{"id":2936,"date":"2026-06-09T18:27:25","date_gmt":"2026-06-09T15:27:25","guid":{"rendered":"https:\/\/shareai.now\/?p=2936"},"modified":"2026-06-09T18:34:34","modified_gmt":"2026-06-09T15:34:34","slug":"%e6%9c%80%e4%bd%b3llm%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/shareai.now\/zh\/%e5%8d%9a%e5%ae%a2\/%e5%bc%80%e5%8f%91%e8%80%85\/%e6%9c%80%e4%bd%b3llm%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%b7%a5%e5%85%b7\/","title":{"rendered":"2026\u5e74\u7528\u4e8e\u751f\u4ea7AI\u5e94\u7528\u76847\u4e2a\u6700\u4f73LLM\u53ef\u89c2\u6d4b\u6027\u5de5\u5177"},"content":{"rendered":"<p>\u6587\u7ae0\u66f4\u65b0\u65e5\u671f\uff1a2026\u5e746\u6708<\/p>\n\n\n\n<p>\u6700\u4f73LLM\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u5e2e\u52a9\u56e2\u961f\u56de\u7b54\u4e00\u4e2a\u7b80\u5355\u7684\u751f\u4ea7\u95ee\u9898\uff1a\u8fd9\u4e2aAI\u8bf7\u6c42\u5185\u90e8\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u95ee\u9898\u5f88\u5feb\u53d8\u5f97\u590d\u6742\u3002\u5355\u4e2a\u7528\u6237\u64cd\u4f5c\u53ef\u80fd\u89e6\u53d1\u63d0\u793a\u3001\u68c0\u7d22\u6b65\u9aa4\u3001\u6a21\u578b\u8c03\u7528\u3001\u56de\u9000\u3001\u5de5\u5177\u8c03\u7528\u3001\u8f93\u51fa\u89e3\u6790\u5668\u3001\u8bc4\u4f30\u5206\u6570\u548c\u8ba1\u8d39\u4e8b\u4ef6\u3002\u5982\u679c\u8fd9\u4e9b\u6b65\u9aa4\u5206\u6563\u5728\u65e5\u5fd7\u3001\u63d0\u4f9b\u5546\u4eea\u8868\u677f\u3001\u81ea\u5b9a\u4e49\u7535\u5b50\u8868\u683c\u548c\u4e00\u6b21\u6027\u8ddf\u8e2a\u4e2d\uff0c\u8c03\u8bd5\u5c31\u53d8\u6210\u4e86\u8003\u53e4\u5b66\u3002.<\/p>\n\n\n\n<p>\u5bf9\u4e8eAI\u5e94\u7528\u3001\u4ee3\u7406\u3001\u52a9\u624b\u548cRAG\u7cfb\u7edf\uff0cLLM\u53ef\u89c2\u6d4b\u6027\u5e94\u8be5\u5c55\u793a\u6574\u4e2a\u8def\u5f84\uff1a\u63d0\u793a\u3001\u8f93\u51fa\u3001\u5ef6\u8fdf\u3001\u4ee4\u724c\u4f7f\u7528\u3001\u6210\u672c\u3001\u9519\u8bef\u3001\u91cd\u8bd5\u3001\u6a21\u578b\u8def\u5f84\u3001\u7528\u6237\u5143\u6570\u636e\u4ee5\u53ca\u4e0b\u6e38\u5de5\u5177\u884c\u4e3a\u3002.<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u751f\u4ea7AI\u56e2\u961f\u503c\u5f97\u8bc4\u4f30\u7684\u4e03\u79cd\u5de5\u5177\uff0c\u5176\u4e2dSigNoz\u6392\u5728\u9996\u4f4d\uff0c\u56e0\u4e3a\u5b83\u89e3\u51b3\u4e86\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u95ee\u9898\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5c55\u793aLLM\u90e8\u5206\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6700\u4f73LLM\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u7684\u5173\u952e\u70b9<\/h2>\n\n\n\n<p>LLM\u53ef\u89c2\u6d4b\u6027\u4e0d\u4ec5\u4ec5\u662f\u5b58\u50a8\u63d0\u793a\u548c\u54cd\u5e94\u3002\u4e00\u4e2a\u6709\u7528\u7684\u5e73\u53f0\u5e94\u8be5\u5e2e\u52a9\u5de5\u7a0b\u3001\u4ea7\u54c1\u548c\u8fd0\u8425\u56e2\u961f\u5171\u540c\u7406\u89e3\u53ef\u9760\u6027\u3001\u6210\u672c\u548c\u8f93\u51fa\u8d28\u91cf\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8ddf\u8e2a\uff1a<\/strong> \u6a21\u578b\u8c03\u7528\u3001\u68c0\u7d22\u6b65\u9aa4\u3001\u5de5\u5177\u8c03\u7528\u3001\u91cd\u8bd5\u3001\u56de\u9000\u548c\u4e0b\u6e38\u670d\u52a1\u3002.