{"id":1835,"date":"2026-03-30T11:19:11","date_gmt":"2026-03-30T11:19:11","guid":{"rendered":"https:\/\/online.binus.ac.id\/computer-science\/?p=1835"},"modified":"2026-03-31T02:09:17","modified_gmt":"2026-03-31T02:09:17","slug":"evolusi-chatbot-dari-sekadar-menjawab-hingga-bisa-berpikir-kontekstual","status":"publish","type":"post","link":"https:\/\/online.binus.ac.id\/computer-science\/2026\/03\/30\/evolusi-chatbot-dari-sekadar-menjawab-hingga-bisa-berpikir-kontekstual\/","title":{"rendered":"Evolusi Chatbot: Dari Sekadar Menjawab hingga Bisa Berpikir Kontekstual"},"content":{"rendered":"<p>Penulis: Thoriqul Fahri 2602338043 (Alumni BION CS) dan Fahrul Rizki 2602340205 (Alumni BION CS)<\/p>\n<p data-path-to-node=\"3\">Pernahkah Anda bertanya-tanya mengapa ada chatbot yang hanya bisa menjawab pertanyaan kaku, sementara yang lain bisa mengobrol layaknya manusia? Di era komunikasi digital saat ini, chatbot bukan lagi sekadar program komputer biasa, melainkan asisten pintar yang terus berevolusi.<\/p>\n<p data-path-to-node=\"4\">Melalui materi &#8220;Messaging Challenge: Three Level of Chatbot&#8221;, tim mahasiswa BINUS Online membedah tiga tahapan perkembangan teknologi chatbot yang perlu dipahami oleh setiap pengembang maupun pelaku bisnis [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=61\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQ-gE\">01:01<\/a>].<\/p>\n<p data-path-to-node=\"4\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1840\" src=\"https:\/\/online.binus.ac.id\/computer-science\/wp-content\/uploads\/sites\/4\/2026\/03\/chatbot.jpg\" alt=\"\" width=\"1200\" height=\"650\" srcset=\"https:\/\/online.binus.ac.id\/computer-science\/wp-content\/uploads\/sites\/4\/2026\/03\/chatbot.jpg 1200w, https:\/\/online.binus.ac.id\/computer-science\/wp-content\/uploads\/sites\/4\/2026\/03\/chatbot-300x163.jpg 300w, https:\/\/online.binus.ac.id\/computer-science\/wp-content\/uploads\/sites\/4\/2026\/03\/chatbot-1024x555.jpg 1024w, https:\/\/online.binus.ac.id\/computer-science\/wp-content\/uploads\/sites\/4\/2026\/03\/chatbot-768x416.jpg 768w, https:\/\/online.binus.ac.id\/computer-science\/wp-content\/uploads\/sites\/4\/2026\/03\/chatbot-480x260.jpg 480w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p data-path-to-node=\"4\">Sumber: https:\/\/blog.sinarteknologiindonesia.co.id\/wp-content\/uploads\/2025\/10\/What-is-AI-Chatbot.jpg<\/p>\n<h3 data-path-to-node=\"5\">1. Level 1: Static Bot (Si Kaku yang Efisien)<\/h3>\n<p data-path-to-node=\"6\">Ini adalah level paling dasar. <i data-path-to-node=\"6\" data-index-in-node=\"31\">Static bot<\/i> bekerja menggunakan logika <b data-path-to-node=\"6\" data-index-in-node=\"69\">If-Else<\/b> yang sederhana.<\/p>\n<ul data-path-to-node=\"7\">\n<li>\n<p data-path-to-node=\"7,0,0\"><b data-path-to-node=\"7,0,0\" data-index-in-node=\"0\">Cara Kerja:<\/b> Bot hanya akan merespons jika kata kunci yang dimasukkan pengguna persis sama dengan aturan yang telah dibuat [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=211\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQ-wE\">03:31<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"7,1,0\"><b data-path-to-node=\"7,1,0\" data-index-in-node=\"0\">Kelebihan:<\/b> Sangat mudah dibuat dan tidak membutuhkan sumber daya komputer yang besar [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=231\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQ_AE\">03:51<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"7,2,0\"><b data-path-to-node=\"7,2,0\" data-index-in-node=\"0\">Kekurangan:<\/b> Tidak bisa memahami variasi bahasa. Jika Anda salah mengetik satu huruf saja, bot mungkin tidak akan mengerti maksud Anda [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=254\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQ_QE\">04:14<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"7,3,0\"><b data-path-to-node=\"7,3,0\" data-index-in-node=\"0\">Cocok Untuk:<\/b> Informasi jam operasional, lokasi kantor, atau status pesanan sederhana [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=275\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQ_gE\">04:35<\/a>].