Kulikov, V. 2026. Designing Scalable Commercial Systems: From Founder Intuition to Predictive Architecture. Scientific Journal of Bielsko-Biala School of Finance and Law. 30, 1 (Mar. 2026), 187–195. DOI:https://doi.org/10.19192/wsfip.sj1.2026.20.