokens.count()<\/span><\/td>\n<td><span class=\"Post-inline\">POST \/v1\/responses\/input_tokens<\/span><\/td>\n<\/tr>\n<tr>\n<td>Anthropic<\/td>\n<td><span class=\"Post-inline\">client.messages.count_tokens()<\/span><\/td>\n<td><span class=\"Post-inline\">POST \/v1\/messages\/count_tokens<\/span><\/td>\n<\/tr>\n<tr>\n<td>Google<\/td>\n<td><span class=\"Post-inline\">client.models.count_tokens()<\/span><\/td>\n<td><span class=\"Post-inline\">models.countTokens<\/span><\/td>\n<\/tr>\n<\/table>\n<p>OpenAI\u306e\u5165\u529b\u30c8\u30fc\u30af\u30f3\u30ab\u30a6\u30f3\u30c8API\u306f\u3001Responses API\u3068\u540c\u3058\u5f62\u5f0f\u306e\u5165\u529b\u3092\u53d7\u3051\u53d6\u308a\u3001\u30e2\u30c7\u30eb\u304c\u53d7\u3051\u53d6\u308b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u8fd4\u3057\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u753b\u50cf\u3001\u30d5\u30a1\u30a4\u30eb\u3001\u30c4\u30fc\u30eb\u5b9a\u7fa9\u306a\u3069\u3082\u30ab\u30a6\u30f3\u30c8\u3067\u304d\u307e\u3059\u3002<br \/>\nAnthropic\u306eToken Count API\u3082\u3001Messages API\u3068\u540c\u3058\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30c4\u30fc\u30eb\u3001\u753b\u50cf\u3001PDF\u306a\u3069\u3092\u53d7\u3051\u53d6\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u30ab\u30a6\u30f3\u30c8\u7d50\u679c\u304c\u63a8\u5b9a\u5024\u3067\u3042\u308a\u3001\u5b9f\u969b\u306eMessage\u4f5c\u6210\u6642\u306e\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3068\u308f\u305a\u304b\u306b\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\nGemini API\u306e<span class=\"Post-inline\">countTokens<\/span>\u306f\u3001\u6307\u5b9a\u3057\u305f\u30e2\u30c7\u30eb\u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u5165\u529b\u306b\u9069\u7528\u3057\u3001<span class=\"Post-inline\">totalTokens<\/span>\u3068\u3057\u3066\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\u3002<br \/>\n\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\"><a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/token-counting\" class=\"Ext\">OpenAI\uff1aCounting tokens<\/a><\/li>\n<li class=\"Base-list__child\"><a href=\"https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/token-counting\" class=\"Ext\">Anthropic\uff1aToken counting<\/a><\/li>\n<li class=\"Base-list__child\"><a href=\"https:\/\/ai.google.dev\/api\/tokens\" class=\"Ext\">Google\uff1aCounting tokens<\/a><\/li>\n<\/ul>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">\u691c\u8a3c\uff1a3\u793e\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6bd4\u8f03\u3059\u308b<\/h3>\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u540c\u3058\u610f\u5473\u306e\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u3092\u7528\u610f\u3057\u3001GPT\u3001Claude\u3001Gemini\u306e\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-1\" class=\"Heading Title Title--s\">\u6bd4\u8f03\u6761\u4ef6<\/h4>\n<p>\u6bd4\u8f03\u5bfe\u8c61\u306b\u306f\u30012026\u5e747\u670828\u65e5\u6642\u70b9\u3067\u5404\u793e\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u73fe\u884c\u30e2\u30c7\u30eb\u304b\u3089\u3001\u76f4\u8fd1\u306b\u516c\u958b\u3055\u308c\u305f\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb\u3092\u9078\u3073\u307e\u3057\u305f\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u30e2\u30c7\u30eb\u30d5\u30a1\u30df\u30ea\u30fc<\/th>\n<th>\u30e2\u30c7\u30eb<\/th>\n<th>\u9078\u5b9a\u7406\u7531<\/th>\n<\/tr>\n<tr>\n<td>GPT<\/td>\n<td><a