<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"8\">2. Level 2: Classification Bot (Si Pintar yang Terlatih)<\/h3>\n<p data-path-to-node=\"9\">Naik satu level, kita masuk ke <i data-path-to-node=\"9\" data-index-in-node=\"31\">classification bot<\/i>. Bot ini sudah menggunakan kecerdasan buatan (<i data-path-to-node=\"9\" data-index-in-node=\"96\">Machine Learning<\/i>) dengan framework populer seperti <b data-path-to-node=\"9\" data-index-in-node=\"147\">Rasa<\/b> [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=307\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQ_wE\">05:07<\/a>].<\/p>\n<ul data-path-to-node=\"10\">\n<li>\n<p data-path-to-node=\"10,0,0\"><b data-path-to-node=\"10,0,0\" data-index-in-node=\"0\">Cara Kerja:<\/b> Bot dilatih untuk memahami &#8220;Inten&#8221; atau maksud di balik sebuah kalimat. Meskipun pengguna bertanya dengan variasi kata yang berbeda (misal: &#8220;Berapa jam baterainya?&#8221; vs &#8220;Daya tahan baterai berapa lama?&#8221;), bot tetap paham maksudnya adalah menanyakan baterai [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=322\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQgAI\">05:22<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"10,1,0\"><b data-path-to-node=\"10,1,0\" data-index-in-node=\"0\">Kelebihan:<\/b> Lebih fleksibel dan mampu menangani variasi bahasa manusia [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=333\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQgQI\">05:33<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"10,2,0\"><b data-path-to-node=\"10,2,0\" data-index-in-node=\"0\">Cocok Untuk:<\/b> E-commerce, layanan pelanggan transportasi, atau layanan publik seperti pajak [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=357\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQggI\">05:57<\/a>].<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"11\">3. Level 3: Generative Bot (Si Cerdas yang Dinamis)<\/h3>\n<p data-path-to-node=\"12\">Ini adalah puncak teknologi chatbot saat ini yang menggunakan teknologi <b data-path-to-node=\"12\" data-index-in-node=\"72\">Large Language Model (LLM)<\/b> seperti yang digunakan oleh ChatGPT atau Ollama [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=371\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQgwI\">06:11<\/a>].<\/p>\n<ul data-path-to-node=\"13\">\n<li>\n<p data-path-to-node=\"13,0,0\"><b data-path-to-node=\"13,0,0\" data-index-in-node=\"0\">Cara Kerja:<\/b> Bot tidak hanya mengambil jawaban dari database, tapi mampu menyusun kalimat baru secara alami dan memahami konteks percakapan secara menyeluruh [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=394\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQhAI\">06:34<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"13,1,0\"><b data-path-to-node=\"13,1,0\" data-index-in-node=\"0\">Kelebihan:<\/b> Jawaban terasa sangat manusiawi dan sangat personal [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=381\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQhQI\">06:21<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"13,2,0\"><b data-path-to-node=\"13,2,0\" data-index-in-node=\"0\">Kekurangan:<\/b> Membutuhkan spesifikasi komputer (resource) yang sangat tinggi dan memiliki risiko &#8220;halusinasi&#8221; (memberikan jawaban yang tampak meyakinkan tapi salah) [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=407\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQhgI\">06:47<\/a>].