{"id":8932,"date":"2026-08-14T13:45:18","date_gmt":"2026-08-14T06:45:18","guid":{"rendered":"https:\/\/www.idin9.com\/main\/?p=8932"},"modified":"2026-08-14T14:42:28","modified_gmt":"2026-08-14T07:42:28","slug":"human-in-loop-ai-ticketing-system","status":"publish","type":"post","link":"https:\/\/www.idin9.com\/main\/human-in-loop-ai-ticketing-system\/","title":{"rendered":"Human-in-Loop AI Ticketing System: \u0e42\u0e0b\u0e25\u0e39\u0e0a\u0e31\u0e19\u0e1a\u0e23\u0e34\u0e01\u0e32\u0e23\u0e2a\u0e19\u0e31\u0e1a\u0e2a\u0e19\u0e38\u0e19\u0e2d\u0e31\u0e08\u0e09\u0e23\u0e34\u0e22\u0e30"},"content":{"rendered":"<div style=\"background: radial-gradient(circle at top right, #1e3a8a 0%, #0f172a 100%); color: #f8fafc; padding: 50px 40px; border-radius: 20px; margin-bottom: 40px; box-shadow: 0 20px 40px rgba(15, 23, 42, 0.4); border: 1px solid #3b82f6;\">\n<div style=\"max-width: 800px; margin: 0 auto; text-align: center;\">\n        <span style=\"background: #2563eb; color: #eff6ff; padding: 6px 16px; border-radius: 20px; font-size: 14px; font-weight: 600; text-transform: uppercase; letter-spacing: 1px;\">Enterprise AI Solution<\/span><\/p>\n<h1 style=\"color: #60a5fa; font-size: 36px; margin: 20px 0; font-weight: 800; line-height: 1.3;\">\u0e23\u0e30\u0e1a\u0e1a\u0e1a\u0e23\u0e34\u0e01\u0e32\u0e23\u0e2a\u0e19\u0e31\u0e1a\u0e2a\u0e19\u0e38\u0e19\u0e2d\u0e31\u0e08\u0e09\u0e23\u0e34\u0e22\u0e30 (Human-in-Loop AI Ticketing System)<\/h1>\n<p style=\"font-size: 18px; line-height: 1.8; color: #bfdbfe; margin-bottom: 0;\">\u0e1c\u0e2a\u0e32\u0e19\u0e28\u0e31\u0e01\u0e22\u0e20\u0e32\u0e1e\u0e1b\u0e31\u0e0d\u0e0d\u0e32\u0e1b\u0e23\u0e30\u0e14\u0e34\u0e29\u0e10\u0e4c (AI Copilot) \u0e40\u0e02\u0e49\u0e32\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e41\u0e25\u0e30\u0e2d\u0e19\u0e38\u0e21\u0e31\u0e15\u0e34\u0e42\u0e14\u0e22\u0e17\u0e35\u0e21\u0e07\u0e32\u0e19\u0e1c\u0e39\u0e49\u0e40\u0e0a\u0e35\u0e48\u0e22\u0e27\u0e0a\u0e32\u0e0d \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e04\u0e27\u0e32\u0e21\u0e23\u0e27\u0e14\u0e40\u0e23\u0e47\u0e27\u0e41\u0e25\u0e30\u0e41\u0e21\u0e48\u0e19\u0e22\u0e33\u0e2a\u0e39\u0e07\u0e2a\u0e38\u0e14\u0e43\u0e19\u0e01\u0e32\u0e23\u0e43\u0e2b\u0e49\u0e1a\u0e23\u0e34\u0e01\u0e32\u0e23\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32\u0e41\u0e25\u0e30\u0e2a\u0e19\u0e31\u0e1a\u0e2a\u0e19\u0e38\u0e19\u0e44\u0e2d\u0e17\u0e35<\/p>\n<\/p><\/div>\n<div style=\"margin-top: 40px; text-align: center;\">\n        <img decoding=\"async\" src=\"https:\/\/idin9-websites.s3.ap-southeast-1.wasabisys.com\/2026\/08\/human-in-loop-architecture.jpg\" alt=\"Human-in-loop AI Ticketing System Architecture\" style=\"width: 100%; max-width: 1000px; border-radius: 14px; box-shadow: 0 15px 35px rgba(0,0,0,0.6); border: 1px solid #3b82f6;\" \/>\n    <\/div>\n<\/div>\n<div style=\"display: flex; flex-wrap: wrap; gap: 30px; align-items: flex-start; margin-bottom: 40px;\">\n<div style=\"flex: 1 1 45%; min-width: 320px; background: #0f172a; padding: 30px; border-radius: 16px; border: 1px solid #1e293b; box-shadow: 0 10px 30px rgba(0,0,0,0.3);\">\n<h3 style=\"color: #38bdf8; font-size: 22px; margin-top: 0; margin-bottom: 20px; font-weight: 700;\">\u0e20\u0e32\u0e1e\u0e23\u0e27\u0e21\u0e41\u0e25\u0e30\u0e1b\u0e31\u0e0d\u0e2b\u0e32 (Overview &#038; Challenge)<\/h3>\n<p style=\"color: #cbd5e1; font-size: 16px; line-height: 1.8; margin-bottom: 16px;\">\n            \u0e43\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e07\u0e32\u0e19\u0e1a\u0e23\u0e34\u0e01\u0e32\u0e23\u0e2a\u0e19\u0e31\u0e1a\u0e2a\u0e19\u0e38\u0e19\u0e25\u0e39\u0e01\u0e04\u0e49\u0e32\u0e41\u0e25\u0e30\u0e44\u0e2d\u0e17\u0e35 (IT &#038; Customer Support) \u0e22\u0e38\u0e04\u0e1b\u0e31\u0e08\u0e08\u0e38\u0e1a\u0e31\u0e19 \u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e21\u0e31\u0e01\u0e1b\u0e23\u0e30\u0e2a\u0e1a\u0e1b\u0e31\u0e0d\u0e2b\u0e32 2 \u0e02\u0e31\u0e49\u0e27 \u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e23\u0e30\u0e1a\u0e1a Human Support \u0e41\u0e1a\u0e1a\u0e14\u0e31\u0e49\u0e07\u0e40\u0e14\u0e34\u0e21\u0e17\u0e35\u0e48\u0e25\u0e48\u0e32\u0e0a\u0e49\u0e32\u0e41\u0e25\u0e30\u0e15\u0e49\u0e19\u0e17\u0e38\u0e19\u0e2a\u0e39\u0e07 \u0e01\u0e31\u0e1a\u0e23\u0e30\u0e1a\u0e1a AI Fully Automated \u0e17\u0e35\u0e48\u0e21\u0e31\u0e01\u0e43\u0e2b\u0e49\u0e04\u0e33\u0e15\u0e2d\u0e1a\u0e1c\u0e34\u0e14\u0e1e\u0e25\u0e32\u0e14\u0e41\u0e25\u0e30\u0e02\u0e32\u0e14\u0e04\u0e27\u0e32\u0e21\u0e19\u0e48\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e16\u0e37\u0e2d\n        <\/p>\n<p style=\"color: #cbd5e1; font-size: 16px; line-height: 1.8; margin-bottom: 0;\">\n            \u0e23\u0e30\u0e1a\u0e1a <strong>Human-in-Loop AI Ticketing System<\/strong> \u0e08\u0e36\u0e07\u0e16\u0e39\u0e01\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e02\u0e36\u0e49\u0e19\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e41\u0e01\u0e49\u0e42\u0e08\u0e17\u0e22\u0e4c\u0e19\u0e35\u0e49\u0e42\u0e14\u0e22\u0e40\u0e09\u0e1e\u0e32\u0e30 \u0e1c\u0e2a\u0e32\u0e19\u0e08\u0e38\u0e14\u0e40\u0e14\u0e48\u0e19\u0e02\u0e2d\u0e07 AI Copilot \u0e40\u0e02\u0e49\u0e32\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e22\u0e37\u0e19\u0e22\u0e31\u0e19\u0e42\u0e14\u0e22\u0e21\u0e19\u0e38\u0e29\u0e22\u0e4c (Human Validation)\n        <\/p>\n<\/p><\/div>\n<div style=\"flex: 1 1 45%; min-width: 320px; background: #0f172a; padding: 30px; border-radius: 16px; border: 1px solid #1e293b; box-shadow: 0 10px 30px rgba(0,0,0,0.3);\">\n<h3 style=\"color: #38bdf8; font-size: 22px; margin-top: 0; margin-bottom: 20px; font-weight: 700;\">\u0e2a\u0e16\u0e32\u0e1b\u0e31\u0e15\u0e22\u0e01\u0e23\u0e23\u0e21\u0e23\u0e30\u0e1a\u0e1a 4 \u0e2a\u0e48\u0e27\u0e19\u0e2b\u0e25\u0e31\u0e01<\/h3>\n<ul style=\"color: #cbd5e1; font-size: 