href=\"https:\/\/developers.openai.com\/api\/docs\/models\" class=\"Ext\"><span class=\"Post-inline\">gpt-5.6-sol<\/span><\/a><\/td>\n<td>OpenAI\u304c\u8907\u96d1\u306a\u63a8\u8ad6\u3084\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u5411\u3051\u306e\u30d5\u30e9\u30c3\u30b0\u30b7\u30c3\u30d7\u3068\u3057\u3066\u6848\u5185<\/td>\n<\/tr>\n<tr>\n<td>Claude<\/td>\n<td><a href=\"https:\/\/platform.claude.com\/docs\/en\/about-claude\/models\/overview\" class=\"Ext\"><span class=\"Post-inline\">claude-opus-5<\/span><\/a><\/td>\n<td>2026\u5e747\u670824\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u3001\u8907\u96d1\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u51e6\u7406\u3084\u4f01\u696d\u696d\u52d9\u5411\u3051\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n<tr>\n<td>Gemini<\/td>\n<td><a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/models\/gemini-3.6-flash\" class=\"Ext\"><span class=\"Post-inline\">gemini-3.6-flash<\/span><\/a><\/td>\n<td>2026\u5e747\u670821\u65e5\u306b\u4e00\u822c\u63d0\u4f9b\u3055\u308c\u305f\u3001\u901f\u5ea6\u3068\u77e5\u80fd\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u91cd\u8996\u3057\u305f\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n<\/table>\n<p>\u4eca\u56de\u306e3\u30e2\u30c7\u30eb\u306f\u3001\u80fd\u529b\u3084\u6599\u91d1\u306e\u968e\u5c64\u3092\u305d\u308d\u3048\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5404\u793e\u306e\u73fe\u884c\u30e2\u30c7\u30eb\u304b\u30891\u3064\u305a\u3064\u9078\u3073\u3001\u540c\u3058\u6587\u7ae0\u3092\u5165\u529b\u3057\u305f\u969b\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u76ee\u7684\u3067\u3059\u3002<br \/>\n\u53b3\u5bc6\u306b\u306f\u3001\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306f\u63d0\u4f9b\u5143\u3084\u30e2\u30c7\u30eb\u30d5\u30a1\u30df\u30ea\u30fc\u3054\u3068\u306b1\u3064\u3060\u3051\u5b58\u5728\u3059\u308b\u3068\u306f\u9650\u3089\u305a\u3001\u30e2\u30c7\u30eb\u3084\u4e16\u4ee3\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u8a18\u4e8b\u306f\u3001\u5404\u793e\u304b\u3089\u4e0a\u8a18\u306e\u30e2\u30c7\u30eb\u30921\u3064\u305a\u3064\u9078\u3093\u3060\u6bd4\u8f03\u3067\u3059\u3002\u540c\u3058GPT\u5185\u306eSol\u3068Terra\u3001\u540c\u3058Claude\u5185\u306eOpus\u3068Sonnet\u306a\u3069\u3092\u6bd4\u8f03\u3059\u308c\u3070\u3001\u7570\u306a\u308b\u7d50\u679c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-2\" class=\"Heading Title Title--s\">\u6bd4\u8f03\u3059\u308b\u6587\u7ae0<\/h4>\n<p>\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u306f\u3001\u540c\u3058\u5185\u5bb9\u306b\u306a\u308b\u3088\u3046\u306b\u7528\u610f\u3057\u307e\u3057\u305f\u3002\u76f4\u8a33\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u305e\u308c\u306e\u8a00\u8a9e\u3068\u3057\u3066\u81ea\u7136\u306a\u8868\u73fe\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<blockquote