{"id":8491,"date":"2025-06-16T05:59:59","date_gmt":"2025-06-16T05:59:59","guid":{"rendered":"https:\/\/www.qiscus.com\/id\/?p=8491"},"modified":"2026-02-23T10:05:55","modified_gmt":"2026-02-23T03:05:55","slug":"agentic-rag","status":"publish","type":"post","link":"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/","title":{"rendered":"Agentic RAG: Evolusi AI yang Wajib Diketahui di 2025"},"content":{"rendered":"\n<p>Dalam era transformasi digital yang makin pesat di tahun 2025, kualitas layanan pelanggan menjadi kunci utama dalam mempertahankan loyalitas dan kepuasan konsumen. Di sinilah peran Agentic Retrieval-Augmented Generation (RAG), teknologi Artificial Intelligence (AI) terbaru, menjadi krusial untuk meningkatkan efektivitas layanan pelanggan Anda.\u00a0<\/p>\n\n\n\n<p>Melalui artikel ini, Anda akan memahami apa itu Agentic Retrieval-Augmented Generation (RAG), cara kerjanya, serta manfaat nyata yang dapat dirasakan tim customer service Anda dalam memberikan layanan cepat, tepat, dan memuaskan kepada pelanggan.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Daftar Isi<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#Perjalanan_dari_Information_Retrieval_IR_Tradisional_Menuju_RAG_hingga_Agentic-RAG\" >Perjalanan dari Information Retrieval (IR) Tradisional Menuju RAG hingga Agentic-RAG<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#1_Traditional_Information_Retrieval_IR_%E2%80%93_Pre-2012\" >1. Traditional Information Retrieval (IR) \u2013 Pre-2012<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#2_Retrieval-Augmented_Generation_RAG_%E2%80%93_2022\" >2. Retrieval-Augmented Generation (RAG) \u2013 2022<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#3_Agentic-RAG_%E2%80%93_20242025\" >3. Agentic-RAG \u2013 2024\/2025<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#Agentic_RAG_vs_RAG_Tradisional\" >Agentic RAG vs. RAG Tradisional<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#1_RAG_Tradisional\" >1. RAG Tradisional<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#2_Agentic_RAG\" >2. Agentic RAG<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#Penerapan_Agentic_RAG_dalam_Customer_Service\" >Penerapan Agentic RAG dalam Customer Service<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/#Kesimpulan\" >Kesimpulan\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Perjalanan_dari_Information_Retrieval_IR_Tradisional_Menuju_RAG_hingga_Agentic-RAG\"><\/span>Perjalanan dari Information Retrieval (IR) Tradisional Menuju RAG hingga Agentic-RAG<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG-1024x683.webp\" alt=\"\" class=\"wp-image-8501\" srcset=\"https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG-1024x683.webp 1024w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG-300x200.webp 300w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG-768x512.webp 768w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG-380x253.webp 380w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG-800x533.webp 800w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG-1160x773.webp 1160w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Journey-from-traditional-IR-to-RAG-to-agentic-RAG.webp 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Traditional_Information_Retrieval_IR_%E2%80%93_Pre-2012\"><\/span>1. Traditional Information Retrieval (IR) \u2013 Pre-2012<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Pada tahap awal, metode pencarian informasi masih sangat sederhana. Sistem seperti TF-IDF dan BM25 bekerja dengan cara mencocokkan kata kunci antara kueri pencarian dan dokumen. Pendekatan ini dikenal sebagai \u2018sparse retrieval\u2019 karena hanya mengandalkan keberadaan kata tertentu tanpa mempertimbangkan makna atau konteks. Akibatnya, hasil pencarian sering kali tidak relevan atau terlalu banyak noise.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Retrieval-Augmented_Generation_RAG_%E2%80%93_2022\"><\/span>2. Retrieval-Augmented Generation (RAG) \u2013 2022<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG menggabungkan kemampuan retrieval dan generation dalam satu model. AI tidak hanya mengambil dokumen, tetapi juga membaca, memahami, dan menyusun jawaban berdasarkan informasi yang ditemukan. Ini menjadikan interaksi lebih natural, akurat, dan efisien. Namun, sistem RAG awal masih bersifat statis dan cenderung bekerja secara linear, sehingga kurang fleksibel dalam menangani skenario yang kompleks atau multi-tahap.