16px; line-height: 1.8; padding-left: 20px; margin: 0;\">\n<li style=\"margin-bottom: 10px;\"><strong>User &#038; Support Layer:<\/strong> \u0e0a\u0e48\u0e2d\u0e07\u0e17\u0e32\u0e07\u0e1c\u0e39\u0e49\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e41\u0e25\u0e30\u0e17\u0e35\u0e21 Support \u0e17\u0e33\u0e07\u0e32\u0e19\u0e23\u0e48\u0e27\u0e21\u0e01\u0e31\u0e1a AI Assistant<\/li>\n<li style=\"margin-bottom: 10px;\"><strong>SupportDesk.in.th Integration:<\/strong> \u0e28\u0e39\u0e19\u0e22\u0e4c\u0e01\u0e25\u0e32\u0e07\u0e1a\u0e23\u0e34\u0e2b\u0e32\u0e23\u0e04\u0e33\u0e23\u0e49\u0e2d\u0e07\u0e1c\u0e48\u0e32\u0e19 API \u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e15\u0e48\u0e2d\u0e2b\u0e25\u0e31\u0e07\u0e1a\u0e49\u0e32\u0e19<\/li>\n<li style=\"margin-bottom: 10px;\"><strong>AI Core &#038; Harness:<\/strong> \u0e2a\u0e21\u0e2d\u0e07\u0e01\u0e25\u0e2d\u0e31\u0e08\u0e09\u0e23\u0e34\u0e22\u0e30\u0e1c\u0e2a\u0e32\u0e19 Skills, Tools \u0e41\u0e25\u0e30 Knowledge Base<\/li>\n<li style=\"margin-bottom: 10px;\"><strong>Model Routing &#038; Gateway:<\/strong> \u0e23\u0e30\u0e1a\u0e1a\u0e01\u0e23\u0e30\u0e08\u0e32\u0e22\u0e07\u0e32\u0e19\u0e2a\u0e39\u0e48\u0e42\u0e21\u0e40\u0e14\u0e25 AI \u0e2b\u0e25\u0e32\u0e01\u0e2b\u0e25\u0e32\u0e22\u0e04\u0e48\u0e32\u0e22<\/li>\n<\/ul><\/div>\n<\/div>\n<div style=\"background: #0f172a; padding: 40px; border-radius: 16px; border: 1px solid #1e293b; margin-bottom: 40px;\">\n<h2 style=\"color: #f8fafc; font-size: 26px; margin-top: 0; margin-bottom: 25px; font-weight: 700; text-align: center;\">\u0e08\u0e38\u0e14\u0e40\u0e14\u0e48\u0e19\u0e41\u0e25\u0e30\u0e42\u0e0b\u0e25\u0e39\u0e0a\u0e31\u0e19\u0e40\u0e0a\u0e34\u0e07\u0e2a\u0e16\u0e32\u0e1b\u0e31\u0e15\u0e22\u0e01\u0e23\u0e23\u0e21 (Architectural Advantages)<\/h2>\n<div style=\"display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 20px;\">\n<div style=\"background: rgba(30, 41, 59, 0.5); padding: 25px; border-radius: 12px; border-top: 4px solid #3b82f6;\">\n<h4 style=\"color: #60a5fa; font-size: 18px; margin-top: 0; margin-bottom: 10px;\">1. Multi-Model Routing<\/h4>\n<p style=\"color: #94a3b8; font-size: 15px; line-height: 1.7; margin: 0;\">\u0e01\u0e23\u0e30\u0e08\u0e32\u0e22\u0e07\u0e32\u0e19\u0e2a\u0e39\u0e48 Local LLMs \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e07\u0e32\u0e19\u0e17\u0e31\u0e48\u0e27\u0e44\u0e1b \u0e41\u0e25\u0e30\u0e2a\u0e48\u0e07\u0e40\u0e04\u0e2a\u0e0b\u0e31\u0e1a\u0e0b\u0e49\u0e2d\u0e19\u0e44\u0e1b\u0e22\u0e31\u0e07 Frontier Models \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e23\u0e30\u0e1a\u0e1a Failover \u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34<\/p>\n<\/p><\/div>\n<div style=\"background: rgba(30, 41, 59, 0.5); padding: 25px; border-radius: 12px; border-top: 4px solid #10b981;\">\n<h4 style=\"color: #34d399; font-size: 18px; margin-top: 0; margin-bottom: 10px;\">2. Models