<\/li>\n\n\n\n<li><strong>\u6307\u6807\uff1a<\/strong> \u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u3001\u9519\u8bef\u7387\u3001\u4ee4\u724c\u4f7f\u7528\u3001\u6a21\u578b\u4f7f\u7528\u3001\u8def\u5f84\u5065\u5eb7\u72b6\u51b5\u548c\u6210\u672c\u3002.<\/li>\n\n\n\n<li><strong>\u65e5\u5fd7\uff1a<\/strong> \u8bf7\u6c42\u5143\u6570\u636e\u3001\u5e94\u7528\u4e8b\u4ef6\u3001\u5f02\u5e38\u548c\u4e8b\u4ef6\u4e0a\u4e0b\u6587\u3002.<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\uff1a<\/strong> \u8d28\u91cf\u5206\u6570\u3001\u5e7b\u89c9\u68c0\u67e5\u3001\u76f8\u5173\u6027\u68c0\u67e5\u548c\u56de\u5f52\u6d4b\u8bd5\u3002.<\/li>\n\n\n\n<li><strong>\u7b5b\u9009\uff1a<\/strong> \u7528\u6237\u3001\u5de5\u4f5c\u7a7a\u95f4\u3001\u9879\u76ee\u3001\u6a21\u578b\u3001\u8def\u5f84\u3001\u73af\u5883\u548c\u5e94\u7528\u5143\u6570\u636e\u3002.<\/li>\n\n\n\n<li><strong>OpenTelemetry\u652f\u6301\uff1a<\/strong> \u4e00\u4e2a\u66f4\u6e05\u6670\u7684\u8def\u5f84\u5c06 AI \u8ddf\u8e2a\u4e0e\u8f6f\u4ef6\u5806\u6808\u7684\u5176\u4ed6\u90e8\u5206\u8fde\u63a5\u8d77\u6765\u3002.<\/li>\n<\/ul>\n\n\n\n<p>\u6a21\u578b <a href=\"https:\/\/opentelemetry.io\/docs\/concepts\/signals\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">OpenTelemetry \u4fe1\u53f7\u6a21\u578b<\/a> \u662f\u4e00\u4e2a\u6709\u7528\u7684\u57fa\u51c6\uff0c\u56e0\u4e3a\u73b0\u4ee3\u751f\u4ea7\u8c03\u8bd5\u4f9d\u8d56\u4e8e\u8ddf\u8e2a\u3001\u6307\u6807\u3001\u65e5\u5fd7\u548c\u4e0a\u4e0b\u6587\u7684\u534f\u540c\u8fd0\u884c\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. SigNoz<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"485\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x485.jpg\" alt=\"\" class=\"wp-image-2937\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x485.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-300x142.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-768x364.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1536x727.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4.jpg 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/signoz.io\/llm-observability\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">SigNoz<\/a> \u662f\u6211\u4eec\u8bc4\u4f30\u7684\u7b2c\u4e00\u4e2a\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u5e0c\u671b\u5728\u66f4\u5e7f\u6cdb\u7684\u5de5\u7a0b\u53ef\u89c2\u6d4b\u6027\u5806\u6808\u4e2d\u5b9e\u73b0 LLM \u53ef\u89c2\u6d4b\u6027\u7684\u56e2\u961f\u3002\u5b83\u662f OpenTelemetry \u539f\u751f\u7684\uff0c\u5c06\u8ddf\u8e2a\u3001\u6307\u6807\u3001\u65e5\u5fd7\u3001\u5f02\u5e38\u3001\u4eea\u8868\u677f\u548c\u8b66\u62a5\u6574\u5408\u5230\u4e00\u4e2a\u5e73\u53f0\u4e2d\u3002.