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Agentic-RAG_%E2%80%93_20242025\"><\/span>3. Agentic-RAG \u2013 2024\/2025<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Agentic-RAG adalah evolusi terbaru dari teknologi pencarian informasi berbasis <a href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-ai\/\">agentic AI<\/a>, yaitu pendekatan kecerdasan buatan yang memungkinkan sistem bertindak secara otonom, merencanakan langkah, serta menyesuaikan strategi berdasarkan konteks. Tidak seperti RAG tradisional yang bersifat linear dan statis, Agentic-RAG memperkenalkan agen AI otonom yang mampu menavigasi informasi, menyusun strategi, dan merespons secara adaptif.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Dengan pendekatan ini, AI tidak hanya menjawab pertanyaan, tetapi juga mampu memberikan rekomendasi, membuat keputusan, dan menjalankan tugas multi-tahap secara mandiri. Agentic-RAG menghadirkan interaksi yang lebih alami dan cerdas, sangat cocok untuk kebutuhan kompleks seperti layanan pelanggan, analisis data, dan asistensi digital berbasis konteks.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Agentic_RAG_vs_RAG_Tradisional\"><\/span>Agentic RAG vs. RAG Tradisional<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1536\" src=\"https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Agentic-RAG-vs.-traditional-RAG-systems-1.webp\" alt=\"agentic RAG vs traditional RAG\" class=\"wp-image-8496\" srcset=\"https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Agentic-RAG-vs.-traditional-RAG-systems-1.webp 1024w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Agentic-RAG-vs.-traditional-RAG-systems-1-200x300.webp 200w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Agentic-RAG-vs.-traditional-RAG-systems-1-683x1024.webp 683w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Agentic-RAG-vs.-traditional-RAG-systems-1-768x1152.webp 768w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Agentic-RAG-vs.-traditional-RAG-systems-1-380x570.webp 380w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/Agentic-RAG-vs.-traditional-RAG-systems-1-800x1200.webp 800w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Retrieval-Augmented Generation (RAG) adalah teknik yang memungkinkan AI mengambil informasi terlebih dahulu sebelum menghasilkan jawaban, sehingga dapat meningkatkan akurasi respons. Namun, pendekatan RAG tradisional memiliki beberapa keterbatasan penting, sehingga memunculkan kebutuhan akan sistem yang lebih cerdas dan fleksibel\u2014yaitu Agentic RAG.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_RAG_Tradisional\"><\/span>1. RAG Tradisional<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>RAG tradisional bekerja dengan mekanisme retrieval sekali jalan: sistem hanya mengambil informasi satu kali, lalu langsung menghasilkan jawaban. Jika data yang diambil kurang relevan atau tidak cukup menjawab, AI tidak akan melakukan pencarian ulang.<\/p>\n\n\n\n<p>Selain itu, RAG tradisional memiliki kelemahan dalam:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Menangani pertanyaan kompleks: Untuk pertanyaan yang memerlukan beberapa tahapan pemikiran, sistem ini tidak mampu menyusun langkah-langkah secara logis.<\/li>\n\n\n\n<li>Kurang adaptif: Sistem mengikuti alur tetap dan tidak bisa menyesuaikan strategi berdasarkan konteks atau masalah.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Agentic_RAG\"><\/span>2. Agentic RAG<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Tidak seperti RAG tradisional, Agentic RAG mengandalkan agen AI yang mampu bertindak secara aktif dan cerdas. Hal ini membuat sistem mampu:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Melakukan pencarian ulang secara iteratif jika informasi awal belum cukup.<\/li>\n\n\n\n<li>Berpikir secara bertahap (step-by-step reasoning).<\/li>\n\n\n\n<li>Melakukan evaluasi dan penyempurnaan jawaban untuk mencapai hasil yang lebih akurat.