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Alizar Hasan
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 Abdul Talib, Hayati Habibah Adini, Hasti Afri Adnan Afrinaldi, Feri Ahmad Syafruddin Akbar, Ricky Al Busyra Fuadi Aldi Williya Alexie Herryandie Bronto Adi Alfadhlani Alyani Rahma Putri Amijaya, Tisna Amrina, Elita Arifia Fitriani Armijal Armijal Aslimuardi Muluk Asmuliardi Muluk Bahrul Anif Berry Yuliandra Brianda, Wiko Okta Buang Alias Darmalion, Darmalion Desto Jumeno Desto Jumeno Dicky Fatrias Difana Meilani Dina Rahmayanti Dira Fatrina Donard Games Dwifitra Jumas Elita Amrina Eri Wirdianto Eureka Perdana Putra Fadhita Maisa Asri Fahlevi, Fidruzal Fandy Triawan Fandy Triawan Febriano, Raihan Fifi Nadhroh Foci, Nia Arfina Franka Hendra Gesit Thabrani Gunawan, Fauzi Hafiz Rahman Hafiz Rahman, Hafiz Hary Fandeli Hayati Habibah Abdul Talib Hayuzikra, Aufa Henmaidi Henmaidi Henmaidi Henmaidi Henra Nanang Sukma Hilma Raimona Zadry Hubbig, Afdhal Huda, Ashila Nurul Husnil Hidayat Ikhwan Arief Indah Desfita Indrapriyatna, Ahmad Syafruddin Innsanul Kamil Insannul Kamil, Insannul Intan Juwita Irna Ekawati Irvan Nofrandy iswahyuningsih iswahyuningsih Jonrinaldi Jumeno, Desto Kamil, Insannul Liperda, Rahmad Inca Lusi Susanti Marta, Ayu Maulana, Ghufran Mego Plamonia Morena Tantilia Muharma, Arma Muluk, Asmuliardi Mulyani, Rini Muthia Roza Linda, Muthia Roza Nandra Lolyta Anggraini. A Nasfi, Nasfi Nasfryzal Carlo Nilda Tri Putri Nofrandy, Irvan Nova Wisnianingsih Novya Ardies Novya Ardiesa Nur Faizin Patrisina, Reinny Perengki Susanto Prima Fithri putra, Yudhy Soneta Putri, Alyani Rahma Rahmann, Hafiz Rahmiati Rahmiati Rahmiati Rahmiati Ratni Prima Lita Ravelby, Thesa Alif reinny patrisina Rezeki, Rahmad Ricky Akbar Ricky Eka Putra Rida Rahim Ridwan, Ridwan Rika Ampuh Hadiguna Rismasari, Roza Riza Yonita Roza Rismasari Sabri Septianas Yunior Septyan Haris Kurniawan, Mohd Shelly Nolandari Siti Aisyah Jamal Suhery, Suhery Syafrizal Syafrizal Syafrizal Syafrizal Taufik Taufik Taufik Taufik Taufik Tri Putri, Nilda Tria Ewilda Triawan, Fandy Vera Pujani Wiko Okta Brianda Wilantara, Bayu Wisnel Wisnel Wisnel Yulianto, Ardhian Agung Yumi Meuthia Zuchria Anggia Sari Hasnda Zuherna Mizwar Zulhanif, Zulhanif