<\/p>\n\n\n\n<p>\u5728 ShareAI\uff0c\u6211\u4eec\u4f7f\u7528 SigNoz \u4f5c\u4e3a\u4e2d\u5fc3\u7684\u4e00\u4f53\u5316\u53ef\u89c2\u6d4b\u6027\u548c\u8ddf\u8e2a\u5c42\u3002\u8fd9\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a AI \u95ee\u9898\u5f88\u5c11\u4ec5\u9650\u4e8e\u4e00\u4e2a\u6a21\u578b\u8c03\u7528\u3002\u4e00\u4e2a\u7cdf\u7cd5\u7684\u54cd\u5e94\u53ef\u80fd\u6d89\u53ca API \u5ef6\u8fdf\u3001\u63d0\u4f9b\u5546\u8def\u7531\u3001\u91cd\u8bd5\u3001\u6570\u636e\u5e93\u8ba1\u65f6\u3001\u961f\u5217\u884c\u4e3a\u3001\u8ba1\u8d39\u4e8b\u4ef6\u548c\u5e94\u7528\u7ea7\u9519\u8bef\u3002SigNoz \u4e3a\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8fde\u63a5\u8fd9\u4e9b\u4fe1\u53f7\u7684\u5730\u65b9\uff0c\u800c\u4e0d\u662f\u5728\u4e0d\u540c\u7684\u5de5\u5177\u4e4b\u95f4\u8df3\u8f6c\u3002.<\/p>\n\n\n\n<p>\u5f53\u60a8\u5e0c\u671b LLM \u8ddf\u8e2a\u4e0e\u6b63\u5e38\u7684\u5e94\u7528\u7a0b\u5e8f\u548c\u57fa\u7840\u8bbe\u65bd\u9065\u6d4b\u5e76\u5b58\u65f6\uff0cSigNoz \u5c24\u5176\u5f3a\u5927\u3002\u5bf9\u4e8e\u5df2\u7ecf\u8003\u8651\u4f7f\u7528 OpenTelemetry\u3001\u670d\u52a1\u5730\u56fe\u3001\u5ef6\u8fdf\u8ddf\u8e2a\u3001\u65e5\u5fd7\u5173\u8054\u548c\u8b66\u62a5\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u8fd9\u4f7f\u5f97 SigNoz \u6210\u4e3a\u751f\u4ea7 AI \u7cfb\u7edf\u7684\u5b9e\u7528\u57fa\u7840\u3002.<\/p>\n\n\n\n<p><strong>\u6700\u9002\u5408\uff1a<\/strong> \u5e0c\u671b\u5c06 LLM \u53ef\u89c2\u6d4b\u6027\u3001\u5e94\u7528\u53ef\u89c2\u6d4b\u6027\u3001\u57fa\u7840\u8bbe\u65bd\u4fe1\u53f7\u548c\u8ddf\u8e2a\u6574\u5408\u5230\u4e00\u4e2a\u5730\u65b9\u7684\u56e2\u961f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. Langfuse<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1024x472.jpg\" alt=\"\" class=\"wp-image-2938\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1024x472.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-300x138.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-768x354.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1536x707.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-18x8.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1.jpg 1904w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/langfuse.com\/docs\/observability\/overview?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">Langfuse<\/a> \u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5f00\u6e90\u9009\u9879\uff0c\u7528\u4e8e LLM \u5e94\u7528\u7a0b\u5e8f\u8ddf\u8e2a\u3002\u5b83\u56f4\u7ed5\u8ddf\u8e2a\u3001\u4f1a\u8bdd\u3001\u89c2\u5bdf\u3001\u4ee4\u724c\u4f7f\u7528\u3001\u5ef6\u8fdf\u3001\u63d0\u793a\u7ba1\u7406\u3001\u6570\u636e\u96c6\u3001\u5b9e\u9a8c\u548c\u8bc4\u4f30\u6784\u5efa\u3002.