class=\"Post-blockquote\"><p>\n\u751f\u6210AI\u3092\u696d\u52d9\u306b\u5c0e\u5165\u3059\u308b\u969b\u306f\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3001\u62c5\u5f53\u8005\u306b\u3088\u308b\u78ba\u8a8d\u624b\u9806\u3082\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u5bfe\u8c61\u696d\u52d9\u3092\u9650\u5b9a\u3057\u3066\u691c\u8a3c\u3057\u3001\u51e6\u7406\u6642\u9593\u3084\u8aa4\u56de\u7b54\u306e\u50be\u5411\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u904b\u7528\u30eb\u30fc\u30eb\u3092\u6539\u5584\u3057\u3001\u5341\u5206\u306a\u52b9\u679c\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u5229\u7528\u7bc4\u56f2\u3092\u5e83\u3052\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\n<\/p><\/blockquote>\n<blockquote class=\"Post-blockquote\"><p>\nWhen introducing generative AI into business operations, it is necessary to design not only for response accuracy, but also for input data management, operating costs, and review procedures performed by responsible staff. Start by limiting the target workflow, then measure processing time and patterns in incorrect responses. Based on the results, improve the prompts and operating rules, and expand the scope of use only after confirming sufficient benefits.\n<\/p><\/blockquote>\n<p>\u6587\u7ae0\u306e\u610f\u5473\u3092\u305d\u308d\u3048\u308b\u3053\u3068\u3067\u3001\u5404\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u306e\u76f8\u5bfe\u7684\u306a\u30c8\u30fc\u30af\u30f3\u52b9\u7387\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-3\" class=\"Heading Title Title--s\">\u6bd4\u8f03\u30b3\u30fc\u30c9<\/h4>\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3067\u306f\u30013\u793e\u306e\u30c8\u30fc\u30af\u30f3\u30ab\u30a6\u30f3\u30c8API\u3092\u9806\u756a\u306b\u547c\u3073\u51fa\u3057\u307e\u3059\u3002\u6587\u7ae0\u751f\u6210API\u306f\u547c\u3073\u51fa\u3055\u306a\u3044\u305f\u3081\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306f\u767a\u751f\u3057\u307e\u305b\u3093\u3002<\/p>\n<div class=\"Pre-title\">compare_token_counts.py<\/div>\n<pre class=\"Copy\"><code>\r\nimport os\r\n\r\nimport anthropic\r\nfrom dotenv import load_dotenv\r\nfrom google import genai\r\nfrom openai import OpenAI\r\n\r\n\r\nJAPANESE_TEXT = (\r\n    &quot;\u751f\u6210AI\u3092\u696d\u52d9\u306b\u5c0e\u5165\u3059\u308b\u969b\u306f\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3001&quot;\r\n    &quot;\u904b\u7528\u30b3\u30b9\u30c8\u3001\u62c5\u5f53\u8005\u306b\u3088\u308b\u78ba\u8a8d\u624b\u9806\u3082\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002&quot;\r\n    &quot;\u307e\u305a\u306f\u5bfe\u8c61\u696d\u52d9\u3092\u9650\u5b9a\u3057\u3066\u691c\u8a3c\u3057\u3001\u51e6\u7406\u6642\u9593\u3084\u8aa4\u56de\u7b54\u306e\u50be\u5411\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002&quot;\r\n    &quot;\u305d\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u904b\u7528\u30eb\u30fc\u30eb\u3092\u6539\u5584\u3057\u3001\u5341\u5206\u306a\u52b9\u679c\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089&quot;\r\n    &quot;\u5229\u7528\u7bc4\u56f2\u3092\u5e83\u3052\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002&quot;\r\n)\r\n\r\nENGLISH_TEXT = (\r\n    &quot;When introducing generative AI into business operations, it is necessary to &quot;\r\n    &quot;design not only for response accuracy, but also for input data management, &quot;\r\n    &quot;operating costs, and review procedures performed by responsible staff. &quot;\r\n    &quot;Start by limiting the target workflow, then measure processing time and &quot;\r\n    &quot;patterns in incorrect responses. Based on the results, improve the prompts &quot;\r\n    &quot;and operating rules, and expand the scope of use only after confirming &quot;\r\n    &quot;sufficient benefits.