<\/li>\n<\/ul>\n\n\n\n<p>Dengan Agentic RAG, model bahasa tidak lagi pasif hanya menunggu data, tapi aktif memutuskan kapan perlu mencari lagi, bagaimana mengevaluasi hasil, dan kapan harus mengubah pendekatan untuk memberikan jawaban terbaik.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Penerapan_Agentic_RAG_dalam_Customer_Service\"><\/span>Penerapan Agentic RAG dalam Customer Service<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1.webp\" alt=\"aplikasi agentic RAG pada customer service\" class=\"wp-image-8497\" srcset=\"https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1.webp 1536w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1-300x200.webp 300w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1-1024x683.webp 1024w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1-768x512.webp 768w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1-380x253.webp 380w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1-800x533.webp 800w, https:\/\/www.qiscus.com\/id\/wp-content\/uploads\/sites\/2\/2025\/06\/cs-1-1160x773.webp 1160w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n\n\n\n<p>Penerapan Agentic RAG dalam layanan pelanggan tidak hanya meningkatkan efisiensi operasional, tetapi juga menghadirkan sistem AI yang mampu memahami konteks percakapan secara mendalam, menyesuaikan respons dengan kebutuhan pengguna secara real-time, dan secara proaktif mencari solusi terbaik.\u00a0<\/p>\n\n\n\n<p>Dengan kemampuan untuk mengakses dan memproses informasi secara bertahap dan berulang jika diperlukan, Agentic RAG memungkinkan interaksi yang lebih personal, akurat, dan cepat. Saat ini, teknologi ini mulai diterapkan secara luas dalam berbagai platform customer service, membentuk standar baru dalam memberikan pengalaman pelanggan yang cerdas dan responsif.<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\"><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Kesimpulan\u00a0<\/h2>\n\n\n\n<p>Agentic RAG menggabungkan kecerdasan agen AI yang dapat bekerja secara mandiri dengan kemampuan RAG dalam mengambil data secara dinamis. Ke depan, teknologi AI diperkirakan akan berkembang dari sekadar alat bantu menjadi sistem yang mampu mengambil tindakan, menyesuaikan diri dengan situasi, dan memberikan hasil yang relevan tanpa banyak campur tangan manusia.<\/p>\n\n\n\n<p>Sebagai penyedia solusi komunikasi berbasis AI, <strong><a href=\"https:\/\/www.bing.com\/ck\/a?!&&p=079521bfbeb483a3f1d7834a6149e1acc7374dfba1bf552977a044544e001f28JmltdHM9MTc1MDAzMjAwMA&ptn=3&ver=2&hsh=4&fclid=366bf6b3-ce35-60b9-2698-e23ccf7061ea&psq=qiscus+ai+&u=a1aHR0cHM6Ly93d3cucWlzY3VzLmNvbS9lbi9xaXNjdXMtYWk&ntb=1\">Qiscus<\/a><\/strong> mendukung penerapan teknologi seperti RAG dalam berbagai platform customer service. Dengan ekosistem produk Qiscus yang siap diintegrasikan dengan teknologi AI terkini, bisnis Anda bisa menghadirkan layanan pelanggan yang lebih cepat, cerdas, dan personal.<\/p>\n","protected":false},"excerpt":{"rendered":"Dalam era transformasi digital yang makin pesat di tahun 2025, kualitas layanan pelanggan menjadi kunci utama dalam mempertahankan&hellip;\n","protected":false},"author":28,"featured_media":8537,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[3],"tags":[2121,2124,2122,2123,2018],"class_list":{"0":"post-8491","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-insight","8":"tag-agentic-rag","9":"tag-ai-trends-2025","10":"tag-autonomous-ai-agent","11":"tag-customer-service-automation","12":"tag-retrieval-augmented-generation"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Agentic RAG: Evolusi AI yang Wajib Diketahui di 2025<\/title>\n<meta name=\"description\" content=\"Evolusi layanan pelanggan dengan Agentic RAG! Teknologi AI terbaru yang meningkatkan kecepatan, akurasi, &amp; personalisasi interaksi CS.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.qiscus.com\/id\/blog\/agentic-rag\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Agentic RAG: Evolusi AI yang Wajib Diketahui di 2025\" \/>\n<meta property=\"og:description\" content=\"Evolusi layanan pelanggan dengan Agentic RAG! 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