<\/p>\n\n\n\n<p>\u5f53 AI \u5de5\u7a0b\u5de5\u4f5c\u6d41\u7a0b\u672c\u8eab\u662f\u91cd\u5fc3\u65f6\uff0cLangfuse \u662f\u4e00\u4e2a\u5f88\u597d\u7684\u9009\u62e9\u3002\u5982\u679c\u60a8\u7684\u56e2\u961f\u5e0c\u671b\u5728\u4e13\u95e8\u6784\u5efa\u7684 LLM \u754c\u9762\u4e2d\u8fdb\u884c\u63d0\u793a\u8fed\u4ee3\u3001\u8ddf\u8e2a\u68c0\u67e5\u3001\u6210\u672c\u8ddf\u8e2a\u548c\u8bc4\u4f30\u5de5\u4f5c\u6d41\u7a0b\uff0cLangfuse \u662f\u6700\u6e05\u6670\u7684\u9009\u9879\u4e4b\u4e00\u3002.<\/p>\n\n\n\n<p><strong>\u6700\u9002\u5408\uff1a<\/strong> \u5e0c\u671b\u5f00\u6e90 LLM \u8ddf\u8e2a\u3001\u63d0\u793a\u7ba1\u7406\u548c\u8bc4\u4f30\u5de5\u4f5c\u6d41\u7a0b\u7684\u5f00\u53d1\u56e2\u961f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. LangSmith<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"484\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x484.png\" alt=\"\" class=\"wp-image-2939\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x484.png 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-300x142.png 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-768x363.png 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1536x726.png 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-18x9.png 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4.png 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/info.langchain.com\/AI-Observability?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">LangSmith<\/a> \u662f\u4e3a\u4f7f\u7528 LangChain \u6216 LangGraph \u6784\u5efa\u7684\u56e2\u961f\u63d0\u4f9b\u7684\u81ea\u7136\u9009\u62e9\u3002\u5b83\u4e13\u6ce8\u4e8e LLM \u5e94\u7528\u548c\u4ee3\u7406\u7684\u8ffd\u8e2a\u3001\u76d1\u63a7\u3001\u8bc4\u4f30\u3001\u8b66\u62a5\u4ee5\u53ca\u751f\u4ea7\u8c03\u8bd5\u3002.<\/p>\n\n\n\n<p>\u4e3b\u8981\u4f18\u52bf\u662f\u751f\u6001\u7cfb\u7edf\u7684\u5951\u5408\u5ea6\u3002\u5982\u679c\u60a8\u7684\u56e2\u961f\u5df2\u7ecf\u5927\u91cf\u4f7f\u7528 LangChain\uff0cLangSmith \u53ef\u4ee5\u8ba9\u8ffd\u8e2a\u3001\u8bc4\u4f30\u8fd0\u884c\u548c\u4ee3\u7406\u8c03\u8bd5\u66f4\u8d34\u8fd1\u5f00\u53d1\u5de5\u4f5c\u6d41\u7a0b\u3002.<\/p>\n\n\n\n<p><strong>\u6700\u9002\u5408\uff1a<\/strong> \u5e0c\u671b\u5c06\u53ef\u89c2\u5bdf\u6027\u4e0e\u5176\u4ee3\u7406\u6846\u67b6\u7d27\u5bc6\u7ed3\u5408\u7684 LangChain \u548c LangGraph \u56e2\u961f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. Helicone<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"490\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1024x490.jpg\" alt=\"\" class=\"wp-image-2943\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1024x490.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-300x144.