&quot;\r\n)\r\n\r\nload_dotenv()\r\n\r\nmodels = {\r\n    &quot;GPT&quot;: os.getenv(&quot;OPENAI_MODEL&quot;, &quot;gpt-5.6-sol&quot;),\r\n    &quot;Claude&quot;: os.getenv(&quot;ANTHROPIC_MODEL&quot;, &quot;claude-opus-5&quot;),\r\n    &quot;Gemini&quot;: os.getenv(&quot;GEMINI_MODEL&quot;, &quot;gemini-3.6-flash&quot;),\r\n}\r\n\r\nopenai_client = OpenAI()\r\nanthropic_client = anthropic.Anthropic()\r\ngemini_client = genai.Client()\r\n\r\n\r\ndef count_tokens(service, model, text):\r\n    if service == &quot;GPT&quot;:\r\n        return openai_client.responses.input_tokens.count(\r\n            model=model,\r\n            input=[{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: text}],\r\n        ).input_tokens\r\n\r\n    if service == &quot;Claude&quot;:\r\n        return anthropic_client.messages.count_tokens(\r\n            model=model,\r\n            messages=[{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: text}],\r\n        ).input_tokens\r\n\r\n    return gemini_client.models.count_tokens(\r\n        model=model,\r\n        contents=text,\r\n    ).total_tokens\r\n\r\n\r\ntexts = {&quot;\u65e5\u672c\u8a9e&quot;: JAPANESE_TEXT, &quot;\u82f1\u8a9e&quot;: ENGLISH_TEXT}\r\nresults = {}\r\n\r\nprint(&quot;| \u30b5\u30fc\u30d3\u30b9 | \u30e2\u30c7\u30eb | \u8a00\u8a9e | \u6587\u5b57\u6570 | \u30c8\u30fc\u30af\u30f3\u6570 |&quot;)\r\nprint(&quot;| --- | --- | --- | ---: | ---: |&quot;)\r\n\r\nfor service, model in models.items():\r\n    for language, text in texts.items():\r\n        tokens = count_tokens(service, model, text)\r\n        results[(service, language)] = tokens\r\n        print(f&quot;| {service} | `{model}` | {language} | {len(text)} | {tokens} |&quot;)\r\n\r\nprint(&quot;\\n| \u30b5\u30fc\u30d3\u30b9 | \u65e5\u672c\u8a9e \/ \u82f1\u8a9e\u306e\u30c8\u30fc\u30af\u30f3\u6bd4 |&quot;)\r\nprint(&quot;| --- | ---: |&quot;)\r\n\r\nfor service in models:\r\n    ratio = results[(service, &quot;\u65e5\u672c\u8a9e&quot;)] \/ results[(service, &quot;\u82f1\u8a9e&quot;)]\r\n    print(f&quot;| {service} | {ratio:.3f} |&quot;)\r\n<\/code><\/pre>\n<p>\u8a8d\u8a3c\u60c5\u5831\u306f<span class=\"Post-inline\">.env<\/span>\u3078\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u5b9f\u884c\u624b\u9806\u306f\u3001\u4ed8\u5c5e\u3059\u308b<span class=\"Post-inline\">README.md<\/span>\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-4\" class=\"Heading Title Title--s\">\u5b9f\u884c\u7d50\u679c<\/h4>\n<table class=\"Base-table\">\n<tr>\n<th>\u30b5\u30fc\u30d3\u30b9<\/th>\n<th>\u30e2\u30c7\u30eb<\/th>\n<th>\u8a00\u8a9e<\/th>\n<th>\u6587\u5b57\u6570<\/th>\n<th>\u30c8\u30fc\u30af\u30f3\u6570<\/th>\n<\/tr>\n<tr>\n<td>GPT<\/td>\n<td><span