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All Journal Jurnal Pengabdian kepada Masyarakat Nusantara International Journal of Science and Society (IJSOC)
Azhari Ali Ridha
Universitas Singaperbangsa Karawang, Indonesia
Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Materials Science & Nanotechnology Social Sciences

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Implementasi Metode Design Thinking pada Perancangan User Experience Aplikasi Humaira Cakes Siti Indriyana; Apriade Voutama; Azhari Ali Ridha
Jurnal Pengabdian kepada Masyarakat Nusantara Vol. 4 No. 2 (2023): Jurnal Pengabdian kepada Masyarakat Nusantara (JPkMN)
Publisher : Cv. Utility Project Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55338/jpkmn.v4i2.1086

Abstract

Humaira Cakes merupakan salah satu UMKM yang menjual berbagai macam jenis kue, roti, pastry, dan lain sebagainya. Pada proses transaksinya Humaira Cakes masih dilakukan secara konvensional dimana customer mendatangi toko secara langsung untuk membeli dan melakukan transaksi. Beberapa customer menginginkan sistem yang lebih praktis dan efisien. Untuk itu diperlukan adanya sistem untuk membuat pengadaan transaksi yang dapat dilakukan menggunakan internet melalui mobile. Namun, untuk membangun sebuah sistem diperlukan adanya rancangan UI/UX yang interaktif serta disesuaikan dengan kebutuhan pengguna. Oleh karena itu, penelitian ini bertujuan untuk merancang UI/UI menggunakan metode design thinking pada aplikasi Humaira Cakes. Metode design thinking memiliki 5 tahapan diantaranya Emphatize, Define, Ideate, Prototype, dan Testing. Tahapan testing menggunakan metode SUS (System Usability Scale) untuk menguji kredibilitas prototype yang dibuat menggunakan aplikasi Figma. Prototype diujikan kepada sebanyak 5 orang responden yang merupakan customer dari Humaira Cakes dengan hasil penilaian SUS memperoleh skor sebanyak 70 poin.
Optimizing Deepseek Chat API Costs Based on Log Pattern Analysis using Business Intelligence and CRISP-DM Della Anissa Putri Widodo; Nono Heryana; Azhari Ali Ridha
International Journal of Science and Society Vol 8 No 4 (2026): International Journal of Science and Society (IJSOC)
Publisher : GoAcademica Research & Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54783/ijsoc.v8i4.1764

Abstract

This study aims to analyze token usage and cost patterns of the DeepSeek Chat API and formulate cost optimization strategies based on historical log data. The study employs a Business Intelligence approach with the CRISP-DM framework through descriptive and diagnostic analysis of usage data from July 9 to November 30, 2025. The analysis covers token usage, cost, cost per token, usage patterns over time, correlation, and context caching. The results show a total usage of 81,612,706 tokens with a total cost of USD 11.212044 and an average daily usage of 562,846.25 tokens. The aggregate cost per million tokens was USD 0.137381, while the Pearson correlation between token usage and cost was 0.791494. Context caching analysis showed a cache hit rate of 83.97% and a cache miss rate of 16.03%. Based on the analysis, usage patterns with relatively higher costs can be identified to support token volume monitoring and the utilization of context caching as part of cost optimization strategies. The results are presented through a Business Intelligence dashboard as a tool for monitoring and evaluating DeepSeek Chat API usage.
Co-Authors Apriade Voutama Della Anissa Putri Widodo Heryana, Nono Siti Indriyana