<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"13,3,0\"><b data-path-to-node=\"13,3,0\" data-index-in-node=\"0\">Cocok Untuk:<\/b> Asisten pendidikan, layanan kesehatan, hingga konsultasi legal [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=433\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQhwI\">07:13<\/a>].<\/p>\n<\/li>\n<\/ul>\n<h3 data-path-to-node=\"14\">Strategi Memilih Chatbot: Jangan Sekadar Ikut Tren<\/h3>\n<p data-path-to-node=\"15\">Kesimpulan penting dari presentasi ini adalah <b data-path-to-node=\"15\" data-index-in-node=\"46\">tidak ada satu solusi yang cocok untuk semua kebutuhan<\/b> [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=772\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQiAI\">12:52<\/a>].<\/p>\n<ul data-path-to-node=\"16\">\n<li>\n<p data-path-to-node=\"16,0,0\">Pilih <b data-path-to-node=\"16,0,0\" data-index-in-node=\"6\">Static Bot<\/b> jika Anda membutuhkan solusi cepat dan murah untuk informasi tetap.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"16,1,0\">Pilih <b data-path-to-node=\"16,1,0\" data-index-in-node=\"6\">Classification Bot<\/b> untuk layanan pelanggan skala menengah yang membutuhkan akurasi tinggi.<\/p>\n<\/li>\n<li>\n<p data-path-to-node=\"16,2,0\">Pilih <b data-path-to-node=\"16,2,0\" data-index-in-node=\"6\">Generative Bot<\/b> jika Anda ingin memberikan pengalaman pengguna yang sangat dinamis dan interaktif.<\/p>\n<\/li>\n<\/ul>\n<p data-path-to-node=\"17\">Strategi pengembangan yang bertahap akan membantu tim memahami kompleksitas sistem sekaligus menyesuaikan dengan sumber daya yang tersedia. Jadi, chatbot level mana yang paling dibutuhkan oleh bisnis Anda saat ini? [<a class=\"ng-star-inserted\" href=\"http:\/\/www.youtube.com\/watch?v=f7CYQD9mFA8&amp;t=812\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQiQI\">13:32<\/a>]<\/p>\n<hr data-path-to-node=\"18\" \/>\n<p data-path-to-node=\"19\"><i data-path-to-node=\"19\" data-index-in-node=\"0\">Disarikan dari materi presentasi Fahri dan Fahrul Rizki (Alumni BINUS ONLINE).<\/i> <i data-path-to-node=\"19\" data-index-in-node=\"88\">Tonton video demonstrasi lengkapnya di sini: <a class=\"ng-star-inserted\" href=\"https:\/\/youtu.be\/f7CYQD9mFA8\" target=\"_blank\" rel=\"noopener\" data-hveid=\"0\" data-ved=\"0CAAQ_4QMahgKEwjS0JeXvseTAxUAAAAAHQAAAAAQigI\">https:\/\/youtu.be\/f7CYQD9mFA8<\/a><\/i><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Penulis: Thoriqul Fahri 2602338043 (Alumni BION CS) dan Fahrul Rizki 2602340205 (Alumni BION CS) Pernahkah Anda bertanya-tanya mengapa ada chatbot yang hanya bisa menjawab pertanyaan kaku, sementara yang lain bisa mengobrol layaknya manusia? Di era komunikasi digital saat ini, chatbot bukan lagi sekadar program komputer biasa, melainkan asisten pintar yang terus berevolusi. Melalui materi &#8220;Messaging [&hellip;]<\/p>\n","protected":false},"author":702,"featured_media":1840,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-1835","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article"],"_links":{"self":[{"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/posts\/1835","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/users\/702"}],"replies":[{"embeddable":true,"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/comments?post=1835"}],"version-history":[{"count":2,"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/posts\/1835\/revisions"}],"predecessor-version":[{"id":1870,"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/posts\/1835\/revisions\/1870"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/media\/1840"}],"wp:attachment":[{"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/media?parent=1835"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/categories?post=1835"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/online.binus.ac.id\/computer-science\/wp-json\/wp\/v2\/tags?post=1835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}