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All Journal Jurnal Optimasi Sistem Industri Jurnal Ilmiah Teknik Industri JOIV : International Journal on Informatics Visualization Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Knowledge Engineering and Data Science MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Indonesian Journal of Halal Research Journal of Applied Engineering and Technological Science (JAETS) AMAR (Andalas Management Review) Warta Pengabdian Andalas: Jurnal Ilmiah Pengembangan Dan Penerapan Ipteks Andalasian International Journal of Agricultural and Natural Sciences Andalasian International Journal of Applied Science, Engineering, and Technology Jurnal Pembelajaran, Bimbingan, dan Pengelolaan Pendidikan International Journal of Advanced Science Computing and Engineering Women Midwives and Midwifery Jurnal Keilmuan dan Aplikasi Teknologi Industri Jurnal Keilmuan dan Aplikasi Teknologi Industri
Ikhwan Arief
Universitas Andalas
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Journal : knowledge engineering and data science

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A Bounded Custom GPT Structures Operational Knowledge for Small-Industry Decision Support Arief, Ikhwan; Hasan, Alizar; Putri, Nilda Tri; Rahmann, Hafiz
Knowledge Engineering and Data Science
Publisher : citeus

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Abstract

Small manufacturing and craft-based firms increasingly use Generative Artificial Intelligence (GenAI) through public chat interfaces, low-cost tools, and informal experimentation. However, these firms often make operational decisions with incomplete records, tacit owner knowledge, fragmented spreadsheets, and limited managerial capacity. Under such conditions, open-ended chatbots may generate fluent but unsafe recommendations by overlooking missing information, contradictory evidence, feasibility constraints, and implementation constraints. This study presents Asisten Cerdas Industri Kecil as a bounded Custom GPT artifact for operational diagnosis, priority selection, and short-horizon action planning in small industries. Using a Design Science Research approach, the study develops a documented artifact corpus comprising a master instruction contract, 15 curated knowledge modules, structured output rules, a 60-scenario evaluation dataset, and automated runner and judge scripts. The artifact formalizes bounded operational reasoning through minimum-field gating, evidence separation, Knowledge-Resource Advantage synthesis, feasibility-weighted priority ranking, stopping rules, and conjunctive batch evaluation thresholds. A technical verification layer was conducted on a three-scenario local-smoke subset using smollm2:135m, qwen2.5:0.5b, and qwen2.5:1.5b with a heuristic judge. Results show that the evaluation scaffold is executable and that model capacity affects bounded instruction following, although hard-guardrail and priority-compliance failures indicate that the results should be interpreted as technical verification rather than final validation. The study contributes an audit-ready bounded Custom GPT architecture, a formal decision model, and a reproducible evaluation protocol for future comparative assessment of bounded and unbounded GenAI decision-support artifacts.
Co-Authors A Aisyah Abdul Talib, Hayati Habibah Afri Adnan Afrinaldi, Feri Ahmad Syafruddin Akhmad Anwar Dani Akhmad Anwar Dani Aldy Rialdy Atmadja Aldy Rialdy Atmadja Alexie Herryandie Bronto Adi Alfadhlani Alfajri Nalda Alizar Hasan Alyani Rahma Putri Angelina Ajeng Masayu Annisa Prafitia, Harnum Aprinaldi Jasa Mantau Arif Kharisman Arif Zainudin Armijal Armijal Arri Fatimah Zahra Asep Erlan Maulana Asep Erlan Maulana Asmuliardi Muluk Budi Agung Santoso Busro, B. Dedi Rahman Nur Desto Jumeno Dhiny Yurichy Putri Dian Isnaeni Nurul Afra Dicky Fatrias Difana Meilani Dina Rahmayanti Donard Games Eko Pramudya Laksana Eko Pramudya Laksana Elita Amrina Elsayed Ali Ismail Eri Wirdianto Fajri, Radhiyatul Fandy Triawan Ferry Jie Fitria, Henni Hafiz Rahman Hafiz Rahman, Hafiz Hafizh Ahmad Harnum Annisa Prafitia Hayati Habibah Abdul Talib Henmaidi Henmaidi Henmaidi Hermawan Nugroho Hilma Raimona Zadry Indrapriyatna, Ahmad Syafruddin Ismail, Elsayed Ali Isnaeni Nurul Afra, Dian Jamaludin, Khairur Rijal Jasa Mantau, Aprinaldi Jonrinaldi Kamil, Insannul Khairur Rijal Jamaludin Kharisman, Arif Lucky Zamzami Lusi Susanti Mahira Falevy Mochammad Tanzil Multazam Mohammad Fauziddin Much. Fuad Saifuddin Muh. Firyal Akbar Muh. Firyal Akbar Muhamad Ratodi Muhamad Ratodi Muhammad Andrian Fadillah Muhammad Arieaman Fikri Muhammad Farhandika Muhammad Khalish Muluk, Asmuliardi Nilda Tri Putri Nurul Azizah Dhuha Prima Fithri Putri, Alyani Rahma Radhiyatul Fajri Rafika Oktova Rahmann, Hafiz Rahmat Budiarto Rahmat Fajri Fajri reinny patrisina Rida Rahim Ridhamelia Ridhamelia Rika Ampuh Hadiguna Rusydi, Muhammad Ilhamdi Taufik Taufik Triawan, Fandy Trinda Farhan Satria Utama Alan Deta Wisnel Wisnel Yoan Winata Yulianto, Ardhian Agung Yulizawati . Yumi Meuthia Yusro, Andista Candra