class=\"Post-inline\">gpt-5.6-sol<\/span><\/td>\n<td>\u65e5\u672c\u8a9e<\/td>\n<td>150<\/td>\n<td>117<\/td>\n<\/tr>\n<tr>\n<td>GPT<\/td>\n<td><span class=\"Post-inline\">gpt-5.6-sol<\/span><\/td>\n<td>\u82f1\u8a9e<\/td>\n<td>460<\/td>\n<td>85<\/td>\n<\/tr>\n<tr>\n<td>Claude<\/td>\n<td><span class=\"Post-inline\">claude-opus-5<\/span><\/td>\n<td>\u65e5\u672c\u8a9e<\/td>\n<td>150<\/td>\n<td>141<\/td>\n<\/tr>\n<tr>\n<td>Claude<\/td>\n<td><span class=\"Post-inline\">claude-opus-5<\/span><\/td>\n<td>\u82f1\u8a9e<\/td>\n<td>460<\/td>\n<td>130<\/td>\n<\/tr>\n<tr>\n<td>Gemini<\/td>\n<td><span class=\"Post-inline\">gemini-3.6-flash<\/span><\/td>\n<td>\u65e5\u672c\u8a9e<\/td>\n<td>150<\/td>\n<td>79<\/td>\n<\/tr>\n<tr>\n<td>Gemini<\/td>\n<td><span class=\"Post-inline\">gemini-3.6-flash<\/span><\/td>\n<td>\u82f1\u8a9e<\/td>\n<td>460<\/td>\n<td>79<\/td>\n<\/tr>\n<\/table>\n<table class=\"Base-table\">\n<tr>\n<th>\u30b5\u30fc\u30d3\u30b9<\/th>\n<th>\u65e5\u672c\u8a9e \/ \u82f1\u8a9e\u306e\u30c8\u30fc\u30af\u30f3\u6bd4<\/th>\n<\/tr>\n<tr>\n<td>GPT<\/td>\n<td>1.376<\/td>\n<\/tr>\n<tr>\n<td>Claude<\/td>\n<td>1.085<\/td>\n<\/tr>\n<tr>\n<td>Gemini<\/td>\n<td>1.000<\/td>\n<\/tr>\n<\/table>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/08\/tokenizer-result.png\" alt=\"3\u793e\u306e\u30c8\u30fc\u30af\u30f3\u30ab\u30a6\u30f3\u30c8API\u3067\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u3092\u8a08\u6e2c\u3057\u305f\u5b9f\u884c\u7d50\u679c\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">GPT\u3001Claude\u3001Gemini\u306e\u30c8\u30fc\u30af\u30f3\u30ab\u30a6\u30f3\u30c8API\u3067\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u3092\u8a08\u6e2c\u3057\u305f\u7d50\u679c<\/div>\n<h4 id=\"section-5-5\" class=\"Heading Title Title--s\">\u7d50\u679c\u306e\u8003\u5bdf<\/h4>\n<p>\u4eca\u56de\u306e\u6587\u7ae0\u3067\u306f\u3001Gemini\u304c\u65e5\u672c\u8a9e\u30fb\u82f1\u8a9e\u3068\u3082\u306b79\u30c8\u30fc\u30af\u30f3\u3067\u30013\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u6700\u3082\u5c11\u306a\u3044\u7d50\u679c\u306b\u306a\u308a\u307e\u3057\u305f\u3002GPT\u306f\u65e5\u672c\u8a9e\u304c117\u30c8\u30fc\u30af\u30f3\u3001\u82f1\u8a9e\u304c85\u30c8\u30fc\u30af\u30f3\u3001Claude\u306f\u65e5\u672c\u8a9e\u304c141\u30c8\u30fc\u30af\u30f3\u3001\u82f1\u8a9e\u304c130\u30c8\u30fc\u30af\u30f3\u3067\u3057\u305f\u3002<br \/>\n\u65e5\u672c\u8a9e\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3092\u82f1\u8a9e\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3067\u5272\u308b\u3068\u3001GPT\u3067\u306f\u65e5\u672c\u8a9e\u304c\u7d0437.6\uff05\u3001Claude\u3067\u306f\u7d048.5\uff05\u591a\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u4e00\u65b9\u3001Gemini\u306f\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u304c\u3069\u3061\u3089\u308279\u30c8\u30fc\u30af\u30f3\u3060\u3063\u305f\u305f\u3081\u3001\u6bd4\u7387\u304c1.000\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305f\u3060\u3057\u3001Gemini\u306e\u65e5\u82f1\u6bd4\u304c1.000\u306b\u306a\u3063\u305f\u306e\u306f\u3001\u4eca\u56de\u7528\u610f\u3057\u305f\u4e00\u7d44\u306e\u6587\u7ae0\u3067\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5076\u7136\u4e00\u81f4\u3057\u305f\u7d50\u679c\u3067\u3059