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-768x368.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1536x736.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1.jpg 1896w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Helicone \u5bf9\u4e8e\u5e0c\u671b\u5728 OpenAI \u517c\u5bb9 API \u6d41\u91cf\u5468\u56f4\u6784\u5efa\u8f7b\u91cf\u7ea7\u53ef\u89c2\u5bdf\u6027\u5c42\u7684\u56e2\u961f\u975e\u5e38\u6709\u7528\u3002\u5f53\u9996\u8981\u95ee\u9898\u5f88\u7b80\u5355\u65f6\uff0c\u5b83\u901a\u5e38\u5f88\u6709\u5438\u5f15\u529b\uff1a\u67e5\u770b\u8bf7\u6c42\u3001\u5ef6\u8fdf\u3001\u6a21\u578b\u4f7f\u7528\u60c5\u51b5\u3001\u9519\u8bef\u3001\u7528\u6237\u548c\u6210\u672c\uff0c\u800c\u65e0\u9700\u6784\u5efa\u81ea\u5b9a\u4e49\u5206\u6790\u5c42\u3002.<\/p>\n\n\n\n<p>Helicone \u5e76\u4e0d\u603b\u662f\u6700\u6df1\u5ea6\u7684\u5168\u6808\u53ef\u89c2\u5bdf\u6027\u5e73\u53f0\uff0c\u4f46\u5bf9\u4e8e\u9700\u8981\u5feb\u901f API \u7ea7\u522b\u53ef\u89c1\u6027\u548c\u8de8 LLM \u8c03\u7528\u6210\u672c\u76d1\u63a7\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u5b83\u662f\u5b9e\u7528\u7684\u9009\u62e9\u3002.<\/p>\n\n\n\n<p><strong>\u6700\u9002\u5408\uff1a<\/strong> \u5e0c\u671b\u5feb\u901f\u5b9e\u73b0 LLM API \u53ef\u89c2\u5bdf\u6027\u548c\u4f7f\u7528\u53ef\u89c1\u6027\u7684\u521d\u521b\u516c\u53f8\u548c\u4ea7\u54c1\u56e2\u961f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. Arize Phoenix<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1024x489.png\" alt=\"\" class=\"wp-image-2940\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1024x489.png 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-300x143.png 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-768x367.png 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1536x733.png 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-18x9.png 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5.png 1900w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/arize.com\/docs\/phoenix\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">Arize Phoenix<\/a> \u662f\u4e00\u4e2a\u5f00\u6e90\u7684 AI \u53ef\u89c2\u5bdf\u6027\u548c\u8bc4\u4f30\u5e73\u53f0\u3002\u5b83\u652f\u6301\u8ffd\u8e2a\u3001\u63d0\u793a\u5de5\u7a0b\u3001\u6570\u636e\u96c6\u3001\u5b9e\u9a8c\u548c\u8bc4\u4f30\u5de5\u4f5c\u6d41\uff0c\u5e76\u652f\u6301 OpenTelemetry \u548c OpenInference \u4eea\u8868\u3002.<\/p>\n\n\n\n<p>\u5f53\u8c03\u8bd5\u4e0d\u8db3\u4ee5\u89e3\u51b3\u95ee\u9898\u4e14\u9700\u8981\u901a\u8fc7\u8bc4\u4f30\u6570\u636e\u63d0\u9ad8\u8f93\u51fa\u8d28\u91cf\u65f6\uff0cPhoenix \u975e\u5e38\u6709\u7528\u3002\u56e2\u961f\u53ef\u4ee5\u68c0\u67e5\u5355\u4e2a\u8fd0\u884c\u3001\u8bc4\u5206\u8f93\u51fa\u3001\u6bd4\u8f83\u63d0\u793a\u53d8\u5316\uff0c\u5e76\u5c06\u751f\u4ea7\u884c\u4e3a\u8f6c\u5316\u4e3a\u8fed\u4ee3\u7684\u8bc1\u636e\u3002.