Industrial reliability and safety are important phenomena. The uncertainties play a key role in quantitative investigation of reliability of Systems with Complex Interconnections (SwCI). This paper proposes a modular approach matrix algebraic interval analysis method to investigate uncertainty of SwCIs reliability. Using results of uncertainty intervals of system reliability, maintenance cost and working expenditures of investigated manufacturing unit can be estimated, the maintenance management can receive specific supporting data to make correct decisions.