Steering<\/h4>\n<p style=\"color: #94a3b8; font-size: 15px; line-height: 1.7; margin: 0;\">\u0e04\u0e27\u0e1a\u0e04\u0e38\u0e21\u0e1e\u0e24\u0e15\u0e34\u0e01\u0e23\u0e23\u0e21 AI \u0e1c\u0e48\u0e32\u0e19 Skills \u0e41\u0e25\u0e30 Tools \u0e1b\u0e49\u0e2d\u0e07\u0e01\u0e31\u0e19 Hallucination \u0e42\u0e14\u0e22\u0e1a\u0e31\u0e07\u0e04\u0e31\u0e1a\u0e15\u0e23\u0e27\u0e08\u0e17\u0e32\u0e19\u0e01\u0e31\u0e1a Vendor KB \u0e17\u0e38\u0e01\u0e04\u0e23\u0e31\u0e49\u0e07<\/p>\n<\/p><\/div>\n<div style=\"background: rgba(30, 41, 59, 0.5); padding: 25px; border-radius: 12px; border-top: 4px solid #f59e0b;\">\n<h4 style=\"color: #fbbf24; font-size: 18px; margin-top: 0; margin-bottom: 10px;\">3. Continuous Learning<\/h4>\n<p style=\"color: #94a3b8; font-size: 15px; line-height: 1.7; margin: 0;\">\u0e1a\u0e31\u0e19\u0e17\u0e36\u0e01 Feedback \u0e08\u0e32\u0e01\u0e17\u0e35\u0e21 Support \u0e01\u0e25\u0e31\u0e1a\u0e2a\u0e39\u0e48 Knowledge Base WIKI \u0e43\u0e2b\u0e49\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e21\u0e35\u0e04\u0e25\u0e31\u0e07\u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e2d\u0e31\u0e1b\u0e40\u0e14\u0e15\u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Enterprise AI Solution \u0e23\u0e30\u0e1a\u0e1a\u0e1a\u0e23\u0e34\u0e01\u0e32\u0e23\u0e2a\u0e19\u0e31\u0e1a\u0e2a\u0e19\u0e38\u0e19\u0e2d\u0e31\u0e08\u0e09\u0e23\u0e34\u0e22\u0e30 (Human-in-Loop AI Ticketing System) \u0e1c\u0e2a\u0e32\u0e19\u0e28\u0e31\u0e01\u0e22\u0e20\u0e32\u0e1e\u0e1b\u0e31\u0e0d\u0e0d\u0e32\u0e1b\u0e23\u0e30\u0e14\u0e34\u0e29\u0e10\u0e4c (AI Copilot) \u0e40\u0e02\u0e49\u0e32\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e41\u0e25\u0e30\u0e2d\u0e19\u0e38\u0e21\u0e31\u0e15\u0e34\u0e42\u0e14\u0e22\u0e17\u0e35\u0e21\u0e07\u0e32\u0e19\u0e1c\u0e39\u0e49\u0e40\u0e0a\u0e35\u0e48\u0e22\u0e27\u0e0a\u0e32\u0e0d [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":8939,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[68,40],"tags":[77],"class_list":["post-8932","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-robotics","category-solutions","tag-ai"],"_links":{"self":[{"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/posts\/8932","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/comments?post=8932"}],"version-history":[{"count":4,"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/posts\/8932\/revisions"}],"predecessor-version":[{"id":8936,"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/posts\/8932\/revisions\/8936"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/media\/8939"}],"wp:attachment":[{"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/media?parent=8932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/categories?post=8932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.idin9.com\/main\/wp-json\/wp\/v2\/tags?post=8932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}