<\/p>\n\n\n\n<p><strong>\u6700\u9002\u5408\uff1a<\/strong> \u5173\u6ce8 LLM \u8bc4\u4f30\u3001\u5b9e\u9a8c\u548c\u8d28\u91cf\u6539\u8fdb\u4e0e\u8ffd\u8e2a\u68c0\u67e5\u540c\u7b49\u91cd\u8981\u7684\u56e2\u961f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. PromptLayer<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1024x487.jpg\" alt=\"\" class=\"wp-image-2941\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1024x487.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-300x143.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-768x365.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1536x731.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6.jpg 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.promptlayer.com\/observability\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">PromptLayer<\/a> \u5c06\u53ef\u89c2\u5bdf\u6027\u4e0e\u63d0\u793a\u7ba1\u7406\u76f8\u7ed3\u5408\u3002\u5b83\u8ddf\u8e2a\u8bf7\u6c42\u3001\u8de8\u5ea6\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u63d0\u793a\u7248\u672c\u548c\u5206\u6790\uff0c\u4f7f\u56e2\u961f\u80fd\u591f\u4e86\u89e3\u751f\u4ea7\u884c\u4e3a\u548c\u63d0\u793a\u53d8\u5316\u3002.<\/p>\n\n\n\n<p>PromptLayer \u975e\u5e38\u9002\u5408\u4ee5\u63d0\u793a\u64cd\u4f5c\u4e3a\u4e3b\u8981\u5de5\u4f5c\u6d41\u7a0b\u7684\u60c5\u51b5\u3002\u5982\u679c\u60a8\u7684\u56e2\u961f\u7ecf\u5e38\u8be2\u95ee\u54ea\u4e2a\u63d0\u793a\u7248\u672c\u5bfc\u81f4\u4e86\u56de\u5f52\u3001\u54ea\u4e2a\u8bf7\u6c42\u51fa\u73b0\u4e86\u95ee\u9898\uff0c\u6216\u8005\u63d0\u793a\u5728\u4e0d\u540c\u6a21\u578b\u4e2d\u7684\u8868\u73b0\u5982\u4f55\uff0cPromptLayer \u5c06\u8fd9\u4e9b\u5386\u53f2\u8bb0\u5f55\u4fdd\u7559\u5728\u8c03\u8bd5\u5faa\u73af\u4e2d\u3002.<\/p>\n\n\n\n<p><strong>\u6700\u9002\u5408\uff1a<\/strong> \u5e0c\u671b\u540c\u65f6\u62e5\u6709\u63d0\u793a\u7248\u672c\u7ba1\u7406\u3001\u63d0\u793a\u5206\u6790\u548c LLM \u8bf7\u6c42\u53ef\u89c2\u5bdf\u6027\u7684\u56e2\u961f\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM \u53ef\u89c2\u5bdf\u6027\u5de5\u5177\u5bf9\u6bd4<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5de5\u5177<\/th><th>\u6700\u4f73\u5339\u914d<\/th><th>\u4e3b\u8981\u4f18\u52bf<\/th><\/tr><\/thead><tbody><tr><td>SigNoz<\/td><td>\u5168\u6808 AI \u548c\u5e94\u7528\u53ef\u89c2\u5bdf\u6027<\/td><td>\u539f\u751f\u652f\u6301 OpenTelemetry \u7684\u8ffd\u8e2a\u3001\u6307\u6807\u3001\u65e5\u5fd7\u3001\u4eea\u8868\u76d8\u548c\u8b66\u62a5<\/td><\/tr><tr><td>Langfuse<\/td><td>\u5f00\u6e90 LLM \u5de5\u7a0b\u56e2\u961f<\/td><td>LLM \u8ffd\u8e2a\u3001\u63d0\u793a\u7ba1\u7406\u3001\u6570\u636e\u96c6\u548c\u8bc4\u4f30<\/td><\/tr><tr><td>LangSmith<\/td><td>LangChain \u548c