\u3002\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u304c\u5e38\u306b\u540c\u3058\u30c8\u30fc\u30af\u30f3\u6570\u306b\u306a\u308b\u3053\u3068\u3084\u3001Gemini\u304c\u3042\u3089\u3086\u308b\u65e5\u672c\u8a9e\u6587\u7ae0\u3092\u52b9\u7387\u3088\u304f\u5206\u5272\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u305b\u3093\u3002\u5165\u529b\u3059\u308b\u6587\u7ae0\u304c\u5909\u308f\u308c\u3070\u3001\u6bd4\u7387\u3082\u5909\u308f\u308a\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u3053\u306e\u7d50\u679c\u3060\u3051\u3067\u300c\u65e5\u672c\u8a9e\u304c\u5f97\u610f\u306a\u30e2\u30c7\u30eb\u300d\u3092\u6c7a\u3081\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u30c8\u30fc\u30af\u30f3\u6570\u306f\u6587\u7ae0\u306e\u5206\u5272\u52b9\u7387\u3092\u793a\u3057\u307e\u3059\u304c\u3001\u65e5\u672c\u8a9e\u306e\u8aad\u89e3\u7cbe\u5ea6\u3001\u6307\u793a\u3078\u306e\u8ffd\u5f93\u6027\u3001\u56de\u7b54\u54c1\u8cea\u3092\u76f4\u63a5\u793a\u3059\u6307\u6a19\u3067\u306f\u306a\u3044\u305f\u3081\u3067\u3059\u3002<\/p>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">\u6bd4\u8f03\u7d50\u679c\u3092\u3069\u3046\u6349\u3048\u308b\u304b<\/h3>\n<h4 id=\"section-6-1\" class=\"Heading Title Title--s\">\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5c11\u306a\u3044\u3068\u5165\u529b\u52b9\u7387\u306f\u4e0a\u304c\u308b<\/h4>\n<p>\u540c\u3058\u60c5\u5831\u3092\u5c11\u306a\u3044\u30c8\u30fc\u30af\u30f3\u3067\u8868\u73fe\u3067\u304d\u308c\u3070\u3001\u540c\u3058\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3078\u3088\u308a\u591a\u304f\u306e\u6587\u7ae0\u3092\u5165\u308c\u3089\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306b\u5fdc\u3058\u305f\u5f93\u91cf\u8ab2\u91d1\u3067\u306f\u3001\u4ed6\u306e\u6761\u4ef6\u304c\u540c\u3058\u3067\u3042\u308c\u3070\u5165\u529b\u30b3\u30b9\u30c8\u3082\u6291\u3048\u3089\u308c\u307e\u3059\u3002<br \/>\n\u7279\u306b\u3001\u9577\u3044\u65e5\u672c\u8a9e\u6587\u66f8\u3092\u6271\u3046RAG\u3001\u8b70\u4e8b\u9332\u306e\u8981\u7d04\u3001\u5951\u7d04\u66f8\u306e\u78ba\u8a8d\u3001\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u306e\u5206\u6790\u306a\u3069\u3067\u306f\u3001\u6587\u7ae0\u3054\u3068\u306e\u5dee\u304c\u51e6\u7406\u4ef6\u6570\u306b\u5fdc\u3058\u3066\u7a4d\u307f\u4e0a\u304c\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5b9f\u969b\u306b\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u3092\u5404\u30e2\u30c7\u30eb\u306e\u30ab\u30a6\u30f3\u30c8API\u3078\u6e21\u3057\u3001\u5c0e\u5165\u524d\u306b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306b\u306f\u5b9f\u52d9\u4e0a\u306e\u610f\u5473\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-6-2\" class=\"Heading Title Title--s\">\u30c8\u30fc\u30af\u30f3\u6570\u3060\u3051\u3067\u6599\u91d1\u306f\u6bd4\u8f03\u3067\u304d\u306a\u3044<\/h4>\n<p>\u30c8\u30fc\u30af\u30f3\u6570\u304c\u6700\u3082\u5c11\u306a\u3044\u30e2\u30c7\u30eb\u304c\u3001\u5fc5\u305a\u3057\u3082\u6700\u3082\u4f4e\u30b3\u30b9\u30c8\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u5404\u793e\u3067100\u4e07\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u306e\u6599\u91d1\u304c\u7570\u306a\u308b\u307b\u304b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5bfe\u3059\u308b\u8ffd\u52a0\u6599\u91d1\u306a\u3069\u306e\u6761\u4ef6\u3082\u7570\u306a\u308a\u307e\u3059\u3002<br \/>\n\u6599\u91d1\u3092\u6bd4\u8f03\u3059\u308b\u5834\u5408\u306f\u3001\u4eca\u56de\u53d6\u5f97\u3057\u305f\u30c8\u30fc\u30af\u30f3\u6570\u306b\u5404\u30e2\u30c7\u30eb\u306e\u5165\u529b\u5358\u4fa1\u3092\u639b\u3051\u3001\u5b9f\u969b\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u6761\u4ef6\u306b\u5408\u308f\u305b\u3066\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-6-3\" class=\"Heading Title Title--s\">API\u304c\u8fd4\u3059\u5024\u306f\u7d14\u7c8b\u306a\u6587\u7ae0\u306e\u5206\u5272\u6570\u3068\u306f\u9650\u3089\u306a\u3044<\/h4>\n<p>\u4eca\u56de\u5229\u7528\u3059\u308bAPI\u306f\u3001\u5b9f\u969b\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u8fd1\u3044\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u8fd4\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u6587\u7ae0\u672c\u4f53\u3060\u3051\u3067\u306a\u304f\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u5f79\u5272\u3084\u5883\u754c\u306a\u3069\u3001API\u306e\u5165\u529b\u69cb\u9020\u3092\u8868\u3059\u30c8\u30fc\u30af\u30f3\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u5404\u793e\u3067\u30e1\u30c3\u30bb\u30fc\u30b8\u5f62\u5f0f\u3084\u5185\u90e8\u51e6\u7406\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u3053\u306e\u6bd4\u8f03\u306f\u300c\u540c\u3058\u6587\u5b57\u5217\u3092\u5404\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3078\u76f4\u63a5\u6e21\u3057\u305f\u7d14\u7c8b\u306a\u5206\u5272\u6570\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u540c\u3058\u6587\u7ae0\u3092\u30e6\u30fc\u30b6\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3068\u3057\u3066\u9001\u308b\u5834\u5408\u306e\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u300d\u3068\u6349\u3048\u308b\u306e\u304c\u9069\u5207\u3067\u3059\u3002<\/p>\n<h4 id=\"section-6-4\" class=\"Heading Title Title--s\">\u4e00\u3064\u306e\u6587\u7ae0\u3060\u3051\u3067\u4e00\u822c\u5316\u3057\u306a\u3044<\/h4>\n<p>\u30c8\u30fc\u30af\u30f3\u306e\u5206\u5272\u7d50\u679c\u306f\u3001\u6587\u7ae0\u306b\u542b\u307e\u308c\u308b\u5358\u8a9e\u3001\u6f22\u5b57\u3001\u8a18\u53f7\u3001\u82f1\u6570\u5b57\u3001\u5c02\u9580\u7528\u8a9e\u306a\u3069\u306b\u3088\u3063\u3066\u5909\u308f\u308a\u307e\u3059\u3002\u4eca\u56de\u306e\u7d50\u679c\u306f\u3001\u7528\u610f\u3057\u305f\u4e00\u7d44\u306e\u6587\u7ae0\u306b\u5bfe\u3059\u308b\u7d50\u679c\u3067\u3059\u3002<br \/>\n\u5b9f\u969b\u306e\u30e2\u30c7\u30eb\u9078\u5b9a\u3067\u306f\u3001\u5bfe\u8c61\u696d\u52d9\u3067\u4f7f\u3046\u6587\u66f8\u3092\u8907\u6570\u7528\u610f\u3057\u3001\u30c8\u30fc\u30af\u30f3\u6570\u3060\u3051\u3067\u306a\u304f\u3001\u56de\u7b54\u54c1\u8cea\u3001\u51e6\u7406\u6642\u9593\u3001\u6599\u91d1\u3082\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3067\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c\u5909\u308f\u308b\u53ef\u80fd\u6027\u3082\u3042\u308b\u305f\u3081\u3001\u30e2\u30c7\u30ebID\u3068\u8a08\u6e2c\u65e5\u3092\u8a18\u9332\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"section-7\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<p>\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092\u30e2\u30c7\u30eb\u304c\u51e6\u7406\u3067\u304d\u308b\u30c8\u30fc\u30af\u30f3\u3078\u5206\u5272\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u30e2\u30c7\u30eb\u3084\u4e16\u4ee3\u306b\u3088\u3063\u3066\u8a9e\u5f59\u3084\u5206\u5272\u898f\u5247\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u540c\u3058\u6587\u7ae0\u3092\u6e21\u3057\u3066\u3082\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306f\u4e00\u81f4\u3057\u307e\u305b\u3093\u3002<br \/>\n\u672c\u8a18\u4e8b\u306e\u8981\u70b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30c8\u30fc\u30af\u30f3\u306f\u5fc5\u305a\u3057\u3082\u5358\u8a9e\u30841\u6587\u5b57\u3068\u4e00\u81f4\u305b\u305a\u3001\u983b\u51fa\u3059\u308b\u90e8\u5206\u6587\u5b57\u5217\u3092\u5358\u4f4d\u3068\u3057\u3066\u6271\u3046<\/li>\n<li class=\"Base-list__child\">GPT\u3001Claude\u3001Gemini\u306f\u3044\u305a\u308c\u3082\u3001\u6587\u7ae0\u3092\u751f\u6210\u305b\u305a\u306b\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3060\u3051\u3092\u53d6\u5f97\u3059\u308bAPI\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b<\/li>\n<li class=\"Base-list__child\">\u65e5\u672c\u8a9e\u3068\u82f1\u8a9e\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6bd4\u3079\u308b\u3068\u3001\u30e2\u30c7\u30eb\u3054\u3068\u306e\u76f8\u5bfe\u7684\u306a\u5165\u529b\u52b9\u7387\u3092\u78ba\u8a8d\u3067\u304d\u308b<\/li>\n<li class=\"Base-list__child\">\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5c11\u306a\u3044\u3053\u3068\u306f\u3001\u65e5\u672c\u8a9e\u306e\u56de\u7b54\u54c1\u8cea\u304c\u9ad8\u3044\u3053\u3068\u3092\u76f4\u63a5\u610f\u5473\u3057\u306a\u3044<\/li>\n<li class=\"Base-list__child\">\u5b9f\u52d9\u3067\u306f\u3001\u5bfe\u8c61\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30c8\u30fc\u30af\u30f3\u6570\u3001\u6599\u91d1\u3001\u56de\u7b54\u54c1\u8cea\u3001\u51e6\u7406\u901f\u5ea6\u3092\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3059\u308b<\/li>\n<\/ul>\n<p>\u30c8\u30fc\u30af\u30f3\u6570\u306f\u3001\u751f\u6210API\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u53d7\u4fe1\u5f8c\u306b\u78ba\u8a8d\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u524d\u306b\u3082\u8a08\u6e2c\u3067\u304d\u307e\u3059\u3002\u9577\u3044\u6587\u66f8\u3084\u5927\u91cf\u306e\u5165\u529b\u3092\u6271\u3046\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5404\u793e\u306e\u30ab\u30a6\u30f3\u30c8API\u3092\u4f7f\u3063\u3066\u5b9f\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u3068\u3001\u30e2\u30c7\u30eb\u9078\u5b9a\u3084\u30b3\u30b9\u30c8\u8a66\u7b97\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3 id=\"section-8\" 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\u69d8\u3005\u306a\u652f\u63f4\u3092\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\/\" 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RAG<\/a>\uff1a\u793e\u5185\u6587\u66f8\u3092\u3082\u3068\u306b\u56de\u7b54\u3057\u3001\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u3092\u52b9\u7387\u5316\u3059\u308bAI\u30c1\u30e3\u30c3\u30c8\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\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 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