LangGraph \u56e2\u961f<\/td><td>\u6846\u67b6\u8fde\u63a5\u7684\u8ffd\u8e2a\u3001\u76d1\u63a7\u548c\u8bc4\u4f30<\/td><\/tr><tr><td>Helicone<\/td><td>\u5feb\u901f\u7684 API \u7ea7\u522b LLM \u53ef\u89c1\u6027<\/td><td>\u8bf7\u6c42\u65e5\u5fd7\u3001\u4f7f\u7528\u60c5\u51b5\u3001\u5ef6\u8fdf\u3001\u9519\u8bef\u548c\u6210\u672c\u8ddf\u8e2a<\/td><\/tr><tr><td>Arize Phoenix<\/td><td>\u4ee5\u8bc4\u4f30\u4e3a\u4e3b\u7684 AI \u5e94\u7528<\/td><td>\u8ffd\u8e2a\u3001\u5b9e\u9a8c\u3001\u6570\u636e\u96c6\u548c\u8d28\u91cf\u8bc4\u4f30<\/td><\/tr><tr><td>PromptLayer<\/td><td>\u63d0\u793a\u64cd\u4f5c<\/td><td>\u63d0\u793a\u7248\u672c\u3001\u8bf7\u6c42\u8ffd\u8e2a\u3001\u5ef6\u8fdf\u3001\u6210\u672c\u548c\u5206\u6790<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">ShareAI \u5728\u53ef\u89c2\u5bdf\u6027\u5806\u6808\u4e2d\u7684\u4f4d\u7f6e<\/h2>\n\n\n\n<p>ShareAI \u4e0d\u662f SigNoz\u3001Langfuse\u3001LangSmith \u6216\u4efb\u4f55\u5176\u4ed6\u53ef\u89c2\u5bdf\u6027\u5e73\u53f0\u7684\u66ff\u4ee3\u54c1\u3002\u5b83\u662f\u4e00\u4e2a AI \u5e02\u573a\u548c API\uff0c\u5e2e\u52a9\u5ba2\u6237\u548c\u5f00\u53d1\u8005\u901a\u8fc7\u4e00\u4e2a\u96c6\u6210\u8bbf\u95ee 150+ \u6a21\u578b\uff0c\u8def\u7531\u8bf7\u6c42\uff0c\u4f7f\u7528\u667a\u80fd\u6545\u969c\u8f6c\u79fb\uff0c\u5e76\u901a\u8fc7\u6a21\u578b\u8bbf\u95ee\u5c42\u8ddf\u8e2a AI \u4f7f\u7528\u60c5\u51b5\u3002.<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u5f53\u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u5728 ShareAI \u4e4b\u5916\u4f46\u5176 AI \u6d41\u91cf\u9700\u8981\u8def\u7531\u3001\u4f7f\u7528\u8ddf\u8e2a\u3001\u8ba1\u8d39\u3001\u9644\u52a0\u8d39\u63a7\u5236\u548c\u6bcf\u6708\u5f00\u53d1\u8005\u652f\u4ed8\u65f6\uff0cShareAI \u975e\u5e38\u6709\u7528\u3002\u53ef\u89c2\u5bdf\u6027\u5de5\u5177\u663e\u793a\u53d1\u751f\u4e86\u4ec0\u4e48\u3002ShareAI \u5e2e\u52a9\u63a7\u5236 AI \u63a8\u7406\u6d41\u91cf\u7684\u8def\u7531\u548c\u8d27\u5e01\u5316\u65b9\u5f0f\u3002.<\/p>\n\n\n\n<p>\u6700\u5f3a\u7684\u8bbe\u7f6e\u7ed3\u5408\u4e86\u4e24\u4e2a\u5c42\u3002\u4f7f\u7528 ShareAI \u8fdb\u884c\u6a21\u578b\u8bbf\u95ee\u548c\u8def\u7531\u7684 AI \u4f7f\u7528\u3002\u4f7f\u7528 SigNoz \u6216\u5176\u4ed6\u53ef\u89c2\u5bdf\u6027\u5e73\u53f0\u5c06 AI \u8ffd\u8e2a\u4e0e\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u3001\u57fa\u7840\u8bbe\u65bd\u548c\u4e8b\u4ef6\u54cd\u5e94\u5de5\u4f5c\u6d41\u8fde\u63a5\u8d77\u6765\u3002.<\/p>\n\n\n\n<p>\u8981\u8fde\u63a5\u6a21\u578b\u8bbf\u95ee\u5c42\uff0c\u8bf7\u4ece <a href=\"https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">ShareAI API \u53c2\u8003<\/a>. \u5f00\u59cb\u3002\u8981\u5728\u8def\u7531\u6d41\u91cf\u4e4b\u524d\u6bd4\u8f83\u6a21\u578b\uff0c\u8bf7\u6d4f\u89c8 <a 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